diff --git a/.dockerignore b/.dockerignore
new file mode 120000
index 0000000000000000000000000000000000000000..3e4e48b0b5fe6b468434d6767749b399319f2da2
--- /dev/null
+++ b/.dockerignore
@@ -0,0 +1 @@
+.gitignore
\ No newline at end of file
diff --git a/.env.dev b/.env.dev
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/.env.production b/.env.production
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/.gitattributes b/.gitattributes
new file mode 100644
index 0000000000000000000000000000000000000000..437d7b55881e32d37e8c2700c5dd81d73faa0f61
--- /dev/null
+++ b/.gitattributes
@@ -0,0 +1,40 @@
+*.7z filter=lfs diff=lfs merge=lfs -text
+*.arrow filter=lfs diff=lfs merge=lfs -text
+*.bin filter=lfs diff=lfs merge=lfs -text
+*.bz2 filter=lfs diff=lfs merge=lfs -text
+*.ckpt filter=lfs diff=lfs merge=lfs -text
+*.ftz filter=lfs diff=lfs merge=lfs -text
+*.gz filter=lfs diff=lfs merge=lfs -text
+*.h5 filter=lfs diff=lfs merge=lfs -text
+*.joblib filter=lfs diff=lfs merge=lfs -text
+*.lfs.* filter=lfs diff=lfs merge=lfs -text
+*.mlmodel filter=lfs diff=lfs merge=lfs -text
+*.model filter=lfs diff=lfs merge=lfs -text
+*.msgpack filter=lfs diff=lfs merge=lfs -text
+*.npy filter=lfs diff=lfs merge=lfs -text
+*.npz filter=lfs diff=lfs merge=lfs -text
+*.onnx filter=lfs diff=lfs merge=lfs -text
+*.ot filter=lfs diff=lfs merge=lfs -text
+*.parquet filter=lfs diff=lfs merge=lfs -text
+*.pb filter=lfs diff=lfs merge=lfs -text
+*.pickle filter=lfs diff=lfs merge=lfs -text
+*.pkl filter=lfs diff=lfs merge=lfs -text
+*.pt filter=lfs diff=lfs merge=lfs -text
+*.pth filter=lfs diff=lfs merge=lfs -text
+*.rar filter=lfs diff=lfs merge=lfs -text
+*.safetensors filter=lfs diff=lfs merge=lfs -text
+saved_model/**/* filter=lfs diff=lfs merge=lfs -text
+*.tar.* filter=lfs diff=lfs merge=lfs -text
+*.tar filter=lfs diff=lfs merge=lfs -text
+*.tflite filter=lfs diff=lfs merge=lfs -text
+*.tgz filter=lfs diff=lfs merge=lfs -text
+*.wasm filter=lfs diff=lfs merge=lfs -text
+*.xz filter=lfs diff=lfs merge=lfs -text
+*.zip filter=lfs diff=lfs merge=lfs -text
+*.zst filter=lfs diff=lfs merge=lfs -text
+*tfevents* filter=lfs diff=lfs merge=lfs -text
+*.jar filter=lfs diff=lfs merge=lfs -text
+backend_vespa/src/main/application/model/* filter=lfs diff=lfs merge=lfs -text
+backend_vespa/multilingual-e5-small/*.json filter=lfs diff=lfs merge=lfs -text
+backend_vespa/multilingual-e5-small-quantized/*.json filter=lfs diff=lfs merge=lfs -text
+data/* filter=lfs diff=lfs merge=lfs -text
diff --git a/.gitignore b/.gitignore
new file mode 100644
index 0000000000000000000000000000000000000000..9f8cc3b5568870dbd148cb2ced38785754e0491e
--- /dev/null
+++ b/.gitignore
@@ -0,0 +1,513 @@
+## .gitignore.d/Archives.gitignore START
+# It's better to unpack these files and commit the raw source because
+# git has its own built in compression methods.
+*.7z
+*.jar
+*.rar
+*.zip
+*.gz
+*.gzip
+*.tgz
+*.bzip
+*.bzip2
+*.bz2
+*.xz
+*.lzma
+*.cab
+*.xar
+
+# Packing-only formats
+*.iso
+*.tar
+
+# Package management formats
+*.dmg
+*.xpi
+*.gem
+*.egg
+*.deb
+*.rpm
+*.msi
+*.msm
+*.msp
+*.txz
+## .gitignore.d/Archives.gitignore END
+## .gitignore.d/Backup.gitignore START
+*.bak
+*.gho
+*.ori
+*.orig
+*.tmp
+## .gitignore.d/Backup.gitignore END
+## .gitignore.d/GPG.gitignore START
+secring.*
+## .gitignore.d/GPG.gitignore END
+## .gitignore.d/Linux.gitignore START
+*~
+
+# temporary files which can be created if a process still has a handle open of a deleted file
+.fuse_hidden*
+
+# KDE directory preferences
+.directory
+
+# Linux trash folder which might appear on any partition or disk
+.Trash-*
+
+# .nfs files are created when an open file is removed but is still being accessed
+.nfs*
+## .gitignore.d/Linux.gitignore END
+## .gitignore.d/Local.gitignore START
+tmp
+.ruff_cache
+**/__pycache__
+
+backend_vespa/multilingual-e5-*/*
+backend_vespa/multilingual-e5-*-quantized/*
+## .gitignore.d/Local.gitignore END
+## .gitignore.d/Node.gitignore START
+# Logs
+logs
+*.log
+npm-debug.log*
+yarn-debug.log*
+yarn-error.log*
+lerna-debug.log*
+.pnpm-debug.log*
+
+# Diagnostic reports (https://nodejs.org/api/report.html)
+report.[0-9]*.[0-9]*.[0-9]*.[0-9]*.json
+
+# Runtime data
+pids
+*.pid
+*.seed
+*.pid.lock
+
+# Directory for instrumented libs generated by jscoverage/JSCover
+lib-cov
+
+# Coverage directory used by tools like istanbul
+coverage
+*.lcov
+
+# nyc test coverage
+.nyc_output
+
+# Grunt intermediate storage (https://gruntjs.com/creating-plugins#storing-task-files)
+.grunt
+
+# Bower dependency directory (https://bower.io/)
+bower_components
+
+# node-waf configuration
+.lock-wscript
+
+# Compiled binary addons (https://nodejs.org/api/addons.html)
+build/Release
+
+# Dependency directories
+node_modules/
+jspm_packages/
+
+# Snowpack dependency directory (https://snowpack.dev/)
+web_modules/
+
+# TypeScript cache
+*.tsbuildinfo
+
+# Optional npm cache directory
+.npm
+
+# Optional eslint cache
+.eslintcache
+
+# Optional stylelint cache
+.stylelintcache
+
+# Microbundle cache
+.rpt2_cache/
+.rts2_cache_cjs/
+.rts2_cache_es/
+.rts2_cache_umd/
+
+# Optional REPL history
+.node_repl_history
+
+# Output of 'npm pack'
+*.tgz
+
+# Yarn Integrity file
+.yarn-integrity
+
+# dotenv environment variable files
+# .env
+.env.development.local
+.env.test.local
+.env.production.local
+.env.local
+
+# parcel-bundler cache (https://parceljs.org/)
+.cache
+.parcel-cache
+
+# Next.js build output
+.next
+out
+
+# Nuxt.js build / generate output
+.nuxt
+dist
+
+# Gatsby files
+.cache/
+# Comment in the public line in if your project uses Gatsby and not Next.js
+# https://nextjs.org/blog/next-9-1#public-directory-support
+# public
+
+# vuepress build output
+.vuepress/dist
+
+# vuepress v2.x temp and cache directory
+.temp
+.cache
+
+# Docusaurus cache and generated files
+.docusaurus
+
+# Serverless directories
+.serverless/
+
+# FuseBox cache
+.fusebox/
+
+# DynamoDB Local files
+.dynamodb/
+
+# TernJS port file
+.tern-port
+
+# Stores VSCode versions used for testing VSCode extensions
+.vscode-test
+
+# yarn v2
+.yarn/cache
+.yarn/unplugged
+.yarn/build-state.yml
+.yarn/install-state.gz
+.pnp.*
+## .gitignore.d/Node.gitignore END
+## .gitignore.d/Python.gitignore START
+# Byte-compiled / optimized / DLL files
+__pycache__/
+*.py[cod]
+*$py.class
+
+# C extensions
+*.so
+
+# Distribution / packaging
+.Python
+build/
+develop-eggs/
+dist/
+downloads/
+eggs/
+.eggs/
+# lib/
+lib64/
+parts/
+sdist/
+var/
+wheels/
+share/python-wheels/
+*.egg-info/
+.installed.cfg
+*.egg
+MANIFEST
+
+# PyInstaller
+#  Usually these files are written by a python script from a template
+#  before PyInstaller builds the exe, so as to inject date/other infos into it.
+*.manifest
+*.spec
+
+# Installer logs
+pip-log.txt
+pip-delete-this-directory.txt
+
+# Unit test / coverage reports
+htmlcov/
+.tox/
+.nox/
+.coverage
+.coverage.*
+.cache
+nosetests.xml
+coverage.xml
+*.cover
+*.py,cover
+.hypothesis/
+.pytest_cache/
+cover/
+
+# Translations
+*.mo
+*.pot
+
+# Django stuff:
+*.log
+local_settings.py
+db.sqlite3
+db.sqlite3-journal
+
+# Flask stuff:
+instance/
+.webassets-cache
+
+# Scrapy stuff:
+.scrapy
+
+# Sphinx documentation
+docs/_build/
+
+# PyBuilder
+.pybuilder/
+target/
+
+# Jupyter Notebook
+.ipynb_checkpoints
+
+# IPython
+profile_default/
+ipython_config.py
+
+# pyenv
+#   For a library or package, you might want to ignore these files since the code is
+#   intended to run in multiple environments; otherwise, check them in:
+# .python-version
+
+# pipenv
+#   According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
+#   However, in case of collaboration, if having platform-specific dependencies or dependencies
+#   having no cross-platform support, pipenv may install dependencies that don't work, or not
+#   install all needed dependencies.
+#Pipfile.lock
+
+# poetry
+#   Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control.
+#   This is especially recommended for binary packages to ensure reproducibility, and is more
+#   commonly ignored for libraries.
+#   https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control
+#poetry.lock
+
+# pdm
+#   Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control.
+#pdm.lock
+#   pdm stores project-wide configurations in .pdm.toml, but it is recommended to not include it
+#   in version control.
+#   https://pdm.fming.dev/#use-with-ide
+.pdm.toml
+
+# PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm
+__pypackages__/
+
+# Celery stuff
+celerybeat-schedule
+celerybeat.pid
+
+# SageMath parsed files
+*.sage.py
+
+# Environments
+.env
+.venv
+env/
+venv/
+ENV/
+env.bak/
+venv.bak/
+
+# Spyder project settings
+.spyderproject
+.spyproject
+
+# Rope project settings
+.ropeproject
+
+# mkdocs documentation
+/site
+
+# mypy
+.mypy_cache/
+.dmypy.json
+dmypy.json
+
+# Pyre type checker
+.pyre/
+
+# pytype static type analyzer
+.pytype/
+
+# Cython debug symbols
+cython_debug/
+
+# PyCharm
+#  JetBrains specific template is maintained in a separate JetBrains.gitignore that can
+#  be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore
+#  and can be added to the global gitignore or merged into this file.  For a more nuclear
+#  option (not recommended) you can uncomment the following to ignore the entire idea folder.
+#.idea/
+## .gitignore.d/Python.gitignore END
+## .gitignore.d/Tags.gitignore START
+# Ignore tags created by etags, ctags, gtags (GNU global) and cscope
+TAGS
+.TAGS
+!TAGS/
+tags
+.tags
+!tags/
+gtags.files
+GTAGS
+GRTAGS
+GPATH
+GSYMS
+cscope.files
+cscope.out
+cscope.in.out
+cscope.po.out
+## .gitignore.d/Tags.gitignore END
+## .gitignore.d/Terraform.gitignore START
+# Local .terraform directories
+**/.terraform/*
+
+# .tfstate files
+*.tfstate
+*.tfstate.*
+
+# Crash log files
+crash.log
+crash.*.log
+
+# Exclude all .tfvars files, which are likely to contain sensitive data, such as
+# password, private keys, and other secrets. These should not be part of version
+# control as they are data points which are potentially sensitive and subject
+# to change depending on the environment.
+*.tfvars
+*.tfvars.json
+
+# Ignore override files as they are usually used to override resources locally and so
+# are not checked in
+override.tf
+override.tf.json
+*_override.tf
+*_override.tf.json
+
+# Include override files you do wish to add to version control using negated pattern
+# !example_override.tf
+
+# Include tfplan files to ignore the plan output of command: terraform plan -out=tfplan
+# example: *tfplan*
+
+# Ignore CLI configuration files
+.terraformrc
+terraform.rc
+## .gitignore.d/Terraform.gitignore END
+## .gitignore.d/Vim.gitignore START
+# Swap
+[._]*.s[a-v][a-z]
+!*.svg  # comment out if you don't need vector files
+[._]*.sw[a-p]
+[._]s[a-rt-v][a-z]
+[._]ss[a-gi-z]
+[._]sw[a-p]
+
+# Session
+Session.vim
+Sessionx.vim
+
+# Temporary
+.netrwhist
+*~
+# Auto-generated tag files
+tags
+# Persistent undo
+[._]*.un~
+## .gitignore.d/Vim.gitignore END
+## .gitignore.d/VisualStudioCode.gitignore START
+.vscode/*
+!.vscode/settings.json
+!.vscode/tasks.json
+!.vscode/launch.json
+!.vscode/extensions.json
+!.vscode/*.code-snippets
+
+# Local History for Visual Studio Code
+.history/
+
+# Built Visual Studio Code Extensions
+*.vsix
+## .gitignore.d/VisualStudioCode.gitignore END
+## .gitignore.d/Windows.gitignore START
+# Windows thumbnail cache files
+Thumbs.db
+Thumbs.db:encryptable
+ehthumbs.db
+ehthumbs_vista.db
+
+# Dump file
+*.stackdump
+
+# Folder config file
+[Dd]esktop.ini
+
+# Recycle Bin used on file shares
+$RECYCLE.BIN/
+
+# Windows Installer files
+*.cab
+*.msi
+*.msix
+*.msm
+*.msp
+
+# Windows shortcuts
+*.lnk
+## .gitignore.d/Windows.gitignore END
+## .gitignore.d/Xcode.gitignore START
+## User settings
+xcuserdata/
+
+## Xcode 8 and earlier
+*.xcscmblueprint
+*.xccheckout
+## .gitignore.d/Xcode.gitignore END
+## .gitignore.d/macOS.gitignore START
+# General
+.DS_Store
+.AppleDouble
+.LSOverride
+
+# Icon must end with two \r
+Icon
+
+
+# Thumbnails
+._*
+
+# Files that might appear in the root of a volume
+.DocumentRevisions-V100
+.fseventsd
+.Spotlight-V100
+.TemporaryItems
+.Trashes
+.VolumeIcon.icns
+.com.apple.timemachine.donotpresent
+
+# Directories potentially created on remote AFP share
+.AppleDB
+.AppleDesktop
+Network Trash Folder
+Temporary Items
+.apdisk
+## .gitignore.d/macOS.gitignore END
diff --git a/.gitignore.d/Archives.gitignore b/.gitignore.d/Archives.gitignore
new file mode 100644
index 0000000000000000000000000000000000000000..4ed9ab83509eded4b836072188c7b47462a19a41
--- /dev/null
+++ b/.gitignore.d/Archives.gitignore
@@ -0,0 +1,32 @@
+# It's better to unpack these files and commit the raw source because
+# git has its own built in compression methods.
+*.7z
+*.jar
+*.rar
+*.zip
+*.gz
+*.gzip
+*.tgz
+*.bzip
+*.bzip2
+*.bz2
+*.xz
+*.lzma
+*.cab
+*.xar
+
+# Packing-only formats
+*.iso
+*.tar
+
+# Package management formats
+*.dmg
+*.xpi
+*.gem
+*.egg
+*.deb
+*.rpm
+*.msi
+*.msm
+*.msp
+*.txz
diff --git a/.gitignore.d/Backup.gitignore b/.gitignore.d/Backup.gitignore
new file mode 100644
index 0000000000000000000000000000000000000000..825ce52db53d71679a1bdbc940d1fabb3726364a
--- /dev/null
+++ b/.gitignore.d/Backup.gitignore
@@ -0,0 +1,5 @@
+*.bak
+*.gho
+*.ori
+*.orig
+*.tmp
diff --git a/.gitignore.d/GPG.gitignore b/.gitignore.d/GPG.gitignore
new file mode 100644
index 0000000000000000000000000000000000000000..cf2aca6b32260288a72cb28c6cd1a459ef827882
--- /dev/null
+++ b/.gitignore.d/GPG.gitignore
@@ -0,0 +1 @@
+secring.*
diff --git a/.gitignore.d/Linux.gitignore b/.gitignore.d/Linux.gitignore
new file mode 100644
index 0000000000000000000000000000000000000000..b56bf65d85583b03eeccfaa2a927084583a33e91
--- /dev/null
+++ b/.gitignore.d/Linux.gitignore
@@ -0,0 +1,13 @@
+*~
+
+# temporary files which can be created if a process still has a handle open of a deleted file
+.fuse_hidden*
+
+# KDE directory preferences
+.directory
+
+# Linux trash folder which might appear on any partition or disk
+.Trash-*
+
+# .nfs files are created when an open file is removed but is still being accessed
+.nfs*
diff --git a/.gitignore.d/Local.gitignore b/.gitignore.d/Local.gitignore
new file mode 100644
index 0000000000000000000000000000000000000000..2eda963a0d2806f566a5aadae817df33c9ceb996
--- /dev/null
+++ b/.gitignore.d/Local.gitignore
@@ -0,0 +1,6 @@
+tmp
+.ruff_cache
+**/__pycache__
+
+backend_vespa/multilingual-e5-*/*
+backend_vespa/multilingual-e5-*-quantized/*
diff --git a/.gitignore.d/Node.gitignore b/.gitignore.d/Node.gitignore
new file mode 100644
index 0000000000000000000000000000000000000000..208d50c7c3479339b177ea73facfc279e0e3581c
--- /dev/null
+++ b/.gitignore.d/Node.gitignore
@@ -0,0 +1,130 @@
+# Logs
+logs
+*.log
+npm-debug.log*
+yarn-debug.log*
+yarn-error.log*
+lerna-debug.log*
+.pnpm-debug.log*
+
+# Diagnostic reports (https://nodejs.org/api/report.html)
+report.[0-9]*.[0-9]*.[0-9]*.[0-9]*.json
+
+# Runtime data
+pids
+*.pid
+*.seed
+*.pid.lock
+
+# Directory for instrumented libs generated by jscoverage/JSCover
+lib-cov
+
+# Coverage directory used by tools like istanbul
+coverage
+*.lcov
+
+# nyc test coverage
+.nyc_output
+
+# Grunt intermediate storage (https://gruntjs.com/creating-plugins#storing-task-files)
+.grunt
+
+# Bower dependency directory (https://bower.io/)
+bower_components
+
+# node-waf configuration
+.lock-wscript
+
+# Compiled binary addons (https://nodejs.org/api/addons.html)
+build/Release
+
+# Dependency directories
+node_modules/
+jspm_packages/
+
+# Snowpack dependency directory (https://snowpack.dev/)
+web_modules/
+
+# TypeScript cache
+*.tsbuildinfo
+
+# Optional npm cache directory
+.npm
+
+# Optional eslint cache
+.eslintcache
+
+# Optional stylelint cache
+.stylelintcache
+
+# Microbundle cache
+.rpt2_cache/
+.rts2_cache_cjs/
+.rts2_cache_es/
+.rts2_cache_umd/
+
+# Optional REPL history
+.node_repl_history
+
+# Output of 'npm pack'
+*.tgz
+
+# Yarn Integrity file
+.yarn-integrity
+
+# dotenv environment variable files
+# .env
+.env.development.local
+.env.test.local
+.env.production.local
+.env.local
+
+# parcel-bundler cache (https://parceljs.org/)
+.cache
+.parcel-cache
+
+# Next.js build output
+.next
+out
+
+# Nuxt.js build / generate output
+.nuxt
+dist
+
+# Gatsby files
+.cache/
+# Comment in the public line in if your project uses Gatsby and not Next.js
+# https://nextjs.org/blog/next-9-1#public-directory-support
+# public
+
+# vuepress build output
+.vuepress/dist
+
+# vuepress v2.x temp and cache directory
+.temp
+.cache
+
+# Docusaurus cache and generated files
+.docusaurus
+
+# Serverless directories
+.serverless/
+
+# FuseBox cache
+.fusebox/
+
+# DynamoDB Local files
+.dynamodb/
+
+# TernJS port file
+.tern-port
+
+# Stores VSCode versions used for testing VSCode extensions
+.vscode-test
+
+# yarn v2
+.yarn/cache
+.yarn/unplugged
+.yarn/build-state.yml
+.yarn/install-state.gz
+.pnp.*
diff --git a/.gitignore.d/Python.gitignore b/.gitignore.d/Python.gitignore
new file mode 100644
index 0000000000000000000000000000000000000000..170c4b5c6af48bad89cf4b3f903c8db19a637f6d
--- /dev/null
+++ b/.gitignore.d/Python.gitignore
@@ -0,0 +1,160 @@
+# Byte-compiled / optimized / DLL files
+__pycache__/
+*.py[cod]
+*$py.class
+
+# C extensions
+*.so
+
+# Distribution / packaging
+.Python
+build/
+develop-eggs/
+dist/
+downloads/
+eggs/
+.eggs/
+# lib/
+lib64/
+parts/
+sdist/
+var/
+wheels/
+share/python-wheels/
+*.egg-info/
+.installed.cfg
+*.egg
+MANIFEST
+
+# PyInstaller
+#  Usually these files are written by a python script from a template
+#  before PyInstaller builds the exe, so as to inject date/other infos into it.
+*.manifest
+*.spec
+
+# Installer logs
+pip-log.txt
+pip-delete-this-directory.txt
+
+# Unit test / coverage reports
+htmlcov/
+.tox/
+.nox/
+.coverage
+.coverage.*
+.cache
+nosetests.xml
+coverage.xml
+*.cover
+*.py,cover
+.hypothesis/
+.pytest_cache/
+cover/
+
+# Translations
+*.mo
+*.pot
+
+# Django stuff:
+*.log
+local_settings.py
+db.sqlite3
+db.sqlite3-journal
+
+# Flask stuff:
+instance/
+.webassets-cache
+
+# Scrapy stuff:
+.scrapy
+
+# Sphinx documentation
+docs/_build/
+
+# PyBuilder
+.pybuilder/
+target/
+
+# Jupyter Notebook
+.ipynb_checkpoints
+
+# IPython
+profile_default/
+ipython_config.py
+
+# pyenv
+#   For a library or package, you might want to ignore these files since the code is
+#   intended to run in multiple environments; otherwise, check them in:
+# .python-version
+
+# pipenv
+#   According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
+#   However, in case of collaboration, if having platform-specific dependencies or dependencies
+#   having no cross-platform support, pipenv may install dependencies that don't work, or not
+#   install all needed dependencies.
+#Pipfile.lock
+
+# poetry
+#   Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control.
+#   This is especially recommended for binary packages to ensure reproducibility, and is more
+#   commonly ignored for libraries.
+#   https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control
+#poetry.lock
+
+# pdm
+#   Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control.
+#pdm.lock
+#   pdm stores project-wide configurations in .pdm.toml, but it is recommended to not include it
+#   in version control.
+#   https://pdm.fming.dev/#use-with-ide
+.pdm.toml
+
+# PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm
+__pypackages__/
+
+# Celery stuff
+celerybeat-schedule
+celerybeat.pid
+
+# SageMath parsed files
+*.sage.py
+
+# Environments
+.env
+.venv
+env/
+venv/
+ENV/
+env.bak/
+venv.bak/
+
+# Spyder project settings
+.spyderproject
+.spyproject
+
+# Rope project settings
+.ropeproject
+
+# mkdocs documentation
+/site
+
+# mypy
+.mypy_cache/
+.dmypy.json
+dmypy.json
+
+# Pyre type checker
+.pyre/
+
+# pytype static type analyzer
+.pytype/
+
+# Cython debug symbols
+cython_debug/
+
+# PyCharm
+#  JetBrains specific template is maintained in a separate JetBrains.gitignore that can
+#  be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore
+#  and can be added to the global gitignore or merged into this file.  For a more nuclear
+#  option (not recommended) you can uncomment the following to ignore the entire idea folder.
+#.idea/
diff --git a/.gitignore.d/Tags.gitignore b/.gitignore.d/Tags.gitignore
new file mode 100644
index 0000000000000000000000000000000000000000..1fde25752466d4681ec2b1b9b1da6a636adeb1c9
--- /dev/null
+++ b/.gitignore.d/Tags.gitignore
@@ -0,0 +1,16 @@
+# Ignore tags created by etags, ctags, gtags (GNU global) and cscope
+TAGS
+.TAGS
+!TAGS/
+tags
+.tags
+!tags/
+gtags.files
+GTAGS
+GRTAGS
+GPATH
+GSYMS
+cscope.files
+cscope.out
+cscope.in.out
+cscope.po.out
diff --git a/.gitignore.d/Terraform.gitignore b/.gitignore.d/Terraform.gitignore
new file mode 100644
index 0000000000000000000000000000000000000000..6304eb3c1114d4e1a6a7dfa39bbde83e9f8715b6
--- /dev/null
+++ b/.gitignore.d/Terraform.gitignore
@@ -0,0 +1,34 @@
+# Local .terraform directories
+**/.terraform/*
+
+# .tfstate files
+*.tfstate
+*.tfstate.*
+
+# Crash log files
+crash.log
+crash.*.log
+
+# Exclude all .tfvars files, which are likely to contain sensitive data, such as
+# password, private keys, and other secrets. These should not be part of version
+# control as they are data points which are potentially sensitive and subject
+# to change depending on the environment.
+*.tfvars
+*.tfvars.json
+
+# Ignore override files as they are usually used to override resources locally and so
+# are not checked in
+override.tf
+override.tf.json
+*_override.tf
+*_override.tf.json
+
+# Include override files you do wish to add to version control using negated pattern
+# !example_override.tf
+
+# Include tfplan files to ignore the plan output of command: terraform plan -out=tfplan
+# example: *tfplan*
+
+# Ignore CLI configuration files
+.terraformrc
+terraform.rc
diff --git a/.gitignore.d/Vim.gitignore b/.gitignore.d/Vim.gitignore
new file mode 100644
index 0000000000000000000000000000000000000000..19fa63264c56a2e0e98aa45e12ab2f0ec50f5f42
--- /dev/null
+++ b/.gitignore.d/Vim.gitignore
@@ -0,0 +1,19 @@
+# Swap
+[._]*.s[a-v][a-z]
+!*.svg  # comment out if you don't need vector files
+[._]*.sw[a-p]
+[._]s[a-rt-v][a-z]
+[._]ss[a-gi-z]
+[._]sw[a-p]
+
+# Session
+Session.vim
+Sessionx.vim
+
+# Temporary
+.netrwhist
+*~
+# Auto-generated tag files
+tags
+# Persistent undo
+[._]*.un~
diff --git a/.gitignore.d/VisualStudioCode.gitignore b/.gitignore.d/VisualStudioCode.gitignore
new file mode 100644
index 0000000000000000000000000000000000000000..45fce1d71cdbd692d33284611adab75e61afe235
--- /dev/null
+++ b/.gitignore.d/VisualStudioCode.gitignore
@@ -0,0 +1,12 @@
+.vscode/*
+!.vscode/settings.json
+!.vscode/tasks.json
+!.vscode/launch.json
+!.vscode/extensions.json
+!.vscode/*.code-snippets
+
+# Local History for Visual Studio Code
+.history/
+
+# Built Visual Studio Code Extensions
+*.vsix
diff --git a/.gitignore.d/Windows.gitignore b/.gitignore.d/Windows.gitignore
new file mode 100644
index 0000000000000000000000000000000000000000..84bffec74db3273565f4c9b3e9ffcc216cec1611
--- /dev/null
+++ b/.gitignore.d/Windows.gitignore
@@ -0,0 +1,24 @@
+# Windows thumbnail cache files
+Thumbs.db
+Thumbs.db:encryptable
+ehthumbs.db
+ehthumbs_vista.db
+
+# Dump file
+*.stackdump
+
+# Folder config file
+[Dd]esktop.ini
+
+# Recycle Bin used on file shares
+$RECYCLE.BIN/
+
+# Windows Installer files
+*.cab
+*.msi
+*.msix
+*.msm
+*.msp
+
+# Windows shortcuts
+*.lnk
diff --git a/.gitignore.d/Xcode.gitignore b/.gitignore.d/Xcode.gitignore
new file mode 100644
index 0000000000000000000000000000000000000000..f87d2f2e7403c1eb1b23798cf06842e6d3d701d5
--- /dev/null
+++ b/.gitignore.d/Xcode.gitignore
@@ -0,0 +1,6 @@
+## User settings
+xcuserdata/
+
+## Xcode 8 and earlier
+*.xcscmblueprint
+*.xccheckout
diff --git a/.gitignore.d/macOS.gitignore b/.gitignore.d/macOS.gitignore
new file mode 100644
index 0000000000000000000000000000000000000000..6509c911748f2a51894b0b52660c8eb26b818e24
--- /dev/null
+++ b/.gitignore.d/macOS.gitignore
@@ -0,0 +1,27 @@
+# General
+.DS_Store
+.AppleDouble
+.LSOverride
+
+# Icon must end with two \r
+Icon
+
+
+# Thumbnails
+._*
+
+# Files that might appear in the root of a volume
+.DocumentRevisions-V100
+.fseventsd
+.Spotlight-V100
+.TemporaryItems
+.Trashes
+.VolumeIcon.icns
+.com.apple.timemachine.donotpresent
+
+# Directories potentially created on remote AFP share
+.AppleDB
+.AppleDesktop
+Network Trash Folder
+Temporary Items
+.apdisk
diff --git a/.lfsconfig b/.lfsconfig
new file mode 100644
index 0000000000000000000000000000000000000000..cfd8e7657f7658401f6511db20c79ec8212ebfea
--- /dev/null
+++ b/.lfsconfig
@@ -0,0 +1,2 @@
+[lfs]
+	url = https://huggingface.co/spaces/hicustomer/govsearch.git/info/lfs
diff --git a/.node-version b/.node-version
new file mode 100644
index 0000000000000000000000000000000000000000..bc78e9f2695ea604365801e2a3283916cd040d4d
--- /dev/null
+++ b/.node-version
@@ -0,0 +1 @@
+20.12.1
diff --git a/.npmrc b/.npmrc
new file mode 100644
index 0000000000000000000000000000000000000000..cffe8cdef132f31903a4971117f33f60cd9a56e6
--- /dev/null
+++ b/.npmrc
@@ -0,0 +1 @@
+save-exact=true
diff --git a/.python-version b/.python-version
new file mode 100644
index 0000000000000000000000000000000000000000..9919bf8c903117ecc6cf607b756d1e2095a2e575
--- /dev/null
+++ b/.python-version
@@ -0,0 +1 @@
+3.10.13
diff --git a/Dockerfile b/Dockerfile
new file mode 100644
index 0000000000000000000000000000000000000000..0f6df9dc88e6b4b9df1c2459ef6da3b8129e3d10
--- /dev/null
+++ b/Dockerfile
@@ -0,0 +1,48 @@
+FROM node:20.12.1 as frontend
+WORKDIR /app
+
+RUN --mount=type=bind,source=package-lock.json,target=package-lock.json \
+  --mount=type=bind,source=package.json,target=package.json \
+  --mount=type=bind,source=.npmrc,target=.npmrc \
+  npm ci
+
+COPY . /app
+
+RUN make build_frontend
+
+
+FROM library/maven:3.9.6-eclipse-temurin-17-focal as backend_vespa
+WORKDIR /app
+
+RUN apt-get update && apt-get install -y --no-install-recommends build-essential
+
+COPY ./backend_vespa /app
+
+RUN make package
+
+
+FROM vespaengine/vespa:8.324.16
+
+USER root
+RUN chown vespa:vespa /opt/vespa && rm /etc/yum.repos.d/epel.repo
+
+ENV HOME=/opt/vespa
+ENV RYE_HOME="$HOME/.rye"
+ENV PATH="$HOME/app/.venv/bin:$RYE_HOME/shims:$HOME/.local/bin:$PATH"
+USER vespa
+WORKDIR $HOME/app
+
+RUN curl -sSf https://rye-up.com/get | \
+  RYE_NO_AUTO_INSTALL=1 RYE_INSTALL_OPTION="--yes" bash
+RUN --mount=type=bind,source=pyproject.toml,target=pyproject.toml \
+  --mount=type=bind,source=requirements.lock,target=requirements.lock \
+  --mount=type=bind,source=requirements-dev.lock,target=requirements-dev.lock \
+  --mount=type=bind,source=.python-version,target=.python-version \
+  --mount=type=bind,source=README.md,target=README.md \
+  rye sync --no-dev --no-lock
+
+COPY --chown=vespa . $HOME/app
+COPY --chown=vespa --from=frontend /app/build $HOME/app/build
+COPY --chown=vespa --from=backend_vespa /app/target $HOME/app/backend_vespa/target
+
+ENTRYPOINT ["scripts/start-container.sh"]
diff --git a/LICENSE.txt b/LICENSE.txt
new file mode 100644
index 0000000000000000000000000000000000000000..be3f7b28e564e7dd05eaf59d64adba1a4065ac0e
--- /dev/null
+++ b/LICENSE.txt
@@ -0,0 +1,661 @@
+                    GNU AFFERO GENERAL PUBLIC LICENSE
+                       Version 3, 19 November 2007
+
+ Copyright (C) 2007 Free Software Foundation, Inc. <https://fsf.org/>
+ Everyone is permitted to copy and distribute verbatim copies
+ of this license document, but changing it is not allowed.
+
+                            Preamble
+
+  The GNU Affero General Public License is a free, copyleft license for
+software and other kinds of works, specifically designed to ensure
+cooperation with the community in the case of network server software.
+
+  The licenses for most software and other practical works are designed
+to take away your freedom to share and change the works.  By contrast,
+our General Public Licenses are intended to guarantee your freedom to
+share and change all versions of a program--to make sure it remains free
+software for all its users.
+
+  When we speak of free software, we are referring to freedom, not
+price.  Our General Public Licenses are designed to make sure that you
+have the freedom to distribute copies of free software (and charge for
+them if you wish), that you receive source code or can get it if you
+want it, that you can change the software or use pieces of it in new
+free programs, and that you know you can do these things.
+
+  Developers that use our General Public Licenses protect your rights
+with two steps: (1) assert copyright on the software, and (2) offer
+you this License which gives you legal permission to copy, distribute
+and/or modify the software.
+
+  A secondary benefit of defending all users' freedom is that
+improvements made in alternate versions of the program, if they
+receive widespread use, become available for other developers to
+incorporate.  Many developers of free software are heartened and
+encouraged by the resulting cooperation.  However, in the case of
+software used on network servers, this result may fail to come about.
+The GNU General Public License permits making a modified version and
+letting the public access it on a server without ever releasing its
+source code to the public.
+
+  The GNU Affero General Public License is designed specifically to
+ensure that, in such cases, the modified source code becomes available
+to the community.  It requires the operator of a network server to
+provide the source code of the modified version running there to the
+users of that server.  Therefore, public use of a modified version, on
+a publicly accessible server, gives the public access to the source
+code of the modified version.
+
+  An older license, called the Affero General Public License and
+published by Affero, was designed to accomplish similar goals.  This is
+a different license, not a version of the Affero GPL, but Affero has
+released a new version of the Affero GPL which permits relicensing under
+this license.
+
+  The precise terms and conditions for copying, distribution and
+modification follow.
+
+                       TERMS AND CONDITIONS
+
+  0. Definitions.
+
+  "This License" refers to version 3 of the GNU Affero General Public License.
+
+  "Copyright" also means copyright-like laws that apply to other kinds of
+works, such as semiconductor masks.
+
+  "The Program" refers to any copyrightable work licensed under this
+License.  Each licensee is addressed as "you".  "Licensees" and
+"recipients" may be individuals or organizations.
+
+  To "modify" a work means to copy from or adapt all or part of the work
+in a fashion requiring copyright permission, other than the making of an
+exact copy.  The resulting work is called a "modified version" of the
+earlier work or a work "based on" the earlier work.
+
+  A "covered work" means either the unmodified Program or a work based
+on the Program.
+
+  To "propagate" a work means to do anything with it that, without
+permission, would make you directly or secondarily liable for
+infringement under applicable copyright law, except executing it on a
+computer or modifying a private copy.  Propagation includes copying,
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+
+  To "convey" a work means any kind of propagation that enables other
+parties to make or receive copies.  Mere interaction with a user through
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+  An interactive user interface displays "Appropriate Legal Notices"
+to the extent that it includes a convenient and prominently visible
+feature that (1) displays an appropriate copyright notice, and (2)
+tells the user that there is no warranty for the work (except to the
+extent that warranties are provided), that licensees may convey the
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+the interface presents a list of user commands or options, such as a
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+  1. Source Code.
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+  The "source code" for a work means the preferred form of the work
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+  The "System Libraries" of an executable work include anything, other
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+the work, and the source code for shared libraries and dynamically
+linked subprograms that the work is specifically designed to require,
+such as by intimate data communication or control flow between those
+subprograms and other parts of the work.
+
+  The Corresponding Source need not include anything that users
+can regenerate automatically from other parts of the Corresponding
+Source.
+
+  The Corresponding Source for a work in source code form is that
+same work.
+
+  2. Basic Permissions.
+
+  All rights granted under this License are granted for the term of
+copyright on the Program, and are irrevocable provided the stated
+conditions are met.  This License explicitly affirms your unlimited
+permission to run the unmodified Program.  The output from running a
+covered work is covered by this License only if the output, given its
+content, constitutes a covered work.  This License acknowledges your
+rights of fair use or other equivalent, as provided by copyright law.
+
+  You may make, run and propagate covered works that you do not
+convey, without conditions so long as your license otherwise remains
+in force.  You may convey covered works to others for the sole purpose
+of having them make modifications exclusively for you, or provide you
+with facilities for running those works, provided that you comply with
+the terms of this License in conveying all material for which you do
+not control copyright.  Those thus making or running the covered works
+for you must do so exclusively on your behalf, under your direction
+and control, on terms that prohibit them from making any copies of
+your copyrighted material outside their relationship with you.
+
+  Conveying under any other circumstances is permitted solely under
+the conditions stated below.  Sublicensing is not allowed; section 10
+makes it unnecessary.
+
+  3. Protecting Users' Legal Rights From Anti-Circumvention Law.
+
+  No covered work shall be deemed part of an effective technological
+measure under any applicable law fulfilling obligations under article
+11 of the WIPO copyright treaty adopted on 20 December 1996, or
+similar laws prohibiting or restricting circumvention of such
+measures.
+
+  When you convey a covered work, you waive any legal power to forbid
+circumvention of technological measures to the extent such circumvention
+is effected by exercising rights under this License with respect to
+the covered work, and you disclaim any intention to limit operation or
+modification of the work as a means of enforcing, against the work's
+users, your or third parties' legal rights to forbid circumvention of
+technological measures.
+
+  4. Conveying Verbatim Copies.
+
+  You may convey verbatim copies of the Program's source code as you
+receive it, in any medium, provided that you conspicuously and
+appropriately publish on each copy an appropriate copyright notice;
+keep intact all notices stating that this License and any
+non-permissive terms added in accord with section 7 apply to the code;
+keep intact all notices of the absence of any warranty; and give all
+recipients a copy of this License along with the Program.
+
+  You may charge any price or no price for each copy that you convey,
+and you may offer support or warranty protection for a fee.
+
+  5. Conveying Modified Source Versions.
+
+  You may convey a work based on the Program, or the modifications to
+produce it from the Program, in the form of source code under the
+terms of section 4, provided that you also meet all of these conditions:
+
+    a) The work must carry prominent notices stating that you modified
+    it, and giving a relevant date.
+
+    b) The work must carry prominent notices stating that it is
+    released under this License and any conditions added under section
+    7.  This requirement modifies the requirement in section 4 to
+    "keep intact all notices".
+
+    c) You must license the entire work, as a whole, under this
+    License to anyone who comes into possession of a copy.  This
+    License will therefore apply, along with any applicable section 7
+    additional terms, to the whole of the work, and all its parts,
+    regardless of how they are packaged.  This License gives no
+    permission to license the work in any other way, but it does not
+    invalidate such permission if you have separately received it.
+
+    d) If the work has interactive user interfaces, each must display
+    Appropriate Legal Notices; however, if the Program has interactive
+    interfaces that do not display Appropriate Legal Notices, your
+    work need not make them do so.
+
+  A compilation of a covered work with other separate and independent
+works, which are not by their nature extensions of the covered work,
+and which are not combined with it such as to form a larger program,
+in or on a volume of a storage or distribution medium, is called an
+"aggregate" if the compilation and its resulting copyright are not
+used to limit the access or legal rights of the compilation's users
+beyond what the individual works permit.  Inclusion of a covered work
+in an aggregate does not cause this License to apply to the other
+parts of the aggregate.
+
+  6. Conveying Non-Source Forms.
+
+  You may convey a covered work in object code form under the terms
+of sections 4 and 5, provided that you also convey the
+machine-readable Corresponding Source under the terms of this License,
+in one of these ways:
+
+    a) Convey the object code in, or embodied in, a physical product
+    (including a physical distribution medium), accompanied by the
+    Corresponding Source fixed on a durable physical medium
+    customarily used for software interchange.
+
+    b) Convey the object code in, or embodied in, a physical product
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+    written offer, valid for at least three years and valid for as
+    long as you offer spare parts or customer support for that product
+    model, to give anyone who possesses the object code either (1) a
+    copy of the Corresponding Source for all the software in the
+    product that is covered by this License, on a durable physical
+    medium customarily used for software interchange, for a price no
+    more than your reasonable cost of physically performing this
+    conveying of source, or (2) access to copy the
+    Corresponding Source from a network server at no charge.
+
+    c) Convey individual copies of the object code with a copy of the
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+    alternative is allowed only occasionally and noncommercially, and
+    only if you received the object code with such an offer, in accord
+    with subsection 6b.
+
+    d) Convey the object code by offering access from a designated
+    place (gratis or for a charge), and offer equivalent access to the
+    Corresponding Source in the same way through the same place at no
+    further charge.  You need not require recipients to copy the
+    Corresponding Source along with the object code.  If the place to
+    copy the object code is a network server, the Corresponding Source
+    may be on a different server (operated by you or a third party)
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+    Corresponding Source, you remain obligated to ensure that it is
+    available for as long as needed to satisfy these requirements.
+
+    e) Convey the object code using peer-to-peer transmission, provided
+    you inform other peers where the object code and Corresponding
+    Source of the work are being offered to the general public at no
+    charge under subsection 6d.
+
+  A separable portion of the object code, whose source code is excluded
+from the Corresponding Source as a System Library, need not be
+included in conveying the object code work.
+
+  A "User Product" is either (1) a "consumer product", which means any
+tangible personal property which is normally used for personal, family,
+or household purposes, or (2) anything designed or sold for incorporation
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+typical or common use of that class of product, regardless of the status
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+actually uses, or expects or is expected to use, the product.  A product
+is a consumer product regardless of whether the product has substantial
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+the only significant mode of use of the product.
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+procedures, authorization keys, or other information required to install
+and execute modified versions of a covered work in that User Product from
+a modified version of its Corresponding Source.  The information must
+suffice to ensure that the continued functioning of the modified object
+code is in no case prevented or interfered with solely because
+modification has been made.
+
+  If you convey an object code work under this section in, or with, or
+specifically for use in, a User Product, and the conveying occurs as
+part of a transaction in which the right of possession and use of the
+User Product is transferred to the recipient in perpetuity or for a
+fixed term (regardless of how the transaction is characterized), the
+Corresponding Source conveyed under this section must be accompanied
+by the Installation Information.  But this requirement does not apply
+if neither you nor any third party retains the ability to install
+modified object code on the User Product (for example, the work has
+been installed in ROM).
+
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+requirement to continue to provide support service, warranty, or updates
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+network may be denied when the modification itself materially and
+adversely affects the operation of the network or violates the rules and
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+  Corresponding Source conveyed, and Installation Information provided,
+in accord with this section must be in a format that is publicly
+documented (and with an implementation available to the public in
+source code form), and must require no special password or key for
+unpacking, reading or copying.
+
+  7. Additional Terms.
+
+  "Additional permissions" are terms that supplement the terms of this
+License by making exceptions from one or more of its conditions.
+Additional permissions that are applicable to the entire Program shall
+be treated as though they were included in this License, to the extent
+that they are valid under applicable law.  If additional permissions
+apply only to part of the Program, that part may be used separately
+under those permissions, but the entire Program remains governed by
+this License without regard to the additional permissions.
+
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+
+  Nothing in this License shall be construed as excluding or limiting
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+  13. Remote Network Interaction; Use with the GNU General Public License.
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+Program, your modified version must prominently offer all users
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+Program, unless a warranty or assumption of liability accompanies a
+copy of the Program in return for a fee.
+
+                     END OF TERMS AND CONDITIONS
+
+            How to Apply These Terms to Your New Programs
+
+  If you develop a new program, and you want it to be of the greatest
+possible use to the public, the best way to achieve this is to make it
+free software which everyone can redistribute and change under these terms.
+
+  To do so, attach the following notices to the program.  It is safest
+to attach them to the start of each source file to most effectively
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+the "copyright" line and a pointer to where the full notice is found.
+
+    <one line to give the program's name and a brief idea of what it does.>
+    Copyright (C) <year>  <name of author>
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+    This program is free software: you can redistribute it and/or modify
+    it under the terms of the GNU Affero General Public License as published by
+    the Free Software Foundation, either version 3 of the License, or
+    (at your option) any later version.
+
+    This program is distributed in the hope that it will be useful,
+    but WITHOUT ANY WARRANTY; without even the implied warranty of
+    MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
+    GNU Affero General Public License for more details.
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+    You should have received a copy of the GNU Affero General Public License
+    along with this program.  If not, see <https://www.gnu.org/licenses/>.
+
+Also add information on how to contact you by electronic and paper mail.
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+  If your software can interact with users remotely through a computer
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+  You should also get your employer (if you work as a programmer) or school,
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+For more information on this, and how to apply and follow the GNU AGPL, see
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diff --git a/Makefile b/Makefile
new file mode 100644
index 0000000000000000000000000000000000000000..cfd01ca9f19da41662de240dd55878163f281763
--- /dev/null
+++ b/Makefile
@@ -0,0 +1,69 @@
+SHELL=/bin/bash -eo pipefail
+
+.PHONY: list fix check
+
+list:
+	@LC_ALL=C $(MAKE) -pRrq -f $(lastword $(MAKEFILE_LIST)) : 2>/dev/null | \
+		awk -v RS= -F: '/^# File/,/^# Finished Make data base/ {if ($$1 !~ "^[#.]") {print $$1}}' | \
+		sort | egrep -v -e '^[^[:alnum:]]' -e '^$@$$'
+
+setup: setup_frontend setup_backend
+
+setup_frontend:
+	npm ci
+
+setup_backend:
+	rye sync
+
+build: build_frontend build_backend
+
+build_frontend:
+	npx remix vite:build
+
+build_backend: build_frontend
+	docker compose build
+
+serve_frontend:
+	npx remix vite:dev --host 0.0.0.0 --port 7861
+
+serve_backend:
+	rye run uvicorn backend:app \
+		--host 0.0.0.0 --port 7860 --log-level debug --reload
+
+fix: fix_frontend fix_backend
+
+fix_frontend:
+	npx biome check --apply .
+
+fix_backend:
+	rye lint
+	rye fmt
+
+check: check_frontend check_backend
+
+check_frontend:
+	npx tsc
+
+check_backend:
+	rye run pyright
+
+codegen_gitignore:
+	for i in .gitignore.d/*.gitignore; do \
+		{ echo "## $$i START"; cat $$i; echo "## $$i END"; }; \
+		done > .gitignore;
+
+codegen_config:
+	jsonnet -m . config.jsonnet
+	yq -i e -P '.' docker-compose.yml && yq -i e -P '.' docker-compose.yml
+	yq -i e -P '.' docker-compose.vespa.yml && yq -i e -P '.' docker-compose.vespa.yml
+
+codegen_graphql_backend:
+	python -m gql_schema_codegen \
+		-p ./schema/graphql_* \
+		-t ./backend/generated/schema_types.py
+	$$(command -v gsed &>/dev/null && echo "gsed" || echo "sed") \
+		-i '1,10 s/^from typing import/from typing_extensions import/' \
+		backend/generated/schema_types.py
+
+codegen_graphql_frontend:
+	npx graphql-codegen --config codegen.ts
diff --git a/README.md b/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..742b823822196270323414f4a6f217cb250764ab
--- /dev/null
+++ b/README.md
@@ -0,0 +1,88 @@
+---
+title: Govsearch
+emoji: 🏆
+colorFrom: purple
+colorTo: pink
+sdk: docker
+pinned: true
+license: agpl-3.0
+app_port: 7860
+---
+
+# Govsearch
+
+Govsearch is an unofficial search application for Japanese government
+documents. Similar to Govbot(https://www.govbot.go.jp/), its aim is to
+improve accessibility to government documents, but it adopts a search
+approach instead of a chatbot. Internally, it utilizes Vespa as the
+search engine, Starlette for the backend, Remix for the frontend, and
+relies on documents provided by Govbot.
+
+## Usage
+
+To run the application, you need to have Docker installed. Then, you
+can run the following command:
+
+```sh
+echo "OPENAI_API_KEY=sk-xxx" > .env
+docker build -t govsearch . && docker run -it -p 7860:7860 govsearch
+open http://localhost:7860
+```
+
+To develop the application, you can run the following command:
+
+```sh
+echo "OPENAI_API_KEY=sk-xxx" > .env
+docker compose up -d
+(cd backend_vespa && make deploy && make feed)
+open http://localhost:7861
+```
+
+## References
+
+- Govbot
+    - https://govbot.go.jp/
+    - https://www.soumu.go.jp/main_sosiki/hyouka/soudan_n/kyotsucb_top.html#faq
+- Backend
+    - https://www.starlette.io/
+    - https://ariadnegraphql.org/docs/intro
+    - https://docs.pydantic.dev/latest/why/
+    - https://github.com/openai/openai-python
+    - https://rye-up.com/
+- Search
+    - https://docs.vespa.ai/en/text-matching.html
+- Graphql
+    - https://graphql.org/learn/
+    - https://the-guild.dev/graphql/codegen/docs/guides/react-vue
+    - https://the-guild.dev/graphql/ws/get-started
+    - https://github.com/enisdenjo/graphql-ws
+    - https://github.com/sauldom102/gql_schema_codegen
+- Frontend
+    - https://remix.run/docs/en/main/file-conventions/vite-config
+    - https://biomejs.dev/linter/rules/
+- UI Libraries
+    - https://tailwindcss.com/docs/utility-first
+    - https://ui.shadcn.com/docs
+- UI Issues
+    - https://github.com/radix-ui/primitives/issues/2783
+    - https://github.com/shadcn-ui/ui/issues/3256
+    - https://github.com/pacocoursey/cmdk/issues/206
+    - https://dninomiya.github.io/form-guide/stop-enter-submit
+- Typescript
+    - https://www.typescriptlang.org/cheatsheets
+    - https://www.typescriptlang.org/docs/handbook/modules/introduction.html
+    - https://www.typescriptlang.org/docs/handbook/declaration-merging.html
+    - https://www.typescriptlang.org/docs/handbook/utility-types.html
+    - https://www.typescriptlang.org/docs/handbook/2/types-from-types.html
+    - https://www.typescriptlang.org/docs/handbook/2/narrowing.html
+- Python
+    - https://docs.python.org/3/glossary.html
+    - https://docs.python.org/3/tutorial/index.html
+    - https://docs.python.org/3/library/ast.html
+    - https://docs.python.org/3/library/typing.html
+    - https://docs.python.org/3/library/asyncio.html
+- Docker
+    - https://github.com/vespa-engine/docker-image/tree/master
+    - https://docs.docker.com/build/building/multi-stage/
+- Git
+    - https://github.com/git-lfs/git-lfs/wiki/Tutorial
diff --git a/backend/__init__.py b/backend/__init__.py
new file mode 100644
index 0000000000000000000000000000000000000000..e7a06401b175df22f4c5b9397986b51cfb0d9b29
--- /dev/null
+++ b/backend/__init__.py
@@ -0,0 +1,33 @@
+from starlette.applications import Starlette
+from starlette.middleware import Middleware
+from starlette.responses import FileResponse
+from starlette.routing import Mount, Route, WebSocketRoute
+from starlette.staticfiles import StaticFiles
+from content_size_limit_asgi import ContentSizeLimitMiddleware
+
+from .graphql import graphql_app
+from .logger import init_logger
+from .cache import cache_questions, cache_generate_summary
+
+init_logger()
+
+app = Starlette(
+    debug=True,
+    on_startup=[cache_questions.connect, cache_generate_summary.connect],
+    on_shutdown=[cache_questions.disconnect, cache_generate_summary.disconnect],
+    middleware=[
+        Middleware(
+            ContentSizeLimitMiddleware,
+            max_content_size=1024 * 32,
+        ),
+    ],
+    routes=[
+        Route(
+            "/graphql", graphql_app.handle_request, methods=["GET", "POST", "OPTIONS"]
+        ),
+        WebSocketRoute("/ws/graphql", graphql_app.handle_websocket),
+        Mount("/assets", StaticFiles(directory="build/client/assets"), name="assets"),
+        Mount("/favicon.ico", FileResponse("build/client/favicon.ico")),
+        Route("/{path:path}", FileResponse("build/client/index.html")),
+    ],
+)
diff --git a/backend/cache.py b/backend/cache.py
new file mode 100644
index 0000000000000000000000000000000000000000..2381d3411a8b19daddd7dc727045f427927dfd5c
--- /dev/null
+++ b/backend/cache.py
@@ -0,0 +1,4 @@
+from caches import Cache
+
+cache_questions = Cache("locmem://questions")
+cache_generate_summary = Cache("locmem://generate_summary")
diff --git a/backend/data.py b/backend/data.py
new file mode 100644
index 0000000000000000000000000000000000000000..7dde4c3a7766c8fad617614f9bef36ba608d11be
--- /dev/null
+++ b/backend/data.py
@@ -0,0 +1,117 @@
+from backend.generated.schema_types import Question
+
+
+questions: list[Question] = [
+    {
+        "id": "M-A-b-10",
+        "docId": "M-A-b-10",
+        "categoryMajor": "子育て",
+        "categoryMedium": "児童手当",
+        "categoryMinor": None,
+        "question": "児童手当の申請期限を教えてください。",
+    },
+    {
+        "id": "M-A-b-67",
+        "docId": "M-A-b-67",
+        "categoryMajor": "子育て",
+        "categoryMedium": "ひとり親家庭への支援",
+        "categoryMinor": None,
+        "question": "児童扶養手当について教えてください。",
+    },
+    {
+        "id": "M-B-b-39",
+        "docId": "M-B-b-39",
+        "categoryMajor": "マイナンバー",
+        "categoryMedium": "マイナンバーカード",
+        "categoryMinor": None,
+        "question": "マイナンバーカードに記録されている電子証明書とは何ですか。",
+    },
+    {
+        "id": "M-B-e-1",
+        "docId": "M-B-e-1",
+        "categoryMajor": "マイナンバー",
+        "categoryMedium": "マイナ保険証",
+        "categoryMinor": None,
+        "question": "マイナンバーカードを健康保険証として利用するメリットは何ですか。",
+    },
+    {
+        "id": "M-C-g-1",
+        "docId": "M-C-g-1",
+        "categoryMajor": "医療保険",
+        "categoryMedium": "出産育児一時金",
+        "categoryMinor": None,
+        "question": "出産育児一時金について教えてください。",
+    },
+    {
+        "id": "M-D-d-01",
+        "docId": "M-D-d-01",
+        "categoryMajor": "年金",
+        "categoryMedium": "公的年金を受け取る",
+        "categoryMinor": None,
+        "question": "年金は「いつから」「いくら」受け取れますか。",
+    },
+]
+
+shot_user = """
+## 質問
+不妊治療について教えて下さい
+
+## 参考資料
+[
+  {
+    "categoryMajor": "子育て",
+    "categoryMedium": "不妊症・不育症に関する支援、相談",
+    "categoryMinor": null,
+    "question": "不妊治療を行っている医療機関を教えてください。",
+    "answer": "不妊治療を行っている医療機関は、<こちら,https://funin-fuiku.cfa.go.jp/clinic/>から検索することができます。\n（都道府県名、治療内容、その他の条件から検索できます。）"
+  },
+  {
+    "categoryMajor": "子育て",
+    "categoryMedium": "不妊症・不育症に関する支援、相談",
+    "categoryMinor": null,
+    "question": "働きながら不妊治療を続けることができるか不安です。不妊治療の内容や支援情報について教えてください。",
+    "answer": "働きながら不妊治療を受ける方、それを支える上司や同僚の皆さん向けに、「不妊治療と仕事との両立サポートハンドブック」を作成しています。不妊治療の内容や職場での配慮のポイント、不妊治療の方にとって役立つ情報などをまとめてありますので、詳しくは、<こちら,https://www.mhlw.go.jp/stf/newpage_14408.html>からご覧ください。\n"
+  },
+  {
+    "categoryMajor": "子育て",
+    "categoryMedium": "不妊症・不育症に関する支援、相談",
+    "categoryMinor": null,
+    "question": "不妊症・不育症について相談できる相談窓口を教えてください。",
+    "answer": "不妊症や不育症に悩む夫婦に対し、医学的・専門的な相談や情報提供は、都道府県、指定都市、中核市が設置している性と健康の相談センターで行っております。\n一覧は、<こちら,https://www.cfa.go.jp/policies/boshihoken/seitokenkogaiyo/>からご覧いただけます。"
+  },
+  {
+    "categoryMajor": "子育て",
+    "categoryMedium": "不妊症・不育症に関する支援、相談",
+    "categoryMinor": null,
+    "question": "不妊治療連絡カードとは何ですか。",
+    "answer": "不妊治療連絡カードは、不妊治療を受ける労働者の方が主治医等から診療に基づき治療や検査に必要な配慮事項について、企業の人事労務担当者に的確に伝達するためのカードで、厚生労働省において作成し、活用をお勧めしているものです。\n仕事と不妊治療との両立を行う従業員と企業の方をつなぐツールとしてお役立てください。\n\n不妊治療連絡カードの内容や様式、記載例については、<こちら,https://www.mhlw.go.jp/bunya/koyoukintou/pamphlet/dl/30b.pdf>をご覧ください。"
+  },
+  {
+    "categoryMajor": "子育て",
+    "categoryMedium": "不妊症・不育症に関する支援、相談",
+    "categoryMinor": null,
+    "question": "不妊治療にかかる費用が不安です。治療費の助成はありますか。",
+    "answer": "保険適用となっている不妊治療については、具体的には、タイミング法などの「一般不妊治療」や、採卵・採精から胚移植に至るまでの基本的な「生殖補助医療」が含まれています。令和4年4月から有効性・安全性が示された不妊治療が保険適用となっています。\nまた、これに加えてそれぞれ自治体による助成を受けられる場合があります。申請手続等に関してはお住まいの都道府県又は市区町村にご確認ください。"
+  }
+]
+"""
+
+shot_assistant = """
+不妊治療に関しては、医療機関での治療、助成金の申請、両立支援など多岐にわたる情報が提供されています。これらを通じて、患者の治療と日常生活のサポートが図られています。
+
+- 不妊治療を行っている医療機関は、[こちら](https://funin-fuiku.cfa.go.jp/clinic/)から検索できます。
+- 働きながらの不妊治療支援については、「不妊治療と仕事との両立サポートハンドブック」が[こちら](https://www.mhlw.go.jp/stf/newpage_14408.html)で提供されています。
+- 不妊症や不育症に関する相談は、都道府県や指定都市が設置する性と健康の相談センターで行われており、一覧は[こちら](https://www.cfa.go.jp/policies/boshihoken/seitokenkogaiyo/)から参照できます。
+- 不妊治療連絡カードは、働きながら治療を受ける人が企業の人事労務担当者に必要な配慮事項を伝えるためのツールです。詳細は[こちら](https://www.mhlw.go.jp/bunya/koyoukintou/pamphlet/dl/30b.pdf)。
+- 不妊治療にかかる費用の助成については、保険適用となる治療もあり、自治体による助成も受けられます。詳しくはお住まいの自治体に確認してください。
+- 不妊治療と仕事の両立支援に関する情報は、[厚生労働省のページ](https://www.mhlw.go.jp/stf/newpage_14408.html)で提供されています。
+- 無職で不妊治療中の方には、雇用保険の基本手当の受給が可能です。詳細は[こちら](https://www.mhlw.go.jp/stf/seisakunitsuite/bunya/0000139508.html)。
+
+## 参考資料
+
+- [不妊治療を行っている医療機関の検索ページ](https://funin-fuiku.cfa.go.jp/clinic/)
+- [不妊治療と仕事との両立サポートハンドブック](https://www.mhlw.go.jp/stf/newpage_14408.html)
+- [性と健康の相談センター一覧](https://www.cfa.go.jp/policies/boshihoken/seitokenkogaiyo/)
+- [不妊治療連絡カードについて](https://www.mhlw.go.jp/bunya/koyoukintou/pamphlet/dl/30b.pdf)
+- [雇用保険の基本手当について](https://www.mhlw.go.jp/stf/seisakunitsuite/bunya/0000139508.html)
+"""
diff --git a/backend/generated/schema_types.py b/backend/generated/schema_types.py
new file mode 100644
index 0000000000000000000000000000000000000000..1ae58026da9353ebf2254657acceb4f566e5fb8a
--- /dev/null
+++ b/backend/generated/schema_types.py
@@ -0,0 +1,104 @@
+from typing_extensions import ClassVar, List, Optional, TypedDict
+
+
+Query = TypedDict(
+    "Query",
+    {
+        "questions": "QuestionsQueryResult",
+        "answers": "AnswersQueryResult",
+    },
+)
+
+
+QuestionsParams = TypedDict(
+    "QuestionsParams",
+    {
+        "query": Optional[str],
+    },
+)
+
+
+QuestionsQueryResult = ClassVar[Optional["QuestionsPayload"]]
+
+
+AnswersParams = TypedDict(
+    "AnswersParams",
+    {
+        "query": Optional[str],
+    },
+)
+
+
+AnswersQueryResult = ClassVar[Optional["AnswersPayload"]]
+
+
+Subscription = TypedDict(
+    "Subscription",
+    {
+        "generateSummary": "GenerateSummarySubscriptionResult",
+    },
+)
+
+
+GenerateSummaryParams = TypedDict(
+    "GenerateSummaryParams",
+    {
+        "query": str,
+        "docIds": List[str],
+    },
+)
+
+
+GenerateSummarySubscriptionResult = ClassVar[Optional["GenerateSummaryPayload"]]
+
+
+AnswersPayload = TypedDict(
+    "AnswersPayload",
+    {
+        "answers": Optional[List["Answer"]],
+    },
+)
+
+
+QuestionsPayload = TypedDict(
+    "QuestionsPayload",
+    {
+        "questions": Optional[List["Question"]],
+    },
+)
+
+
+GenerateSummaryPayload = TypedDict(
+    "GenerateSummaryPayload",
+    {
+        "summary": str,
+    },
+)
+
+
+Answer = TypedDict(
+    "Answer",
+    {
+        "id": str,
+        "docId": str,
+        "categoryMajor": Optional[str],
+        "categoryMedium": Optional[str],
+        "categoryMinor": Optional[str],
+        "question": str,
+        "answer": str,
+        "score": Optional[float],
+    },
+)
+
+
+Question = TypedDict(
+    "Question",
+    {
+        "id": str,
+        "docId": str,
+        "categoryMajor": Optional[str],
+        "categoryMedium": Optional[str],
+        "categoryMinor": Optional[str],
+        "question": str,
+    },
+)
diff --git a/backend/graphql.py b/backend/graphql.py
new file mode 100644
index 0000000000000000000000000000000000000000..a5f12334b03ecc6fb013efac2f47d628a388c634
--- /dev/null
+++ b/backend/graphql.py
@@ -0,0 +1,15 @@
+import logging
+from ariadne import load_schema_from_path, make_executable_schema
+from ariadne.asgi import GraphQL
+from ariadne.asgi.handlers import GraphQLTransportWSHandler
+from .resolver import query, subscription
+
+
+type_defs = load_schema_from_path("schema/graphql_qa.graphql")
+schema = make_executable_schema(type_defs, query, subscription)
+graphql_app = GraphQL(
+    schema,
+    debug=True,
+    logger=logging.getLogger("graphql"),
+    websocket_handler=GraphQLTransportWSHandler(),
+)
diff --git a/backend/logger.py b/backend/logger.py
new file mode 100644
index 0000000000000000000000000000000000000000..c4be7355014c4afd6ae837e8a66496e96012f8d6
--- /dev/null
+++ b/backend/logger.py
@@ -0,0 +1,26 @@
+import logging
+import structlog
+import sys
+from pythonjsonlogger import jsonlogger
+
+
+def init_logger():
+    structlog.configure(
+        processors=[
+            structlog.stdlib.filter_by_level,
+            structlog.stdlib.add_logger_name,
+            structlog.stdlib.add_log_level,
+            structlog.stdlib.PositionalArgumentsFormatter(),
+            structlog.processors.StackInfoRenderer(),
+            structlog.processors.format_exc_info,
+            structlog.processors.UnicodeDecoder(),
+            structlog.stdlib.render_to_log_kwargs,
+        ],
+        logger_factory=structlog.stdlib.LoggerFactory(),
+        wrapper_class=structlog.stdlib.BoundLogger,
+        cache_logger_on_first_use=True,
+    )
+    handler = logging.StreamHandler(sys.stdout)
+    handler.setFormatter(jsonlogger.JsonFormatter())
+    root_logger = logging.getLogger()
+    root_logger.addHandler(handler)
diff --git a/backend/resolver.py b/backend/resolver.py
new file mode 100644
index 0000000000000000000000000000000000000000..ff3034147359149b37733d19ff6201a97940ae4c
--- /dev/null
+++ b/backend/resolver.py
@@ -0,0 +1,308 @@
+import asyncio
+import json
+from annotated_types import Len
+import structlog
+from typing import Optional
+from openai.types.chat import ChatCompletionMessageParam
+from pydantic import BaseModel, Field, validator
+from typing_extensions import Annotated, AsyncGenerator, Iterable, Unpack
+from ariadne import ObjectType, SubscriptionType
+from graphql import GraphQLResolveInfo
+from vespa.application import Vespa
+from vespa.io import VespaQueryResponse
+from openai import AsyncOpenAI
+
+from .data import questions as data_questions, shot_user, shot_assistant
+from .cache import cache_questions, cache_generate_summary
+from .settings import VESPA_APP_URL, OPENAI_API_KEY
+from .generated.schema_types import (
+    Answer,
+    AnswersParams,
+    AnswersQueryResult,
+    GenerateSummaryParams,
+    GenerateSummarySubscriptionResult,
+    Question,
+    QuestionsParams,
+    QuestionsQueryResult,
+)
+
+
+clientVespa = Vespa(url=VESPA_APP_URL)
+clientOpenAI = AsyncOpenAI(
+    api_key=str(OPENAI_API_KEY),
+)
+logger = structlog.get_logger("qa")
+query = ObjectType("Query")
+
+
+class QaFieldModel(BaseModel):
+    sddocname: str
+    documentid: str
+    doc_id: str
+    category_major: Optional[str] = None
+    category_medium: Optional[str] = None
+    category_minor: Optional[str] = None
+    question: str
+    answer: str
+
+
+class QaModel(BaseModel):
+    id: str
+    relevance: float
+    source: str
+    fields: QaFieldModel
+
+
+class AnswersParamsModel(BaseModel):
+    query: Optional[str] = Field(strict=True, max_length=1024)
+
+
+@query.field("answers")
+async def resolve_answer(
+    _, info: GraphQLResolveInfo, **params: Unpack[AnswersParams]
+) -> AnswersQueryResult:
+    assert info is not None, "Prevent type check error"
+
+    params_parsed = AnswersParamsModel.model_validate(params, strict=True)
+    answers: list[Answer] = []
+
+    query = params_parsed.query
+    if not query:
+        logger.warning("Query is empty", params=params_parsed)
+        return {"answers": answers}
+    query_parsed = (
+        query.replace("\\", "\\\\")
+        .replace('"', '\\"')
+        .replace(":", "\\:")
+        .replace(")", "\\)")
+    )
+
+    base = "select * from qa where"
+    anno = "{targetHits:100,approximate:false}"
+    cond01 = f"({anno}nearestNeighbor(answer_embedding_me5s, q))"
+    cond02 = f"({anno}nearestNeighbor(question_embedding_me5s, q))"
+
+    async with clientVespa.asyncio() as sess:
+        res: VespaQueryResponse = await sess.query(
+            yql=f"{base} {cond01} or {cond02}",
+            lang="ja",
+            hits=20,
+            ranking="semantic",
+            body={
+                "input.query(q)": f'embed(multilingual-e5-small, "query: {query_parsed}")',
+            },
+        )
+        if not res.is_successful():
+            logger.warning("Vespa query failed", json=res.json, status=res.status_code)
+            return {"answers": answers}
+
+        hits = [QaModel.model_validate(hit, strict=True) for hit in res.hits]
+        answers = [
+            Answer(
+                id=hit.fields.doc_id,
+                docId=hit.fields.doc_id,
+                categoryMajor=hit.fields.category_major,
+                categoryMedium=hit.fields.category_medium,
+                categoryMinor=hit.fields.category_minor,
+                question=hit.fields.question,
+                answer=hit.fields.answer,
+                score=hit.relevance,
+            )
+            for hit in hits
+        ]
+
+    return {"answers": answers}
+
+
+class QuestionsParamsModel(BaseModel):
+    query: Optional[str] = Field(strict=True, max_length=1024)
+
+
+@query.field("questions")
+async def resolve_question(
+    _, info: GraphQLResolveInfo, **params: Unpack[QuestionsParams]
+) -> QuestionsQueryResult:
+    assert info is not None, "Prevent type check error"
+
+    params_parsed = QuestionsParamsModel.model_validate(params, strict=True)
+    questions: list[Question] = data_questions
+
+    query = params_parsed.query
+    if query is None:
+        logger.warning("Query is empty", params=params_parsed)
+        return {"questions": questions}
+    query_parsed = (
+        query.replace("\\", "\\\\")
+        .replace('"', '\\"')
+        .replace(":", "\\:")
+        .replace(")", "\\)")
+    )
+
+    cached_questions = await cache_questions.get(query)
+    if isinstance(cached_questions, list):
+        return {"questions": cached_questions}
+
+    base = "select * from qa where"
+    anno = "{targetHits:100,approximate:false}"
+    cond01 = "({targetHits:100}userInput(@condQuery))"
+    cond02 = f'(question matches "{query_parsed}")'
+    cond03 = f"({anno}nearestNeighbor(question_embedding_me5s, q))"
+
+    async with clientVespa.asyncio() as sess:
+        res: VespaQueryResponse = await sess.query(
+            yql=f"{base} {cond01} or {cond02} or {cond03}",
+            lang="ja",
+            hits=20,
+            ranking="question_semantic",
+            body={
+                "condQuery": query,
+                "input.query(q)": f'embed(multilingual-e5-small, "query: {query_parsed}")',
+            },
+        )
+        if not res.is_successful():
+            logger.warning("Vespa query failed", json=res.json, status=res.status_code)
+            return {"questions": questions}
+
+        hits = [QaModel.model_validate(hit, strict=True) for hit in res.hits]
+        questions = [
+            Question(
+                id=hit.fields.doc_id,
+                docId=hit.fields.doc_id,
+                categoryMajor=hit.fields.category_major,
+                categoryMedium=hit.fields.category_medium,
+                categoryMinor=hit.fields.category_minor,
+                question=hit.fields.question,
+            )
+            for hit in hits
+        ]
+
+    await cache_questions.set(query, questions)
+    return {"questions": questions}
+
+
+subscription = SubscriptionType()
+
+
+class GenerateSummaryParamsModel(BaseModel):
+    query: str = Field(strict=True, max_length=1024)
+    docIds: Annotated[list[str], Len(max_length=10)]
+
+    @validator("docIds", each_item=True)
+    def check_max_length(cls, v):
+        if len(v) > 1024:
+            raise ValueError("string length exceeds maximum of 1024")
+        return v
+
+
+@subscription.source("generateSummary")
+async def generate_generate_summary(
+    _, info: GraphQLResolveInfo, **params: Unpack[GenerateSummaryParams]
+) -> AsyncGenerator[str, str]:
+    assert info is not None, "Prevent type check error"
+
+    params_parsed = GenerateSummaryParamsModel.model_validate(params, strict=True)
+    if not params_parsed.query:
+        logger.warning("No query found", params=params_parsed)
+        return
+
+    doc_ids = params_parsed.docIds or []
+    if not doc_ids:
+        logger.warning("No docIds found", params=params_parsed)
+        return
+
+    key = params_parsed.query + "|" + "|".join(sorted(doc_ids))
+    cached_summary = await cache_generate_summary.get(key)
+    if isinstance(cached_summary, str):
+        for char in cached_summary:
+            yield char
+            await asyncio.sleep(0.05)
+        return
+
+    query_in = ", ".join(
+        ['"' + x.replace("\\", "\\\\").replace('"', '\\"') + '"' for x in doc_ids]
+    )
+    answers = []
+    async with clientVespa.asyncio() as sess:
+        res: VespaQueryResponse = await sess.query(
+            yql=f"select * from qa where doc_id in ({query_in})",
+            lang="ja",
+            hits=5,
+        )
+        if not res.is_successful():
+            logger.warning("Vespa query failed", json=res.json, status=res.status_code)
+            return
+
+        hits = [QaModel.model_validate(hit, strict=True) for hit in res.hits]
+        answers = [
+            {
+                "docId": hit.fields.doc_id,
+                "answer": hit.fields.answer,
+                "score": hit.relevance,
+            }
+            for hit in hits
+        ]
+
+    if not answers:
+        logger.warning("No answers found", params=params_parsed)
+        return
+
+    system = """あなたには質問(question)と参考資料(references)が与えられます。
+あなたの仕事は以下の2つです。
+
+- 与えられた参考資料にかかれている情報のみを使って質問に回答する。
+- 参考資料の要約をわかりやすくまとめる。
+
+以下のルールに従ってください:
+
+- 回答には参考資料に書かれている正確な情報のみを反映してください。
+- 回答や要約には外部の情報や暗黙の知識は反映しないでください。
+
+以下のフォーマットで出力してください:
+
+```
+### 回答
+
+ここに回答を書いてください。
+
+### 要約
+
+ここに要約を書いてください。
+```
+"""
+    user = f"""
+## 質問
+{params_parsed.query}
+
+## 参考資料
+{json.dumps(answers, ensure_ascii=False, indent=2)}
+"""
+    messages: Iterable[ChatCompletionMessageParam] = [
+        {"role": "system", "name": "instruction", "content": system},
+        {"role": "user", "name": "info", "content": shot_user},
+        {"role": "assistant", "name": "summary", "content": shot_assistant},
+        {"role": "user", "name": "info", "content": user},
+    ]
+    print("OpenAI chat completions", f"messages={messages}")
+    stream = await clientOpenAI.chat.completions.create(
+        messages=messages,
+        model="gpt-4-turbo-2024-04-09",
+        stream=True,
+    )
+
+    summary = ""
+    async for chunk in stream:
+        content = chunk.choices[0].delta.content or ""
+        summary += content
+        # FIXME: sanitize to return only elements that are not dangerous as markdown
+        yield content
+
+    await cache_generate_summary.set(key, summary)
+    return
+
+
+@subscription.field("generateSummary")
+def resolve_generate_summary(
+    summary: str, info: GraphQLResolveInfo, **params: Unpack[GenerateSummaryParams]
+) -> GenerateSummarySubscriptionResult:
+    assert info and params, "Prevent type check error"
+    return {"summary": summary}
diff --git a/backend/settings.py b/backend/settings.py
new file mode 100644
index 0000000000000000000000000000000000000000..9f1258bf5e1b46f2d4659265c572e94199dc06c3
--- /dev/null
+++ b/backend/settings.py
@@ -0,0 +1,9 @@
+from starlette.config import Config
+from starlette.datastructures import Secret
+
+config = Config(env_file=".env")
+
+VESPA_APP_URL = config("VESPA_APP_URL", default="http://localhost:4080")
+OPENAI_API_KEY = config(
+    "OPENAI_API_KEY", default="__OPENAI_API_KEY_NOT_SET__", cast=Secret
+)
diff --git a/backend_vespa/Makefile b/backend_vespa/Makefile
new file mode 100644
index 0000000000000000000000000000000000000000..8e474846deaf9f6109b87901d70ec2cb73ed979d
--- /dev/null
+++ b/backend_vespa/Makefile
@@ -0,0 +1,50 @@
+SHELL=/bin/bash -eo pipefail
+
+.PHONY: list clean setup convert_to_onix
+
+list:
+	@LC_ALL=C $(MAKE) -pRrq -f $(lastword $(MAKEFILE_LIST)) : 2>/dev/null | \
+		awk -v RS= -F: '/^# File/,/^# Finished Make data base/ {if ($$1 !~ "^[#.]") {print $$1}}' | \
+		sort | egrep -v -e '^[^[:alnum:]]' -e '^$@$$'
+clean:
+	rm -rf target
+
+package: clean
+	mvn package
+
+deploy: package
+	vespa deploy -t local --wait 300
+
+feed:
+	vespa feed - < ../data/000936301.jsonl
+
+check_reindex:
+	vespa curl -s deploy \
+		/application/v2/tenant/default/application/default/environment/prod/region/default/instance/default/reindexing | jq .
+
+convert_to_onix_base:
+	rye run python ../scripts/export_hf_model_from_hf.py \
+		--hf_model intfloat/multilingual-e5-base --output_dir multilingual-e5-base
+	rye run optimum-cli onnxruntime quantize \
+		--onnx_model multilingual-e5-base --avx2 -o multilingual-e5-base-quantized
+
+copy_model_to_app_base:
+	cp -a multilingual-e5-base-quantized/model_quantized.onnx \
+		src/main/application/model/multilingual-e5-base-model_quantized.onnx
+	cp -a multilingual-e5-base-quantized/tokenizer.json \
+		src/main/application/model/multilingual-e5-base-tokenizer.json
+
+convert_to_onix_small:
+	rye run python ../scripts/export_hf_model_from_hf.py \
+		--hf_model intfloat/multilingual-e5-small --output_dir multilingual-e5-small
+	rye run optimum-cli onnxruntime quantize \
+		--onnx_model multilingual-e5-small --avx2 -o multilingual-e5-small-quantized
+
+copy_model_to_app_small:
+	cp -a multilingual-e5-small-quantized/model_quantized.onnx \
+		src/main/application/model/multilingual-e5-small-model_quantized.onnx
+	cp -a multilingual-e5-small-quantized/tokenizer.json \
+		src/main/application/model/multilingual-e5-small-tokenizer.json
+
+remove_model_from_app:
+	rm -f src/main/application/model/*
diff --git a/backend_vespa/multilingual-e5-small-quantized/model_quantized.onnx b/backend_vespa/multilingual-e5-small-quantized/model_quantized.onnx
new file mode 100644
index 0000000000000000000000000000000000000000..fc07dea98e84b0d4915da60c384f22516c9cb3af
--- /dev/null
+++ b/backend_vespa/multilingual-e5-small-quantized/model_quantized.onnx
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:15609ad1718cd4565e6e94f02abdee21ae0840ea44fb54d31cc07a6908072f60
+size 118322572
diff --git a/backend_vespa/multilingual-e5-small-quantized/ort_config.json b/backend_vespa/multilingual-e5-small-quantized/ort_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..a479562c1aff2e263998a0c074c9f196508d3388
--- /dev/null
+++ b/backend_vespa/multilingual-e5-small-quantized/ort_config.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5ca2232004d70b9312da2e771e157746e1794c5dca52d35beae0d94274d9e04c
+size 831
diff --git a/backend_vespa/multilingual-e5-small-quantized/sentencepiece.bpe.model b/backend_vespa/multilingual-e5-small-quantized/sentencepiece.bpe.model
new file mode 100644
index 0000000000000000000000000000000000000000..7a3f40a75f870bc1f21700cd414dc2acc431583c
--- /dev/null
+++ b/backend_vespa/multilingual-e5-small-quantized/sentencepiece.bpe.model
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:cfc8146abe2a0488e9e2a0c56de7952f7c11ab059eca145a0a727afce0db2865
+size 5069051
diff --git a/backend_vespa/multilingual-e5-small-quantized/special_tokens_map.json b/backend_vespa/multilingual-e5-small-quantized/special_tokens_map.json
new file mode 100644
index 0000000000000000000000000000000000000000..24c989f33e4c90e04b572df270ce5476ab1bdcae
--- /dev/null
+++ b/backend_vespa/multilingual-e5-small-quantized/special_tokens_map.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8c785abebea9ae3257b61681b4e6fd8365ceafde980c21970d001e834cf10835
+size 964
diff --git a/backend_vespa/multilingual-e5-small-quantized/tokenizer.json b/backend_vespa/multilingual-e5-small-quantized/tokenizer.json
new file mode 100644
index 0000000000000000000000000000000000000000..fa8740f5f873cae8af943d8efd879ecc48b21944
--- /dev/null
+++ b/backend_vespa/multilingual-e5-small-quantized/tokenizer.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:46877b3f800bf28b4cda6ab2197210ef1fe17c878b20e3a41819ee0ea7d27b76
+size 11082630
diff --git a/backend_vespa/multilingual-e5-small-quantized/tokenizer_config.json b/backend_vespa/multilingual-e5-small-quantized/tokenizer_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..6f2faa4ec1ef0dc90ca98c5b434dc6b981e276b3
--- /dev/null
+++ b/backend_vespa/multilingual-e5-small-quantized/tokenizer_config.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:abb78061a3b9cc3aa7623520f08cc4c2d10942ca1531bdf8f303937b2e7a3b56
+size 1172
diff --git a/backend_vespa/multilingual-e5-small/model.onnx b/backend_vespa/multilingual-e5-small/model.onnx
new file mode 100644
index 0000000000000000000000000000000000000000..393c423c11479a71c9e9e3e3fa68f1b4619863b4
--- /dev/null
+++ b/backend_vespa/multilingual-e5-small/model.onnx
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:66775c81c6056fe3370488807401f814a30d9467b18d01b3f0b116fb5b34a0c8
+size 470869701
diff --git a/backend_vespa/multilingual-e5-small/sentencepiece.bpe.model b/backend_vespa/multilingual-e5-small/sentencepiece.bpe.model
new file mode 100644
index 0000000000000000000000000000000000000000..7a3f40a75f870bc1f21700cd414dc2acc431583c
--- /dev/null
+++ b/backend_vespa/multilingual-e5-small/sentencepiece.bpe.model
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:cfc8146abe2a0488e9e2a0c56de7952f7c11ab059eca145a0a727afce0db2865
+size 5069051
diff --git a/backend_vespa/multilingual-e5-small/special_tokens_map.json b/backend_vespa/multilingual-e5-small/special_tokens_map.json
new file mode 100644
index 0000000000000000000000000000000000000000..41a246cfab18535444cfbea9525e44f4b9077023
--- /dev/null
+++ b/backend_vespa/multilingual-e5-small/special_tokens_map.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:06e405a36dfe4b9604f484f6a1e619af1a7f7d09e34a8555eb0b77b66318067f
+size 280
diff --git a/backend_vespa/multilingual-e5-small/tokenizer.json b/backend_vespa/multilingual-e5-small/tokenizer.json
new file mode 100644
index 0000000000000000000000000000000000000000..f57df2f13f5ce2bd0fff6b74f3d7204610d21e92
--- /dev/null
+++ b/backend_vespa/multilingual-e5-small/tokenizer.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2b3f6fc9286922cf30646a1957c81e5655f977d2204c9631b7624f21d6c641b5
+size 17082757
diff --git a/backend_vespa/multilingual-e5-small/tokenizer_config.json b/backend_vespa/multilingual-e5-small/tokenizer_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..6f2faa4ec1ef0dc90ca98c5b434dc6b981e276b3
--- /dev/null
+++ b/backend_vespa/multilingual-e5-small/tokenizer_config.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:abb78061a3b9cc3aa7623520f08cc4c2d10942ca1531bdf8f303937b2e7a3b56
+size 1172
diff --git a/backend_vespa/pom.xml b/backend_vespa/pom.xml
new file mode 100644
index 0000000000000000000000000000000000000000..42259074fb82b43863c22ccf1e76722a9fce0b13
--- /dev/null
+++ b/backend_vespa/pom.xml
@@ -0,0 +1,74 @@
+<?xml version="1.0" ?>
+<project
+  xmlns="http://maven.apache.org/POM/4.0.0"
+  xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
+  xsi:schemaLocation="http://maven.apache.org/POM/4.0.0
+                             http://maven.apache.org/xsd/maven-4.0.0.xsd"
+>
+  <modelVersion>4.0.0</modelVersion>
+  <groupId>jp.hicustomer</groupId>
+  <artifactId>govsearch</artifactId>
+  <version>0.0.1</version>
+  <packaging>container-plugin</packaging>
+  <properties>
+    <bundle-plugin.failOnWarnings>false</bundle-plugin.failOnWarnings>
+    <project.build.sourceEncoding>UTF-8</project.build.sourceEncoding>
+    <test.hide>true</test.hide>
+    <vespa_version>8.324.16</vespa_version>
+  </properties>
+
+  <dependencies>
+    <dependency>
+      <groupId>com.yahoo.vespa</groupId>
+      <artifactId>lucene-linguistics</artifactId>
+      <version>${vespa_version}</version>
+    </dependency>
+    <dependency>
+      <groupId>com.yahoo.vespa</groupId>
+      <artifactId>linguistics</artifactId>
+      <version>${vespa_version}</version>
+      <scope>provided</scope>
+    </dependency>
+    <dependency>
+      <groupId>com.yahoo.vespa</groupId>
+      <artifactId>application</artifactId>
+      <version>${vespa_version}</version>
+      <scope>provided</scope>
+    </dependency>
+  </dependencies>
+
+  <build>
+    <plugins>
+      <plugin>
+        <groupId>com.yahoo.vespa</groupId>
+        <artifactId>bundle-plugin</artifactId>
+        <version>${vespa_version}</version>
+        <extensions>true</extensions>
+        <configuration>
+          <failOnWarnings>false</failOnWarnings>
+        </configuration>
+      </plugin>
+      <plugin>
+        <groupId>com.yahoo.vespa</groupId>
+        <artifactId>vespa-application-maven-plugin</artifactId>
+        <version>${vespa_version}</version>
+        <executions>
+          <execution>
+            <goals>
+              <goal>packageApplication</goal>
+            </goals>
+          </execution>
+        </executions>
+      </plugin>
+      <plugin>
+        <groupId>org.apache.maven.plugins</groupId>
+        <artifactId>maven-compiler-plugin</artifactId>
+        <version>3.11.0</version>
+        <configuration>
+          <source>17</source>
+          <target>17</target>
+        </configuration>
+      </plugin>
+    </plugins>
+  </build>
+</project>
diff --git a/backend_vespa/src/main/application/components/kuromoji-linguistics-2.0.3.jar b/backend_vespa/src/main/application/components/kuromoji-linguistics-2.0.3.jar
new file mode 100644
index 0000000000000000000000000000000000000000..6a4fcdc438650aa5a4c1c073c4cec1ffc566fa36
--- /dev/null
+++ b/backend_vespa/src/main/application/components/kuromoji-linguistics-2.0.3.jar
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0eb48ee595d6df45687964229b322d670638a712cc808e1d71bdd802e31423d6
+size 13179612
diff --git a/backend_vespa/src/main/application/model/.keep b/backend_vespa/src/main/application/model/.keep
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/backend_vespa/src/main/application/model/multilingual-e5-small-model_quantized.onnx b/backend_vespa/src/main/application/model/multilingual-e5-small-model_quantized.onnx
new file mode 100644
index 0000000000000000000000000000000000000000..fc07dea98e84b0d4915da60c384f22516c9cb3af
--- /dev/null
+++ b/backend_vespa/src/main/application/model/multilingual-e5-small-model_quantized.onnx
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:15609ad1718cd4565e6e94f02abdee21ae0840ea44fb54d31cc07a6908072f60
+size 118322572
diff --git a/backend_vespa/src/main/application/model/multilingual-e5-small-tokenizer.json b/backend_vespa/src/main/application/model/multilingual-e5-small-tokenizer.json
new file mode 100644
index 0000000000000000000000000000000000000000..fa8740f5f873cae8af943d8efd879ecc48b21944
--- /dev/null
+++ b/backend_vespa/src/main/application/model/multilingual-e5-small-tokenizer.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:46877b3f800bf28b4cda6ab2197210ef1fe17c878b20e3a41819ee0ea7d27b76
+size 11082630
diff --git a/backend_vespa/src/main/application/schemas/qa.sd b/backend_vespa/src/main/application/schemas/qa.sd
new file mode 100644
index 0000000000000000000000000000000000000000..8e8ecc0b7b4c3c51687f9e3d4db2d6c9b707aa0f
--- /dev/null
+++ b/backend_vespa/src/main/application/schemas/qa.sd
@@ -0,0 +1,116 @@
+schema qa {
+  document qa {
+    field lang type string {
+      indexing: set_language
+    }
+
+    field doc_id type string {
+      indexing: attribute | summary
+      attribute: fast-search
+      rank: filter
+    }
+
+    field category_major type string {
+      indexing: summary | attribute
+    }
+
+    field category_medium type string {
+      indexing: summary | attribute
+    }
+
+    field category_minor type string {
+      indexing: summary | attribute
+    }
+
+    field question type string {
+      indexing: summary | attribute
+    }
+
+    field answer type string {
+      indexing: summary | index
+      index: enable-bm25
+    }
+  }
+
+  field question_exact type string {
+    indexing: input question | index
+    match: word
+  }
+
+  field question_bm25 type string {
+    indexing: input question | index
+    index: enable-bm25
+  }
+
+  field question_ngram type string {
+    indexing: input question | index
+    match {
+      gram
+      gram-size: 2
+    }
+  }
+
+  field question_embedding_me5s type tensor<float>(x[384]) {
+    indexing: {
+       "passage: " . input question | embed multilingual-e5-small | attribute
+    }
+    attribute {
+      distance-metric: angular
+    }
+  }
+
+  field answer_embedding_me5s type tensor<float>(x[384]) {
+    indexing: {
+       "passage: " . input answer | embed multilingual-e5-small | attribute
+    }
+    attribute {
+      distance-metric: angular
+    }
+  }
+
+  fieldset default {
+    fields: question_bm25, answer
+  }
+
+  fieldset question {
+    fields: question
+  }
+
+  rank-profile semantic inherits default {
+    inputs {
+      query(q) tensor<float>(x[384])
+    }
+    function question_semantic() {
+      expression: max(cos(distance(field, question_embedding_me5s)), 0)
+    }
+    function answer_semantic() {
+      expression: max(cos(distance(field, answer_embedding_me5s)), 0)
+    }
+    first-phase {
+      expression {
+        question_semantic * 0.5 + answer_semantic * 0.5
+      }
+    }
+    match-features {
+      question_semantic
+      answer_semantic
+    }
+  }
+
+  rank-profile question_semantic inherits default {
+    inputs {
+      query(q) tensor<float>(x[384])
+    }
+    function question_semantic() {
+      expression: max(cos(distance(field, question_embedding_me5s)), 0)
+    }
+    first-phase {
+      expression {
+        question_semantic
+      }
+    }
+    match-features {
+      question_semantic
+    }
+  }
+}
diff --git a/backend_vespa/src/main/application/services.xml b/backend_vespa/src/main/application/services.xml
new file mode 100644
index 0000000000000000000000000000000000000000..fb226d5025e54880609a0bbd0ad7972d75042efe
--- /dev/null
+++ b/backend_vespa/src/main/application/services.xml
@@ -0,0 +1,54 @@
+<?xml version="1.0" encoding="utf-8" ?>
+<services version="1.0" xmlns:deploy="vespa">
+  <container id="container01" version="1.0">
+    <components>
+      <component
+        id="kuromoji"
+        class="jp.co.yahoo.vespa.language.lib.kuromoji.KuromojiLinguistics"
+        bundle="kuromoji-linguistics"
+      >
+        <config name="language.lib.kuromoji.kuromoji">
+          <mode>search</mode>
+          <nakaguro_split>true</nakaguro_split>
+          <all_language>false</all_language>
+          <ignore_case>true</ignore_case>
+        </config>
+      </component>
+      <component id="multilingual-e5-small" type="hugging-face-embedder">
+        <transformer-model
+          model-id="multilingual-e5-small-cpu-friendly"
+          path="model/multilingual-e5-small-model_quantized.onnx"
+        />
+        <tokenizer-model
+          model-id="multilingual-e5-small-cpu-friendly-vocab"
+          path="model/multilingual-e5-small-tokenizer.json"
+        />
+      </component>
+    </components>
+    <document-processing />
+    <document-api />
+    <search />
+    <http>
+      <server id="container01" port="4080" />
+    </http>
+    <nodes>
+      <node hostalias="node01" />
+    </nodes>
+  </container>
+  <content id="content01" version="1.0">
+    <min-redundancy>2</min-redundancy>
+    <documents>
+      <document type="qa" mode="index" />
+      <document-processing cluster="container01" />
+    </documents>
+    <nodes>
+      <node hostalias="node01" distribution-key="0" />
+    </nodes>
+    <tuning>
+      <resource-limits>
+        <disk>0.95</disk>
+        <memory>0.8</memory>
+      </resource-limits>
+    </tuning>
+  </content>
+</services>
diff --git a/backend_vespa/src/main/application/validation-overrides.xml b/backend_vespa/src/main/application/validation-overrides.xml
new file mode 100644
index 0000000000000000000000000000000000000000..d9b531c6581894841a232d071108d290a0c0e877
--- /dev/null
+++ b/backend_vespa/src/main/application/validation-overrides.xml
@@ -0,0 +1,4 @@
+<validation-overrides>
+  <!-- NOTE: https://github.com/vespa-engine/vespa/blob/195f000f27001b74721649905a9a1e48fb9f665c/config-model-api/src/main/java/com/yahoo/config/application/api/ValidationId.java -->
+  <allow until='2024-04-04'>indexing-change</allow>
+</validation-overrides>
diff --git a/biome.json b/biome.json
new file mode 100644
index 0000000000000000000000000000000000000000..77e5ea94303fc6e7e40008bedfdd0ebe195a03ef
--- /dev/null
+++ b/biome.json
@@ -0,0 +1,36 @@
+{
+  "$schema": "https://biomejs.dev/schemas/1.6.3/schema.json",
+  "organizeImports": {
+    "enabled": true
+  },
+  "files": {
+    "include": [
+      "*.ts",
+      "*.json",
+      "*.yml",
+      "frontend/**/*.ts",
+      "frontend/**/*.tsx",
+      "scripts/**/*.ts"
+    ],
+    "ignore": [
+      "backend_vespa/multilingual-e5*",
+      "backend_vespa/src/main/application/model",
+      "backend_vespa/target"
+    ]
+  },
+  "formatter": {
+    "indentStyle": "space"
+  },
+  "javascript": {
+    "formatter": {
+      "semicolons": "asNeeded"
+    }
+  },
+  "linter": {
+    "enabled": true,
+    "ignore": ["frontend/generated/*.ts"],
+    "rules": {
+      "recommended": true
+    }
+  }
+}
diff --git a/codegen.ts b/codegen.ts
new file mode 100644
index 0000000000000000000000000000000000000000..740b24283a9820c2a2c8bbe39270a8d80b074765
--- /dev/null
+++ b/codegen.ts
@@ -0,0 +1,20 @@
+import type { CodegenConfig } from "@graphql-codegen/cli"
+
+const config: CodegenConfig = {
+  overwrite: true,
+  schema: "schema/graphql_*.graphql",
+  documents: "frontend/**/*.{ts,tsx}",
+  ignoreNoDocuments: true,
+  generates: {
+    "frontend/generated/": {
+      preset: "client",
+      plugins: [],
+      config: {
+        enumsAsTypes: true,
+        strictScalars: true,
+      },
+    },
+  },
+}
+
+export default config
diff --git a/components.json b/components.json
new file mode 100644
index 0000000000000000000000000000000000000000..1b1db8a48fff1055bac2004e1efffd2e43df265b
--- /dev/null
+++ b/components.json
@@ -0,0 +1,17 @@
+{
+  "$schema": "https://ui.shadcn.com/schema.json",
+  "style": "default",
+  "rsc": false,
+  "tsx": true,
+  "tailwind": {
+    "config": "tailwind.config.ts",
+    "css": "frontend/tailwind.css",
+    "baseColor": "slate",
+    "cssVariables": true,
+    "prefix": ""
+  },
+  "aliases": {
+    "components": "~/components",
+    "utils": "~/lib/utils"
+  }
+}
diff --git a/config.jsonnet b/config.jsonnet
new file mode 100644
index 0000000000000000000000000000000000000000..23e0e8a349fb8bbf839b5e996965c4a238dfd0d4
--- /dev/null
+++ b/config.jsonnet
@@ -0,0 +1,137 @@
+local docker_compose = {
+  image: 'govsearch:latest',
+  build: '.',
+  entrypoint: ['/usr/bin/env'],
+  environment: {
+    TZ: 'UTC',
+  },
+};
+local docker_compose_frontend = docker_compose {
+  command: [
+    'npx',
+    'remix',
+    'vite:dev',
+    '--host',
+    '0.0.0.0',
+    '--port',
+    '7861',
+  ],
+  ports: ['7861:7861'],
+  depends_on: ['backend'],
+};
+local docker_compose_backend = docker_compose {
+  command: [
+    'uvicorn',
+    'backend:app',
+    '--host',
+    '0.0.0.0',
+    '--port',
+    '7860',
+    '--log-level',
+    'debug',
+    '--reload',
+  ],
+  environment+: {
+    OPENAI_API_KEY: null,
+  },
+  ports: ['7860:7860'],
+  depends_on: ['vespa'],
+};
+local docker_compose_vespa = {
+  image: 'vespaengine/vespa:8.324.16',
+  volumes: [
+    'vespa:/opt/vespa/var',
+  ],
+  ports: [
+    '4080:4080',
+    '19071:19071',
+    '19092:19092',
+  ],
+  // NOTE: https://github.com/vespa-engine/vespa/blob/master/vespabase/src/vespa.service.in
+  ulimits: {
+    nofile: { soft: 32768, hard: 262144 },
+    nproc: { soft: 32768, hard: 409600 },
+  },
+};
+
+local tsconfig_compiler_options = {
+  allowJs: false,
+  allowSyntheticDefaultImports: true,
+  allowUnreachableCode: false,
+  esModuleInterop: true,
+  experimentalDecorators: false,
+  forceConsistentCasingInFileNames: true,
+  incremental: true,
+  isolatedModules: true,
+  noEmit: true,
+  noFallthroughCasesInSwitch: true,
+  noImplicitAny: true,
+  noUncheckedIndexedAccess: true,
+  resolveJsonModule: true,
+  skipLibCheck: false,
+  strict: true,
+  strictNullChecks: true,
+  target: 'ES2022',
+};
+local tsconfig = {
+  compilerOptions: tsconfig_compiler_options {
+    baseUrl: '.',
+    jsx: 'react-jsx',
+    module: 'ESNext',
+    moduleResolution: 'Bundler',
+    lib: ['DOM', 'DOM.Iterable', 'ES2022'],
+    paths: {
+      '~/*': ['./frontend/*'],
+    },
+  },
+  include: [
+    'env.d.ts',
+    'frontend/**/*.ts',
+    'frontend/**/*.tsx',
+  ],
+};
+local tsconfig_scripts = {
+  compilerOptions: tsconfig_compiler_options {
+    baseUrl: '.',
+    module: 'commonjs',
+    moduleResolution: 'Node',
+    lib: ['DOM', 'DOM.Iterable', 'ES2022'],
+    paths: {
+      '~/*': ['./scripts/*'],
+    },
+  },
+  include: [
+    'scripts/**/*.ts',
+  ],
+};
+
+{
+  'docker-compose.yml': std.manifestYamlDoc(
+    {
+      version: '3.4',
+      services: {
+        frontend: docker_compose_frontend,
+        backend: docker_compose_backend,
+        vespa: docker_compose_vespa,
+      },
+      volumes: {
+        vespa: null,
+      },
+    },
+    indent_array_in_object=true,
+  ),
+  'docker-compose.vespa.yml': std.manifestYamlDoc(
+    {
+      version: '3.4',
+      services: {
+        vespa: docker_compose_vespa,
+      },
+      volumes: {
+        vespa: null,
+      },
+    },
+    indent_array_in_object=true,
+  ),
+  'tsconfig.json': tsconfig,
+  'tsconfig.scripts.json': tsconfig_scripts,
+}
diff --git a/data/.keep b/data/.keep
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/data/000936301.csv b/data/000936301.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3f305247096fc3eebe459d27e0c74452563bde4f
--- /dev/null
+++ b/data/000936301.csv
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d324ae1afd894466a994aeb79fa1fa04e5ba18c59dc11c9f3da7586f274082a2
+size 1081969
diff --git a/data/000936301.jsonl b/data/000936301.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..992b25d6adeea471845f5ca9e407886847547a6c
--- /dev/null
+++ b/data/000936301.jsonl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0e9480be772b4097ee242d4874d0597c3e7a97f0b6cf66296ed15237caf94e84
+size 1284040
diff --git a/data/000936301_lf.csv b/data/000936301_lf.csv
new file mode 100644
index 0000000000000000000000000000000000000000..975d2852410a1262692cdf83add721c557155a98
--- /dev/null
+++ b/data/000936301_lf.csv
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1553f16ff38e7e7e1667f18df97493610980712ce917cef6ce482021a184874a
+size 1080510
diff --git a/data/000936301_normalized.jsonl b/data/000936301_normalized.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..df3a4e62b37256dab146e2ab7da689e0d15bae10
--- /dev/null
+++ b/data/000936301_normalized.jsonl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e3a5d96de2ddc133bc233166bd72159a20eaefac77ea83c578d865a455f2e79d
+size 1223209
diff --git a/data/000936301_q.json b/data/000936301_q.json
new file mode 100644
index 0000000000000000000000000000000000000000..9df883b79824f4ddcf245b052d37f2b54adcca80
--- /dev/null
+++ b/data/000936301_q.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:94c82213e7d5bebc04ea7d91ecf2eede80b426e640f1c27ab14b1ceb5439278f
+size 5060
diff --git a/docker-compose.vespa.yml b/docker-compose.vespa.yml
new file mode 100644
index 0000000000000000000000000000000000000000..4148f0b8d94913905512fa76b9a22cce61bbb50b
--- /dev/null
+++ b/docker-compose.vespa.yml
@@ -0,0 +1,19 @@
+services:
+  vespa:
+    image: vespaengine/vespa:8.324.16
+    ports:
+      - 4080:4080
+      - 19071:19071
+      - 19092:19092
+    ulimits:
+      nofile:
+        hard: 262144
+        soft: 32768
+      nproc:
+        hard: 409600
+        soft: 32768
+    volumes:
+      - vespa:/opt/vespa/var
+version: "3.4"
+volumes:
+  vespa: null
diff --git a/docker-compose.yml b/docker-compose.yml
new file mode 100644
index 0000000000000000000000000000000000000000..3768541c504553f97d0372f8ca45436425cd923b
--- /dev/null
+++ b/docker-compose.yml
@@ -0,0 +1,60 @@
+services:
+  backend:
+    build: .
+    command:
+      - uvicorn
+      - backend:app
+      - --host
+      - 0.0.0.0
+      - --port
+      - "7860"
+      - --log-level
+      - debug
+      - --reload
+    depends_on:
+      - vespa
+    entrypoint:
+      - /usr/bin/env
+    environment:
+      OPENAI_API_KEY: null
+      TZ: UTC
+    image: govsearch:latest
+    ports:
+      - 7860:7860
+  frontend:
+    build: .
+    command:
+      - npx
+      - remix
+      - vite:dev
+      - --host
+      - 0.0.0.0
+      - --port
+      - "7861"
+    depends_on:
+      - backend
+    entrypoint:
+      - /usr/bin/env
+    environment:
+      TZ: UTC
+    image: govsearch:latest
+    ports:
+      - 7861:7861
+  vespa:
+    image: vespaengine/vespa:8.324.16
+    ports:
+      - 4080:4080
+      - 19071:19071
+      - 19092:19092
+    ulimits:
+      nofile:
+        hard: 262144
+        soft: 32768
+      nproc:
+        hard: 409600
+        soft: 32768
+    volumes:
+      - vespa:/opt/vespa/var
+version: "3.4"
+volumes:
+  vespa: null
diff --git a/env.d.ts b/env.d.ts
new file mode 100644
index 0000000000000000000000000000000000000000..e15f0afe79a21c1600ee23b6ecceca459c47567e
--- /dev/null
+++ b/env.d.ts
@@ -0,0 +1,10 @@
+/// <reference types="@remix-run/node" />
+/// <reference types="vite/client" />
+
+interface ImportMetaEnv {
+  readonly VITE_APP_TITLE: string
+}
+
+interface ImportMeta {
+  readonly env: ImportMetaEnv
+}
diff --git a/frontend/components/answer-list.tsx b/frontend/components/answer-list.tsx
new file mode 100644
index 0000000000000000000000000000000000000000..86001694e3d0b5480c5cac7a9e21f1203c508d8e
--- /dev/null
+++ b/frontend/components/answer-list.tsx
@@ -0,0 +1,74 @@
+import { Badge } from "~/components/ui/badge"
+import { ScrollArea } from "~/components/ui/scroll-area"
+import type { AnswersQuery } from "~/generated/graphql"
+import { cn } from "~/lib/utils"
+
+type AnswerListProps = {
+  items: NonNullable<NonNullable<AnswersQuery["answers"]>["answers"]>
+}
+
+export function AnswerList({ items }: AnswerListProps) {
+  return (
+    <ScrollArea className="h-screen">
+      {0 < items.length ? (
+        <div className="flex flex-col gap-2 p-4 pt-0">
+          {items.map((item) => (
+            <div
+              key={item.docId}
+              className={cn(
+                "flex flex-col items-start gap-5 rounded-lg border p-3 text-left text-sm transition-all hover:bg-accent",
+              )}
+            >
+              <div className="flex w-full flex-col gap-1">
+                <div className="flex items-center">
+                  <div className="flex items-center gap-2">
+                    <div className="font-semibold">{item.question}</div>
+                  </div>
+                </div>
+              </div>
+              <article className="prose prose-sm">
+                <div
+                  className="whitespace-pre-line"
+                  /* biome-ignore lint/security/noDangerouslySetInnerHtml:  */
+                  dangerouslySetInnerHTML={{
+                    __html: unsafeConvertToAnchorTag(item.answer),
+                  }}
+                />
+              </article>
+              {(item.categoryMajor ??
+                item.categoryMinor ??
+                item.categoryMedium) && (
+                <div className="flex text-xs items-center gap-2">
+                  {item.categoryMajor && (
+                    <Badge variant={"default"}>{item.categoryMajor}</Badge>
+                  )}
+                  {item.categoryMedium && (
+                    <Badge variant={"secondary"}>{item.categoryMedium}</Badge>
+                  )}
+                </div>
+              )}
+            </div>
+          ))}
+        </div>
+      ) : (
+        <div className="p-8 text-center text-muted-foreground">
+          No summary generated
+        </div>
+      )}
+    </ScrollArea>
+  )
+}
+
+// FIXME: This function is not safe. It should be replaced with a safer
+// implementation.
+function unsafeConvertToAnchorTag(inputText: string) {
+  const regex = /<([^,]+),(http[^>]+)>/g
+  return inputText.replace(regex, (_match, text, url) => {
+    const escapedText = text
+      .replace(/&/g, "&amp;")
+      .replace(/</g, "&lt;")
+      .replace(/>/g, "&gt;")
+      .replace(/"/g, "&quot;")
+    return `<a target="_brank" href="${url.trim()}">${escapedText.trim()}</a>`
+  })
+}
diff --git a/frontend/components/answer-summary.tsx b/frontend/components/answer-summary.tsx
new file mode 100644
index 0000000000000000000000000000000000000000..81f6380db85a655e7e48bcbcc6a0813e8c7ffe1e
--- /dev/null
+++ b/frontend/components/answer-summary.tsx
@@ -0,0 +1,73 @@
+import Markdown from "marked-react"
+import { useEffect, useState } from "react"
+import { useClient } from "urql"
+import { ScrollArea } from "~/components/ui/scroll-area"
+import { Separator } from "~/components/ui/separator"
+import { graphql } from "~/generated/gql"
+import type { AnswersQuery, Subscription } from "~/generated/graphql"
+
+const GenerateSummarySubscription = graphql(`
+  subscription generateSummary(
+    $query: String!
+    $docIds: [String!]!
+  ) {
+    generateSummary(
+      query: $query
+      docIds: $docIds
+    ) {
+      summary
+    }
+  }
+`)
+
+type AnswerSummaryProps = {
+  query: string
+  items: NonNullable<NonNullable<AnswersQuery["answers"]>["answers"]>
+}
+
+export function AnswerSummary({ query, items }: AnswerSummaryProps) {
+  const client = useClient()
+  const [summary, setSummary] = useState<string | undefined>()
+
+  useEffect(() => {
+    setSummary(undefined)
+    const { unsubscribe } = client
+      .subscription<Subscription>(GenerateSummarySubscription, {
+        query,
+        docIds: items.map((x) => x.docId).slice(0, 10),
+      })
+      .subscribe((result) => {
+        setSummary(
+          (prev) =>
+            (prev ?? "") + (result.data?.generateSummary?.summary ?? ""),
+        )
+      })
+    return () => {
+      unsubscribe()
+    }
+  }, [query, items, client])
+
+  return (
+    <div className="flex h-full flex-col">
+      <div className="flex items-center px-4 py-2">
+        <h1 className="text-xl font-bold">TL;DR</h1>
+      </div>
+      <Separator />
+      <ScrollArea>
+        {summary ? (
+          <div className="flex flex-1 flex-col">
+            <div className="flex-1 p-4">
+              <article className="prose prose-sm overscroll-auto">
+                <Markdown>{summary}</Markdown>
+              </article>
+            </div>
+          </div>
+        ) : (
+          <div className="p-8 text-center text-muted-foreground">
+            No summary generated
+          </div>
+        )}
+      </ScrollArea>
+    </div>
+  )
+}
diff --git a/frontend/components/qa-help.tsx b/frontend/components/qa-help.tsx
new file mode 100644
index 0000000000000000000000000000000000000000..66bca9a51eb8e57410bfc097e1ae7ebee3ebe899
--- /dev/null
+++ b/frontend/components/qa-help.tsx
@@ -0,0 +1,33 @@
+import { CircleHelp } from "lucide-react"
+import Markdown from "marked-react"
+import {
+  Dialog,
+  DialogContent,
+  DialogHeader,
+  DialogTrigger,
+} from "~/components/ui/dialog"
+
+const help = `
+### Govsearchとは？
+
+Govsearchは、日本政府の公式文書を簡単に検索できる非公式のアプリケーションです。検索バーにキーワードや疑問を入力するだけで、政府が提供する豊富な情報資源から、必要な文書を探し出すことが可能です。このサービスは、[Govbot](https://govbot.go.jp/)というサービスのために作られた政府情報の[データベース](https://www.soumu.go.jp/main_sosiki/hyouka/soudan_n/kyotsucb_top.html#faq)を利用しており、信頼性の高い情報へアクセスできます。また、AIを活用した要約機能を実験的に導入しており、検索結果の中から重要な情報を瞬時に把握することができます。ただし、要約は間違っていることもあるから気をつけてね。
+
+Govsearchは、Govbotと同様に政府文書のアクセシビリティ向上を目指して開発されましたが、インタラクティブなチャットボット形式ではなく、直接的な検索機能を中心に据えています。このプロジェクトは、AGPL3ライセンスの下で公開されており、その[コード](https://huggingface.co/spaces/hicustomer/govsearch/tree/main)はオンラインで自由に閲覧することができます。
+`
+
+export function QAHelp() {
+  return (
+    <Dialog>
+      <DialogTrigger>
+        <CircleHelp className="w-4 h-4" />
+      </DialogTrigger>
+      <DialogContent>
+        <DialogHeader>
+          <article className="prose prose-sm overscroll-auto">
+            <Markdown>{help}</Markdown>
+          </article>
+        </DialogHeader>
+      </DialogContent>
+    </Dialog>
+  )
+}
diff --git a/frontend/components/qa.tsx b/frontend/components/qa.tsx
new file mode 100644
index 0000000000000000000000000000000000000000..61083df712b735cd8ae1354a5030f889616a37bb
--- /dev/null
+++ b/frontend/components/qa.tsx
@@ -0,0 +1,103 @@
+import { useMediaQuery } from "@uidotdev/usehooks"
+import { Search } from "lucide-react"
+import { useState } from "react"
+import { useQuery } from "urql"
+import { AnswerList } from "~/components/answer-list"
+import { AnswerSummary } from "~/components/answer-summary"
+import { QAHelp } from "~/components/qa-help"
+import { QuestionSearch } from "~/components/question-search"
+import { CommandDialog } from "~/components/ui/command"
+import {
+  ResizableHandle,
+  ResizablePanel,
+  ResizablePanelGroup,
+} from "~/components/ui/resizable"
+import { Separator } from "~/components/ui/separator"
+import { TooltipProvider } from "~/components/ui/tooltip"
+import { graphql } from "~/generated/gql"
+import { cn } from "~/lib/utils"
+
+const AnswersQuery = graphql(`
+  query answers($query: String) {
+    answers(query: $query) {
+      answers {
+        id
+        docId
+        categoryMajor
+        categoryMedium
+        categoryMinor
+        question
+        answer
+        score
+      }
+    }
+  }
+`)
+
+export function QA() {
+  const isMobile = useMediaQuery("only screen and (max-width : 768px)")
+  const defaultLayout = [60, 40]
+
+  const [open, setOpen] = useState<boolean>(true)
+  const [question, setQuestion] = useState<string>("")
+  const [result, _reexecuteQuery] = useQuery({
+    query: AnswersQuery,
+    variables: { query: question },
+  })
+  const { data, fetching, error } = result
+
+  return (
+    <TooltipProvider delayDuration={0}>
+      <ResizablePanelGroup
+        direction={isMobile ? "vertical" : "horizontal"}
+        className={cn(
+          "items-stretch h-full",
+          isMobile ? "min-h-screen" : "max-h-screen",
+        )}
+      >
+        <ResizablePanel defaultSize={defaultLayout[0]}>
+          <div className="flex justify-between items-center px-4 py-2">
+            <h1 className="text-xl font-bold">Govsearch</h1>
+            <QAHelp />
+          </div>
+          <Separator />
+          <div className="bg-background/95 p-4 backdrop-blur supports-[backdrop-filter]:bg-background/60">
+            <div className="w-full flex-1 md:w-auto md:flex-none">
+              <button
+                type="button"
+                onClick={() => setOpen((v) => !v)}
+                className="inline-flex items-center whitespace-nowrap transition-colors focus-visible:outline-none focus-visible:ring-1 focus-visible:ring-ring disabled:pointer-events-none disabled:opacity-50 border border-input hover:bg-accent hover:text-accent-foreground px-4 py-2 relative w-full justify-start rounded-[0.5rem] bg-background text-sm font-normal text-muted-foreground shadow-none sm:pr-12 md:min-w-80 md:max-w-xl md:w-auto"
+              >
+                <Search className="absolute left-2 top-2.5 h-4 w-4 text-muted-foreground" />
+                <span className="truncate hidden pl-4 lg:inline-flex">
+                  {question || "Search documentation..."}
+                </span>
+                <span className="truncate inline-flex pl-4 lg:hidden">
+                  {question || "Search..."}
+                </span>
+              </button>
+            </div>
+            <CommandDialog open={open} onOpenChange={setOpen}>
+              <QuestionSearch
+                question={question}
+                setOpen={setOpen}
+                setQuestion={setQuestion}
+              />
+            </CommandDialog>
+          </div>
+          {error ? <p>Oh no... {error.message}</p> : null}
+          {!(fetching || error) && (
+            <AnswerList items={data?.answers?.answers ?? []} />
+          )}
+        </ResizablePanel>
+        <ResizableHandle withHandle />
+        <ResizablePanel defaultSize={defaultLayout[1]}>
+          <AnswerSummary
+            query={question}
+            items={data?.answers?.answers ?? []}
+          />
+        </ResizablePanel>
+      </ResizablePanelGroup>
+    </TooltipProvider>
+  )
+}
diff --git a/frontend/components/question-search.tsx b/frontend/components/question-search.tsx
new file mode 100644
index 0000000000000000000000000000000000000000..65348f55e044f5072b21fa71ca2f9fc7271d34f1
--- /dev/null
+++ b/frontend/components/question-search.tsx
@@ -0,0 +1,93 @@
+import { useDebounce } from "@uidotdev/usehooks"
+import { CommandLoading } from "cmdk"
+import { type Dispatch, type SetStateAction, useState } from "react"
+import { useQuery } from "urql"
+import { Badge } from "~/components/ui/badge"
+import {
+  CommandGroup,
+  CommandInput,
+  CommandItem,
+  CommandList,
+} from "~/components/ui/command"
+import { graphql } from "~/generated/gql"
+
+const QuestionsQuery = graphql(`
+  query questions($query: String) {
+    questions(query: $query) {
+      questions {
+        id
+        docId
+        categoryMajor
+        categoryMedium
+        categoryMinor
+        question
+      }
+    }
+  }
+`)
+
+type QuestionSearchProps = {
+  question: string
+  setOpen: Dispatch<SetStateAction<boolean>>
+  setQuestion: Dispatch<SetStateAction<string>>
+}
+
+export function QuestionSearch({
+  question,
+  setOpen,
+  setQuestion,
+}: QuestionSearchProps) {
+  const [query, setQuery] = useState<string>(question)
+  const debouncedQuery = useDebounce(query, 200)
+  const [result, _reexecuteQuery] = useQuery({
+    query: QuestionsQuery,
+    variables: { query: debouncedQuery },
+  })
+  const { data, error } = result
+
+  return (
+    <>
+      <CommandInput
+        value={query}
+        onValueChange={(search) => setQuery(search)}
+        onKeyDown={(e) => {
+          if (
+            e.key === "Enter" &&
+            !e.nativeEvent.isComposing &&
+            // For Safari IME composition bug
+            e.keyCode !== 229
+          ) {
+            setQuestion(debouncedQuery)
+            setOpen(false)
+            e.preventDefault()
+          }
+        }}
+        placeholder="Type search..."
+      />
+      <CommandList>
+        {error ? (
+          <CommandLoading>Oh no... {error.message}</CommandLoading>
+        ) : null}
+        {0 < (data?.questions?.questions?.length ?? 0) && (
+          <CommandGroup heading="Suggestions">
+            {data?.questions?.questions?.map((item) => (
+              <CommandItem
+                key={item.docId}
+                className="block"
+                onSelect={() => {
+                  setQuestion(item.question)
+                  setOpen(false)
+                }}
+              >
+                {item.question}
+                <div className="pt-2">
+                  <Badge variant={"default"}>{item.categoryMajor}</Badge>
+                </div>
+              </CommandItem>
+            ))}
+          </CommandGroup>
+        )}
+      </CommandList>
+    </>
+  )
+}
diff --git a/frontend/components/ui/badge.tsx b/frontend/components/ui/badge.tsx
new file mode 100644
index 0000000000000000000000000000000000000000..0562b7bc0ff39416e11234417883b738c2b2f9e6
--- /dev/null
+++ b/frontend/components/ui/badge.tsx
@@ -0,0 +1,36 @@
+import { type VariantProps, cva } from "class-variance-authority"
+import type * as React from "react"
+
+import { cn } from "~/lib/utils"
+
+const badgeVariants = cva(
+  "inline-flex items-center rounded-full border px-2.5 py-0.5 text-xs font-semibold transition-colors focus:outline-none focus:ring-2 focus:ring-ring focus:ring-offset-2",
+  {
+    variants: {
+      variant: {
+        default:
+          "border-transparent bg-primary text-primary-foreground hover:bg-primary/80",
+        secondary:
+          "border-transparent bg-secondary text-secondary-foreground hover:bg-secondary/80",
+        destructive:
+          "border-transparent bg-destructive text-destructive-foreground hover:bg-destructive/80",
+        outline: "text-foreground",
+      },
+    },
+    defaultVariants: {
+      variant: "default",
+    },
+  },
+)
+
+export interface BadgeProps
+  extends React.HTMLAttributes<HTMLDivElement>,
+    VariantProps<typeof badgeVariants> {}
+
+function Badge({ className, variant, ...props }: BadgeProps) {
+  return (
+    <div className={cn(badgeVariants({ variant }), className)} {...props} />
+  )
+}
+
+export { Badge, badgeVariants }
diff --git a/frontend/components/ui/button.tsx b/frontend/components/ui/button.tsx
new file mode 100644
index 0000000000000000000000000000000000000000..3bf5d1b50353baa5a9b0d4cd37f4b8cbfe055266
--- /dev/null
+++ b/frontend/components/ui/button.tsx
@@ -0,0 +1,56 @@
+import { Slot } from "@radix-ui/react-slot"
+import { type VariantProps, cva } from "class-variance-authority"
+import * as React from "react"
+
+import { cn } from "~/lib/utils"
+
+const buttonVariants = cva(
+  "inline-flex items-center justify-center whitespace-nowrap rounded-md text-sm font-medium ring-offset-background transition-colors focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-ring focus-visible:ring-offset-2 disabled:pointer-events-none disabled:opacity-50",
+  {
+    variants: {
+      variant: {
+        default: "bg-primary text-primary-foreground hover:bg-primary/90",
+        destructive:
+          "bg-destructive text-destructive-foreground hover:bg-destructive/90",
+        outline:
+          "border border-input bg-background hover:bg-accent hover:text-accent-foreground",
+        secondary:
+          "bg-secondary text-secondary-foreground hover:bg-secondary/80",
+        ghost: "hover:bg-accent hover:text-accent-foreground",
+        link: "text-primary underline-offset-4 hover:underline",
+      },
+      size: {
+        default: "h-10 px-4 py-2",
+        sm: "h-9 rounded-md px-3",
+        lg: "h-11 rounded-md px-8",
+        icon: "h-10 w-10",
+      },
+    },
+    defaultVariants: {
+      variant: "default",
+      size: "default",
+    },
+  },
+)
+
+export interface ButtonProps
+  extends React.ButtonHTMLAttributes<HTMLButtonElement>,
+    VariantProps<typeof buttonVariants> {
+  asChild?: boolean
+}
+
+const Button = React.forwardRef<HTMLButtonElement, ButtonProps>(
+  ({ className, variant, size, asChild = false, ...props }, ref) => {
+    const Comp = asChild ? Slot : "button"
+    return (
+      <Comp
+        className={cn(buttonVariants({ variant, size, className }))}
+        ref={ref}
+        {...props}
+      />
+    )
+  },
+)
+Button.displayName = "Button"
+
+export { Button, buttonVariants }
diff --git a/frontend/components/ui/command.tsx b/frontend/components/ui/command.tsx
new file mode 100644
index 0000000000000000000000000000000000000000..73d4e4496656f78807dc4713afda2fc29c667f7e
--- /dev/null
+++ b/frontend/components/ui/command.tsx
@@ -0,0 +1,157 @@
+import type { DialogProps } from "@radix-ui/react-dialog"
+import { Command as CommandPrimitive } from "cmdk"
+import { Search } from "lucide-react"
+import * as React from "react"
+
+import { Dialog, DialogContent } from "~/components/ui/dialog"
+import { cn } from "~/lib/utils"
+
+const Command = React.forwardRef<
+  React.ElementRef<typeof CommandPrimitive>,
+  React.ComponentPropsWithoutRef<typeof CommandPrimitive>
+>(({ className, ...props }, ref) => (
+  <CommandPrimitive
+    ref={ref}
+    className={cn(
+      "flex h-full w-full flex-col overflow-hidden rounded-md bg-popover text-popover-foreground",
+      className,
+    )}
+    {...props}
+  />
+))
+Command.displayName = CommandPrimitive.displayName
+
+interface CommandDialogProps extends DialogProps {}
+
+const CommandDialog = ({ children, ...props }: CommandDialogProps) => {
+  return (
+    <Dialog {...props}>
+      <DialogContent className="overflow-hidden p-0 shadow-lg">
+        <Command
+          shouldFilter={false}
+          vimBindings={false}
+          className="[&_[cmdk-group-heading]]:px-2 [&_[cmdk-group-heading]]:font-medium [&_[cmdk-group-heading]]:text-muted-foreground [&_[cmdk-group]:not([hidden])_~[cmdk-group]]:pt-0 [&_[cmdk-group]]:px-2 [&_[cmdk-input-wrapper]_svg]:h-5 [&_[cmdk-input-wrapper]_svg]:w-5 [&_[cmdk-input]]:h-12 [&_[cmdk-item]]:px-2 [&_[cmdk-item]]:py-3 [&_[cmdk-item]_svg]:h-5 [&_[cmdk-item]_svg]:w-5"
+        >
+          {children}
+        </Command>
+      </DialogContent>
+    </Dialog>
+  )
+}
+
+const CommandInput = React.forwardRef<
+  React.ElementRef<typeof CommandPrimitive.Input>,
+  React.ComponentPropsWithoutRef<typeof CommandPrimitive.Input>
+>(({ className, ...props }, ref) => (
+  <div className="flex items-center border-b px-3" cmdk-input-wrapper="">
+    <Search className="mr-2 h-4 w-4 shrink-0 opacity-50" />
+    <CommandPrimitive.Input
+      ref={ref}
+      className={cn(
+        "flex h-11 w-full rounded-md bg-transparent py-3 text-sm outline-none placeholder:text-muted-foreground disabled:cursor-not-allowed disabled:opacity-50",
+        className,
+      )}
+      {...props}
+    />
+  </div>
+))
+
+CommandInput.displayName = CommandPrimitive.Input.displayName
+
+const CommandList = React.forwardRef<
+  React.ElementRef<typeof CommandPrimitive.List>,
+  React.ComponentPropsWithoutRef<typeof CommandPrimitive.List>
+>(({ className, ...props }, ref) => (
+  <CommandPrimitive.List
+    ref={ref}
+    className={cn("max-h-[300px] overflow-y-auto overflow-x-hidden", className)}
+    {...props}
+  />
+))
+
+CommandList.displayName = CommandPrimitive.List.displayName
+
+const CommandEmpty = React.forwardRef<
+  React.ElementRef<typeof CommandPrimitive.Empty>,
+  React.ComponentPropsWithoutRef<typeof CommandPrimitive.Empty>
+>((props, ref) => (
+  <CommandPrimitive.Empty
+    ref={ref}
+    className="py-6 text-center text-sm"
+    {...props}
+  />
+))
+
+CommandEmpty.displayName = CommandPrimitive.Empty.displayName
+
+const CommandGroup = React.forwardRef<
+  React.ElementRef<typeof CommandPrimitive.Group>,
+  React.ComponentPropsWithoutRef<typeof CommandPrimitive.Group>
+>(({ className, ...props }, ref) => (
+  <CommandPrimitive.Group
+    ref={ref}
+    className={cn(
+      "overflow-hidden p-1 text-foreground [&_[cmdk-group-heading]]:px-2 [&_[cmdk-group-heading]]:py-1.5 [&_[cmdk-group-heading]]:text-xs [&_[cmdk-group-heading]]:font-medium [&_[cmdk-group-heading]]:text-muted-foreground",
+      className,
+    )}
+    {...props}
+  />
+))
+
+CommandGroup.displayName = CommandPrimitive.Group.displayName
+
+const CommandSeparator = React.forwardRef<
+  React.ElementRef<typeof CommandPrimitive.Separator>,
+  React.ComponentPropsWithoutRef<typeof CommandPrimitive.Separator>
+>(({ className, ...props }, ref) => (
+  <CommandPrimitive.Separator
+    ref={ref}
+    className={cn("-mx-1 h-px bg-border", className)}
+    {...props}
+  />
+))
+CommandSeparator.displayName = CommandPrimitive.Separator.displayName
+
+const CommandItem = React.forwardRef<
+  React.ElementRef<typeof CommandPrimitive.Item>,
+  React.ComponentPropsWithoutRef<typeof CommandPrimitive.Item>
+>(({ className, ...props }, ref) => (
+  <CommandPrimitive.Item
+    ref={ref}
+    className={cn(
+      "relative flex cursor-default select-none items-center rounded-sm px-2 py-1.5 text-sm outline-none aria-selected:bg-accent aria-selected:text-accent-foreground",
+      className,
+    )}
+    {...props}
+  />
+))
+
+CommandItem.displayName = CommandPrimitive.Item.displayName
+
+const CommandShortcut = ({
+  className,
+  ...props
+}: React.HTMLAttributes<HTMLSpanElement>) => {
+  return (
+    <span
+      className={cn(
+        "ml-auto text-xs tracking-widest text-muted-foreground",
+        className,
+      )}
+      {...props}
+    />
+  )
+}
+CommandShortcut.displayName = "CommandShortcut"
+
+export {
+  Command,
+  CommandDialog,
+  CommandInput,
+  CommandList,
+  CommandEmpty,
+  CommandGroup,
+  CommandItem,
+  CommandShortcut,
+  CommandSeparator,
+}
diff --git a/frontend/components/ui/dialog.tsx b/frontend/components/ui/dialog.tsx
new file mode 100644
index 0000000000000000000000000000000000000000..1b477d07bac55225c9215d24cabd7babfe9e537b
--- /dev/null
+++ b/frontend/components/ui/dialog.tsx
@@ -0,0 +1,120 @@
+import * as DialogPrimitive from "@radix-ui/react-dialog"
+import { X } from "lucide-react"
+import * as React from "react"
+
+import { cn } from "~/lib/utils"
+
+const Dialog = DialogPrimitive.Root
+
+const DialogTrigger = DialogPrimitive.Trigger
+
+const DialogPortal = DialogPrimitive.Portal
+
+const DialogClose = DialogPrimitive.Close
+
+const DialogOverlay = React.forwardRef<
+  React.ElementRef<typeof DialogPrimitive.Overlay>,
+  React.ComponentPropsWithoutRef<typeof DialogPrimitive.Overlay>
+>(({ className, ...props }, ref) => (
+  <DialogPrimitive.Overlay
+    ref={ref}
+    className={cn(
+      "fixed inset-0 z-50 bg-black/80  data-[state=open]:animate-in data-[state=closed]:animate-out data-[state=closed]:fade-out-0 data-[state=open]:fade-in-0",
+      className,
+    )}
+    {...props}
+  />
+))
+DialogOverlay.displayName = DialogPrimitive.Overlay.displayName
+
+const DialogContent = React.forwardRef<
+  React.ElementRef<typeof DialogPrimitive.Content>,
+  React.ComponentPropsWithoutRef<typeof DialogPrimitive.Content>
+>(({ className, children, ...props }, ref) => (
+  <DialogPortal>
+    <DialogOverlay />
+    <DialogPrimitive.Content
+      ref={ref}
+      className={cn(
+        "fixed left-[50%] top-60 z-50 grid w-11/12 max-w-lg translate-x-[-50%] gap-4 border bg-background p-6 shadow-lg duration-200 data-[state=open]:animate-in data-[state=closed]:animate-out data-[state=closed]:fade-out-0 data-[state=open]:fade-in-0 data-[state=closed]:zoom-out-95 data-[state=open]:zoom-in-95 data-[state=closed]:slide-out-to-left-1/2 data-[state=closed]:slide-out-to-top-[48%] data-[state=open]:slide-in-from-left-1/2 data-[state=open]:slide-in-from-top-[48%] sm:rounded-lg",
+        className,
+      )}
+      {...props}
+    >
+      {children}
+      <DialogPrimitive.Close className="absolute right-4 top-4 rounded-sm opacity-70 ring-offset-background transition-opacity hover:opacity-100 focus:outline-none focus:ring-2 focus:ring-ring focus:ring-offset-2 disabled:pointer-events-none data-[state=open]:bg-accent data-[state=open]:text-muted-foreground">
+        <X className="h-4 w-4" />
+        <span className="sr-only">Close</span>
+      </DialogPrimitive.Close>
+    </DialogPrimitive.Content>
+  </DialogPortal>
+))
+DialogContent.displayName = DialogPrimitive.Content.displayName
+
+const DialogHeader = ({
+  className,
+  ...props
+}: React.HTMLAttributes<HTMLDivElement>) => (
+  <div
+    className={cn(
+      "flex flex-col space-y-1.5 text-center sm:text-left",
+      className,
+    )}
+    {...props}
+  />
+)
+DialogHeader.displayName = "DialogHeader"
+
+const DialogFooter = ({
+  className,
+  ...props
+}: React.HTMLAttributes<HTMLDivElement>) => (
+  <div
+    className={cn(
+      "flex flex-col-reverse sm:flex-row sm:justify-end sm:space-x-2",
+      className,
+    )}
+    {...props}
+  />
+)
+DialogFooter.displayName = "DialogFooter"
+
+const DialogTitle = React.forwardRef<
+  React.ElementRef<typeof DialogPrimitive.Title>,
+  React.ComponentPropsWithoutRef<typeof DialogPrimitive.Title>
+>(({ className, ...props }, ref) => (
+  <DialogPrimitive.Title
+    ref={ref}
+    className={cn(
+      "text-lg font-semibold leading-none tracking-tight",
+      className,
+    )}
+    {...props}
+  />
+))
+DialogTitle.displayName = DialogPrimitive.Title.displayName
+
+const DialogDescription = React.forwardRef<
+  React.ElementRef<typeof DialogPrimitive.Description>,
+  React.ComponentPropsWithoutRef<typeof DialogPrimitive.Description>
+>(({ className, ...props }, ref) => (
+  <DialogPrimitive.Description
+    ref={ref}
+    className={cn("text-sm text-muted-foreground", className)}
+    {...props}
+  />
+))
+DialogDescription.displayName = DialogPrimitive.Description.displayName
+
+export {
+  Dialog,
+  DialogPortal,
+  DialogOverlay,
+  DialogClose,
+  DialogTrigger,
+  DialogContent,
+  DialogHeader,
+  DialogFooter,
+  DialogTitle,
+  DialogDescription,
+}
diff --git a/frontend/components/ui/input.tsx b/frontend/components/ui/input.tsx
new file mode 100644
index 0000000000000000000000000000000000000000..3e5152656e8bef09d98b9f3543b325ca1f4676e1
--- /dev/null
+++ b/frontend/components/ui/input.tsx
@@ -0,0 +1,25 @@
+import * as React from "react"
+
+import { cn } from "~/lib/utils"
+
+export interface InputProps
+  extends React.InputHTMLAttributes<HTMLInputElement> {}
+
+const Input = React.forwardRef<HTMLInputElement, InputProps>(
+  ({ className, type, ...props }, ref) => {
+    return (
+      <input
+        type={type}
+        className={cn(
+          "flex h-10 w-full rounded-md border border-input bg-background px-3 py-2 text-sm ring-offset-background file:border-0 file:bg-transparent file:text-sm file:font-medium placeholder:text-muted-foreground focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-ring focus-visible:ring-offset-2 disabled:cursor-not-allowed disabled:opacity-50",
+          className,
+        )}
+        ref={ref}
+        {...props}
+      />
+    )
+  },
+)
+Input.displayName = "Input"
+
+export { Input }
diff --git a/frontend/components/ui/resizable.tsx b/frontend/components/ui/resizable.tsx
new file mode 100644
index 0000000000000000000000000000000000000000..7268ffa817ea40f0a8644c3adeaa902d77a3a993
--- /dev/null
+++ b/frontend/components/ui/resizable.tsx
@@ -0,0 +1,43 @@
+import { GripVertical } from "lucide-react"
+import * as ResizablePrimitive from "react-resizable-panels"
+
+import { cn } from "~/lib/utils"
+
+const ResizablePanelGroup = ({
+  className,
+  ...props
+}: React.ComponentProps<typeof ResizablePrimitive.PanelGroup>) => (
+  <ResizablePrimitive.PanelGroup
+    className={cn(
+      "flex h-full w-full data-[panel-group-direction=vertical]:flex-col",
+      className,
+    )}
+    {...props}
+  />
+)
+
+const ResizablePanel = ResizablePrimitive.Panel
+
+const ResizableHandle = ({
+  withHandle,
+  className,
+  ...props
+}: React.ComponentProps<typeof ResizablePrimitive.PanelResizeHandle> & {
+  withHandle?: boolean
+}) => (
+  <ResizablePrimitive.PanelResizeHandle
+    className={cn(
+      "relative flex w-px items-center justify-center bg-border after:absolute after:inset-y-0 after:left-1/2 after:w-1 after:-translate-x-1/2 focus-visible:outline-none focus-visible:ring-1 focus-visible:ring-ring focus-visible:ring-offset-1 data-[panel-group-direction=vertical]:h-px data-[panel-group-direction=vertical]:w-full data-[panel-group-direction=vertical]:after:left-0 data-[panel-group-direction=vertical]:after:h-1 data-[panel-group-direction=vertical]:after:w-full data-[panel-group-direction=vertical]:after:-translate-y-1/2 data-[panel-group-direction=vertical]:after:translate-x-0 [&[data-panel-group-direction=vertical]>div]:rotate-90",
+      className,
+    )}
+    {...props}
+  >
+    {withHandle && (
+      <div className="z-10 flex h-4 w-3 items-center justify-center rounded-sm border bg-border">
+        <GripVertical className="h-2.5 w-2.5" />
+      </div>
+    )}
+  </ResizablePrimitive.PanelResizeHandle>
+)
+
+export { ResizablePanelGroup, ResizablePanel, ResizableHandle }
diff --git a/frontend/components/ui/scroll-area.tsx b/frontend/components/ui/scroll-area.tsx
new file mode 100644
index 0000000000000000000000000000000000000000..37633240158654e46bd90de3056819c02b9d22b6
--- /dev/null
+++ b/frontend/components/ui/scroll-area.tsx
@@ -0,0 +1,49 @@
+import * as ScrollAreaPrimitive from "@radix-ui/react-scroll-area"
+import * as React from "react"
+
+import { cn } from "~/lib/utils"
+
+const ScrollArea = React.forwardRef<
+  React.ElementRef<typeof ScrollAreaPrimitive.Root>,
+  React.ComponentPropsWithoutRef<typeof ScrollAreaPrimitive.Root>
+>(({ className, children, ...props }, ref) => (
+  <ScrollAreaPrimitive.Root
+    ref={ref}
+    className={cn("relative overflow-hidden", className)}
+    {...props}
+  >
+    <ScrollAreaPrimitive.Viewport
+      // FIXME: https://github.com/radix-ui/primitives/issues/2783
+      className="h-full w-full rounded-[inherit] [&>div]:!block"
+    >
+      {children}
+    </ScrollAreaPrimitive.Viewport>
+    <ScrollBar />
+    <ScrollAreaPrimitive.Corner />
+  </ScrollAreaPrimitive.Root>
+))
+ScrollArea.displayName = ScrollAreaPrimitive.Root.displayName
+
+const ScrollBar = React.forwardRef<
+  React.ElementRef<typeof ScrollAreaPrimitive.ScrollAreaScrollbar>,
+  React.ComponentPropsWithoutRef<typeof ScrollAreaPrimitive.ScrollAreaScrollbar>
+>(({ className, orientation = "vertical", ...props }, ref) => (
+  <ScrollAreaPrimitive.ScrollAreaScrollbar
+    ref={ref}
+    orientation={orientation}
+    className={cn(
+      "flex touch-none select-none transition-colors",
+      orientation === "vertical" &&
+        "h-full w-2.5 border-l border-l-transparent p-[1px]",
+      orientation === "horizontal" &&
+        "h-2.5 flex-col border-t border-t-transparent p-[1px]",
+      className,
+    )}
+    {...props}
+  >
+    <ScrollAreaPrimitive.ScrollAreaThumb className="relative flex-1 rounded-full bg-border" />
+  </ScrollAreaPrimitive.ScrollAreaScrollbar>
+))
+ScrollBar.displayName = ScrollAreaPrimitive.ScrollAreaScrollbar.displayName
+
+export { ScrollArea, ScrollBar }
diff --git a/frontend/components/ui/separator.tsx b/frontend/components/ui/separator.tsx
new file mode 100644
index 0000000000000000000000000000000000000000..dbe757e0c111b86dec5f4fe47f4e41cac4f487c5
--- /dev/null
+++ b/frontend/components/ui/separator.tsx
@@ -0,0 +1,29 @@
+import * as SeparatorPrimitive from "@radix-ui/react-separator"
+import * as React from "react"
+
+import { cn } from "~/lib/utils"
+
+const Separator = React.forwardRef<
+  React.ElementRef<typeof SeparatorPrimitive.Root>,
+  React.ComponentPropsWithoutRef<typeof SeparatorPrimitive.Root>
+>(
+  (
+    { className, orientation = "horizontal", decorative = true, ...props },
+    ref,
+  ) => (
+    <SeparatorPrimitive.Root
+      ref={ref}
+      decorative={decorative}
+      orientation={orientation}
+      className={cn(
+        "shrink-0 bg-border",
+        orientation === "horizontal" ? "h-[1px] w-full" : "h-full w-[1px]",
+        className,
+      )}
+      {...props}
+    />
+  ),
+)
+Separator.displayName = SeparatorPrimitive.Root.displayName
+
+export { Separator }
diff --git a/frontend/components/ui/tooltip.tsx b/frontend/components/ui/tooltip.tsx
new file mode 100644
index 0000000000000000000000000000000000000000..b7dfb324b817397759bbcdae11d409235ca090dd
--- /dev/null
+++ b/frontend/components/ui/tooltip.tsx
@@ -0,0 +1,28 @@
+import * as TooltipPrimitive from "@radix-ui/react-tooltip"
+import * as React from "react"
+
+import { cn } from "~/lib/utils"
+
+const TooltipProvider = TooltipPrimitive.Provider
+
+const Tooltip = TooltipPrimitive.Root
+
+const TooltipTrigger = TooltipPrimitive.Trigger
+
+const TooltipContent = React.forwardRef<
+  React.ElementRef<typeof TooltipPrimitive.Content>,
+  React.ComponentPropsWithoutRef<typeof TooltipPrimitive.Content>
+>(({ className, sideOffset = 4, ...props }, ref) => (
+  <TooltipPrimitive.Content
+    ref={ref}
+    sideOffset={sideOffset}
+    className={cn(
+      "z-50 overflow-hidden rounded-md border bg-popover px-3 py-1.5 text-sm text-popover-foreground shadow-md animate-in fade-in-0 zoom-in-95 data-[state=closed]:animate-out data-[state=closed]:fade-out-0 data-[state=closed]:zoom-out-95 data-[side=bottom]:slide-in-from-top-2 data-[side=left]:slide-in-from-right-2 data-[side=right]:slide-in-from-left-2 data-[side=top]:slide-in-from-bottom-2",
+      className,
+    )}
+    {...props}
+  />
+))
+TooltipContent.displayName = TooltipPrimitive.Content.displayName
+
+export { Tooltip, TooltipTrigger, TooltipContent, TooltipProvider }
diff --git a/frontend/entry.client.tsx b/frontend/entry.client.tsx
new file mode 100644
index 0000000000000000000000000000000000000000..9e4f8a1e969875d2f2007c3c1f4d144d3bcf2f81
--- /dev/null
+++ b/frontend/entry.client.tsx
@@ -0,0 +1,12 @@
+import { RemixBrowser } from "@remix-run/react"
+import { StrictMode, startTransition } from "react"
+import { hydrateRoot } from "react-dom/client"
+
+startTransition(() => {
+  hydrateRoot(
+    document,
+    <StrictMode>
+      <RemixBrowser />
+    </StrictMode>,
+  )
+})
diff --git a/frontend/entry.server.tsx b/frontend/entry.server.tsx
new file mode 100644
index 0000000000000000000000000000000000000000..8e8af7118f184fef8726727b8675ba48fde963f3
--- /dev/null
+++ b/frontend/entry.server.tsx
@@ -0,0 +1,20 @@
+import type { EntryContext } from "@remix-run/node"
+import { RemixServer } from "@remix-run/react"
+import { renderToString } from "react-dom/server"
+
+export default function handleRequest(
+  request: Request,
+  responseStatusCode: number,
+  responseHeaders: Headers,
+  remixContext: EntryContext,
+) {
+  let html = renderToString(
+    <RemixServer context={remixContext} url={request.url} />,
+  )
+  // biome-ignore lint/style/useTemplate: generated code
+  html = "<!DOCTYPE html>\n" + html
+  return new Response(html, {
+    headers: { "Content-Type": "text/html" },
+    status: responseStatusCode,
+  })
+}
diff --git a/frontend/generated/fragment-masking.ts b/frontend/generated/fragment-masking.ts
new file mode 100644
index 0000000000000000000000000000000000000000..8f08fa36c0f7965ea80aad7e060bfdb6f9e685ac
--- /dev/null
+++ b/frontend/generated/fragment-masking.ts
@@ -0,0 +1,86 @@
+/* eslint-disable */
+import {
+  DocumentTypeDecoration,
+  ResultOf,
+  TypedDocumentNode,
+} from "@graphql-typed-document-node/core"
+import { FragmentDefinitionNode } from "graphql"
+import { Incremental } from "./graphql"
+
+export type FragmentType<
+  TDocumentType extends DocumentTypeDecoration<any, any>,
+> = TDocumentType extends DocumentTypeDecoration<infer TType, any>
+  ? [TType] extends [{ " $fragmentName"?: infer TKey }]
+    ? TKey extends string
+      ? { " $fragmentRefs"?: { [key in TKey]: TType } }
+      : never
+    : never
+  : never
+
+// return non-nullable if `fragmentType` is non-nullable
+export function useFragment<TType>(
+  _documentNode: DocumentTypeDecoration<TType, any>,
+  fragmentType: FragmentType<DocumentTypeDecoration<TType, any>>,
+): TType
+// return nullable if `fragmentType` is nullable
+export function useFragment<TType>(
+  _documentNode: DocumentTypeDecoration<TType, any>,
+  fragmentType:
+    | FragmentType<DocumentTypeDecoration<TType, any>>
+    | null
+    | undefined,
+): TType | null | undefined
+// return array of non-nullable if `fragmentType` is array of non-nullable
+export function useFragment<TType>(
+  _documentNode: DocumentTypeDecoration<TType, any>,
+  fragmentType: ReadonlyArray<FragmentType<DocumentTypeDecoration<TType, any>>>,
+): ReadonlyArray<TType>
+// return array of nullable if `fragmentType` is array of nullable
+export function useFragment<TType>(
+  _documentNode: DocumentTypeDecoration<TType, any>,
+  fragmentType:
+    | ReadonlyArray<FragmentType<DocumentTypeDecoration<TType, any>>>
+    | null
+    | undefined,
+): ReadonlyArray<TType> | null | undefined
+export function useFragment<TType>(
+  _documentNode: DocumentTypeDecoration<TType, any>,
+  fragmentType:
+    | FragmentType<DocumentTypeDecoration<TType, any>>
+    | ReadonlyArray<FragmentType<DocumentTypeDecoration<TType, any>>>
+    | null
+    | undefined,
+): TType | ReadonlyArray<TType> | null | undefined {
+  return fragmentType as any
+}
+
+export function makeFragmentData<
+  F extends DocumentTypeDecoration<any, any>,
+  FT extends ResultOf<F>,
+>(data: FT, _fragment: F): FragmentType<F> {
+  return data as FragmentType<F>
+}
+export function isFragmentReady<TQuery, TFrag>(
+  queryNode: DocumentTypeDecoration<TQuery, any>,
+  fragmentNode: TypedDocumentNode<TFrag>,
+  data:
+    | FragmentType<TypedDocumentNode<Incremental<TFrag>, any>>
+    | null
+    | undefined,
+): data is FragmentType<typeof fragmentNode> {
+  const deferredFields = (
+    queryNode as {
+      __meta__?: { deferredFields: Record<string, (keyof TFrag)[]> }
+    }
+  ).__meta__?.deferredFields
+
+  if (!deferredFields) return true
+
+  const fragDef = fragmentNode.definitions[0] as
+    | FragmentDefinitionNode
+    | undefined
+  const fragName = fragDef?.name?.value
+
+  const fields = (fragName && deferredFields[fragName]) || []
+  return fields.length > 0 && fields.every((field) => data && field in data)
+}
diff --git a/frontend/generated/gql.ts b/frontend/generated/gql.ts
new file mode 100644
index 0000000000000000000000000000000000000000..8a44febae315ce02a4885b435b1190c6051e9ac5
--- /dev/null
+++ b/frontend/generated/gql.ts
@@ -0,0 +1,62 @@
+import { TypedDocumentNode as DocumentNode } from "@graphql-typed-document-node/core"
+/* eslint-disable */
+import * as types from "./graphql"
+
+/**
+ * Map of all GraphQL operations in the project.
+ *
+ * This map has several performance disadvantages:
+ * 1. It is not tree-shakeable, so it will include all operations in the project.
+ * 2. It is not minifiable, so the string of a GraphQL query will be multiple times inside the bundle.
+ * 3. It does not support dead code elimination, so it will add unused operations.
+ *
+ * Therefore it is highly recommended to use the babel or swc plugin for production.
+ */
+const documents = {
+  "\n  subscription generateSummary(\n    $query: String!\n    $docIds: [String!]!\n  ) {\n    generateSummary(\n      query: $query\n      docIds: $docIds\n    ) {\n      summary\n    }\n  }\n":
+    types.GenerateSummaryDocument,
+  "\n  query answers($query: String) {\n    answers(query: $query) {\n      answers {\n        id\n        docId\n        categoryMajor\n        categoryMedium\n        categoryMinor\n        question\n        answer\n        score\n      }\n    }\n  }\n":
+    types.AnswersDocument,
+  "\n  query questions($query: String) {\n    questions(query: $query) {\n      questions {\n        id\n        docId\n        categoryMajor\n        categoryMedium\n        categoryMinor\n        question\n      }\n    }\n  }\n":
+    types.QuestionsDocument,
+}
+
+/**
+ * The graphql function is used to parse GraphQL queries into a document that can be used by GraphQL clients.
+ *
+ *
+ * @example
+ * ```ts
+ * const query = graphql(`query GetUser($id: ID!) { user(id: $id) { name } }`);
+ * ```
+ *
+ * The query argument is unknown!
+ * Please regenerate the types.
+ */
+export function graphql(source: string): unknown
+
+/**
+ * The graphql function is used to parse GraphQL queries into a document that can be used by GraphQL clients.
+ */
+export function graphql(
+  source: "\n  subscription generateSummary(\n    $query: String!\n    $docIds: [String!]!\n  ) {\n    generateSummary(\n      query: $query\n      docIds: $docIds\n    ) {\n      summary\n    }\n  }\n",
+): (typeof documents)["\n  subscription generateSummary(\n    $query: String!\n    $docIds: [String!]!\n  ) {\n    generateSummary(\n      query: $query\n      docIds: $docIds\n    ) {\n      summary\n    }\n  }\n"]
+/**
+ * The graphql function is used to parse GraphQL queries into a document that can be used by GraphQL clients.
+ */
+export function graphql(
+  source: "\n  query answers($query: String) {\n    answers(query: $query) {\n      answers {\n        id\n        docId\n        categoryMajor\n        categoryMedium\n        categoryMinor\n        question\n        answer\n        score\n      }\n    }\n  }\n",
+): (typeof documents)["\n  query answers($query: String) {\n    answers(query: $query) {\n      answers {\n        id\n        docId\n        categoryMajor\n        categoryMedium\n        categoryMinor\n        question\n        answer\n        score\n      }\n    }\n  }\n"]
+/**
+ * The graphql function is used to parse GraphQL queries into a document that can be used by GraphQL clients.
+ */
+export function graphql(
+  source: "\n  query questions($query: String) {\n    questions(query: $query) {\n      questions {\n        id\n        docId\n        categoryMajor\n        categoryMedium\n        categoryMinor\n        question\n      }\n    }\n  }\n",
+): (typeof documents)["\n  query questions($query: String) {\n    questions(query: $query) {\n      questions {\n        id\n        docId\n        categoryMajor\n        categoryMedium\n        categoryMinor\n        question\n      }\n    }\n  }\n"]
+
+export function graphql(source: string) {
+  return (documents as any)[source] ?? {}
+}
+
+export type DocumentType<TDocumentNode extends DocumentNode<any, any>> =
+  TDocumentNode extends DocumentNode<infer TType, any> ? TType : never
diff --git a/frontend/generated/graphql.ts b/frontend/generated/graphql.ts
new file mode 100644
index 0000000000000000000000000000000000000000..e4e6ee43bdc3d4d154550ea73497c394162561b0
--- /dev/null
+++ b/frontend/generated/graphql.ts
@@ -0,0 +1,376 @@
+/* eslint-disable */
+import { TypedDocumentNode as DocumentNode } from "@graphql-typed-document-node/core"
+export type Maybe<T> = T | null
+export type InputMaybe<T> = Maybe<T>
+export type Exact<T extends { [key: string]: unknown }> = {
+  [K in keyof T]: T[K]
+}
+export type MakeOptional<T, K extends keyof T> = Omit<T, K> & {
+  [SubKey in K]?: Maybe<T[SubKey]>
+}
+export type MakeMaybe<T, K extends keyof T> = Omit<T, K> & {
+  [SubKey in K]: Maybe<T[SubKey]>
+}
+export type MakeEmpty<
+  T extends { [key: string]: unknown },
+  K extends keyof T,
+> = { [_ in K]?: never }
+export type Incremental<T> =
+  | T
+  | {
+      [P in keyof T]?: P extends " $fragmentName" | "__typename" ? T[P] : never
+    }
+/** All built-in and custom scalars, mapped to their actual values */
+export type Scalars = {
+  ID: { input: string; output: string }
+  String: { input: string; output: string }
+  Boolean: { input: boolean; output: boolean }
+  Int: { input: number; output: number }
+  Float: { input: number; output: number }
+}
+
+export type Answer = {
+  __typename?: "Answer"
+  answer: Scalars["String"]["output"]
+  categoryMajor?: Maybe<Scalars["String"]["output"]>
+  categoryMedium?: Maybe<Scalars["String"]["output"]>
+  categoryMinor?: Maybe<Scalars["String"]["output"]>
+  docId: Scalars["String"]["output"]
+  id: Scalars["String"]["output"]
+  question: Scalars["String"]["output"]
+  score?: Maybe<Scalars["Float"]["output"]>
+}
+
+export type AnswersPayload = {
+  __typename?: "AnswersPayload"
+  answers?: Maybe<Array<Answer>>
+}
+
+export type GenerateSummaryPayload = {
+  __typename?: "GenerateSummaryPayload"
+  summary: Scalars["String"]["output"]
+}
+
+export type Query = {
+  __typename?: "Query"
+  answers?: Maybe<AnswersPayload>
+  questions?: Maybe<QuestionsPayload>
+}
+
+export type QueryAnswersArgs = {
+  query?: InputMaybe<Scalars["String"]["input"]>
+}
+
+export type QueryQuestionsArgs = {
+  query?: InputMaybe<Scalars["String"]["input"]>
+}
+
+export type Question = {
+  __typename?: "Question"
+  categoryMajor?: Maybe<Scalars["String"]["output"]>
+  categoryMedium?: Maybe<Scalars["String"]["output"]>
+  categoryMinor?: Maybe<Scalars["String"]["output"]>
+  docId: Scalars["String"]["output"]
+  id: Scalars["String"]["output"]
+  question: Scalars["String"]["output"]
+}
+
+export type QuestionsPayload = {
+  __typename?: "QuestionsPayload"
+  questions?: Maybe<Array<Question>>
+}
+
+export type Subscription = {
+  __typename?: "Subscription"
+  generateSummary?: Maybe<GenerateSummaryPayload>
+}
+
+export type SubscriptionGenerateSummaryArgs = {
+  docIds: Array<Scalars["String"]["input"]>
+  query: Scalars["String"]["input"]
+}
+
+export type GenerateSummarySubscriptionVariables = Exact<{
+  query: Scalars["String"]["input"]
+  docIds: Array<Scalars["String"]["input"]> | Scalars["String"]["input"]
+}>
+
+export type GenerateSummarySubscription = {
+  __typename?: "Subscription"
+  generateSummary?: {
+    __typename?: "GenerateSummaryPayload"
+    summary: string
+  } | null
+}
+
+export type AnswersQueryVariables = Exact<{
+  query?: InputMaybe<Scalars["String"]["input"]>
+}>
+
+export type AnswersQuery = {
+  __typename?: "Query"
+  answers?: {
+    __typename?: "AnswersPayload"
+    answers?: Array<{
+      __typename?: "Answer"
+      id: string
+      docId: string
+      categoryMajor?: string | null
+      categoryMedium?: string | null
+      categoryMinor?: string | null
+      question: string
+      answer: string
+      score?: number | null
+    }> | null
+  } | null
+}
+
+export type QuestionsQueryVariables = Exact<{
+  query?: InputMaybe<Scalars["String"]["input"]>
+}>
+
+export type QuestionsQuery = {
+  __typename?: "Query"
+  questions?: {
+    __typename?: "QuestionsPayload"
+    questions?: Array<{
+      __typename?: "Question"
+      id: string
+      docId: string
+      categoryMajor?: string | null
+      categoryMedium?: string | null
+      categoryMinor?: string | null
+      question: string
+    }> | null
+  } | null
+}
+
+export const GenerateSummaryDocument = {
+  kind: "Document",
+  definitions: [
+    {
+      kind: "OperationDefinition",
+      operation: "subscription",
+      name: { kind: "Name", value: "generateSummary" },
+      variableDefinitions: [
+        {
+          kind: "VariableDefinition",
+          variable: {
+            kind: "Variable",
+            name: { kind: "Name", value: "query" },
+          },
+          type: {
+            kind: "NonNullType",
+            type: {
+              kind: "NamedType",
+              name: { kind: "Name", value: "String" },
+            },
+          },
+        },
+        {
+          kind: "VariableDefinition",
+          variable: {
+            kind: "Variable",
+            name: { kind: "Name", value: "docIds" },
+          },
+          type: {
+            kind: "NonNullType",
+            type: {
+              kind: "ListType",
+              type: {
+                kind: "NonNullType",
+                type: {
+                  kind: "NamedType",
+                  name: { kind: "Name", value: "String" },
+                },
+              },
+            },
+          },
+        },
+      ],
+      selectionSet: {
+        kind: "SelectionSet",
+        selections: [
+          {
+            kind: "Field",
+            name: { kind: "Name", value: "generateSummary" },
+            arguments: [
+              {
+                kind: "Argument",
+                name: { kind: "Name", value: "query" },
+                value: {
+                  kind: "Variable",
+                  name: { kind: "Name", value: "query" },
+                },
+              },
+              {
+                kind: "Argument",
+                name: { kind: "Name", value: "docIds" },
+                value: {
+                  kind: "Variable",
+                  name: { kind: "Name", value: "docIds" },
+                },
+              },
+            ],
+            selectionSet: {
+              kind: "SelectionSet",
+              selections: [
+                { kind: "Field", name: { kind: "Name", value: "summary" } },
+              ],
+            },
+          },
+        ],
+      },
+    },
+  ],
+} as unknown as DocumentNode<
+  GenerateSummarySubscription,
+  GenerateSummarySubscriptionVariables
+>
+export const AnswersDocument = {
+  kind: "Document",
+  definitions: [
+    {
+      kind: "OperationDefinition",
+      operation: "query",
+      name: { kind: "Name", value: "answers" },
+      variableDefinitions: [
+        {
+          kind: "VariableDefinition",
+          variable: {
+            kind: "Variable",
+            name: { kind: "Name", value: "query" },
+          },
+          type: { kind: "NamedType", name: { kind: "Name", value: "String" } },
+        },
+      ],
+      selectionSet: {
+        kind: "SelectionSet",
+        selections: [
+          {
+            kind: "Field",
+            name: { kind: "Name", value: "answers" },
+            arguments: [
+              {
+                kind: "Argument",
+                name: { kind: "Name", value: "query" },
+                value: {
+                  kind: "Variable",
+                  name: { kind: "Name", value: "query" },
+                },
+              },
+            ],
+            selectionSet: {
+              kind: "SelectionSet",
+              selections: [
+                {
+                  kind: "Field",
+                  name: { kind: "Name", value: "answers" },
+                  selectionSet: {
+                    kind: "SelectionSet",
+                    selections: [
+                      { kind: "Field", name: { kind: "Name", value: "id" } },
+                      { kind: "Field", name: { kind: "Name", value: "docId" } },
+                      {
+                        kind: "Field",
+                        name: { kind: "Name", value: "categoryMajor" },
+                      },
+                      {
+                        kind: "Field",
+                        name: { kind: "Name", value: "categoryMedium" },
+                      },
+                      {
+                        kind: "Field",
+                        name: { kind: "Name", value: "categoryMinor" },
+                      },
+                      {
+                        kind: "Field",
+                        name: { kind: "Name", value: "question" },
+                      },
+                      {
+                        kind: "Field",
+                        name: { kind: "Name", value: "answer" },
+                      },
+                      { kind: "Field", name: { kind: "Name", value: "score" } },
+                    ],
+                  },
+                },
+              ],
+            },
+          },
+        ],
+      },
+    },
+  ],
+} as unknown as DocumentNode<AnswersQuery, AnswersQueryVariables>
+export const QuestionsDocument = {
+  kind: "Document",
+  definitions: [
+    {
+      kind: "OperationDefinition",
+      operation: "query",
+      name: { kind: "Name", value: "questions" },
+      variableDefinitions: [
+        {
+          kind: "VariableDefinition",
+          variable: {
+            kind: "Variable",
+            name: { kind: "Name", value: "query" },
+          },
+          type: { kind: "NamedType", name: { kind: "Name", value: "String" } },
+        },
+      ],
+      selectionSet: {
+        kind: "SelectionSet",
+        selections: [
+          {
+            kind: "Field",
+            name: { kind: "Name", value: "questions" },
+            arguments: [
+              {
+                kind: "Argument",
+                name: { kind: "Name", value: "query" },
+                value: {
+                  kind: "Variable",
+                  name: { kind: "Name", value: "query" },
+                },
+              },
+            ],
+            selectionSet: {
+              kind: "SelectionSet",
+              selections: [
+                {
+                  kind: "Field",
+                  name: { kind: "Name", value: "questions" },
+                  selectionSet: {
+                    kind: "SelectionSet",
+                    selections: [
+                      { kind: "Field", name: { kind: "Name", value: "id" } },
+                      { kind: "Field", name: { kind: "Name", value: "docId" } },
+                      {
+                        kind: "Field",
+                        name: { kind: "Name", value: "categoryMajor" },
+                      },
+                      {
+                        kind: "Field",
+                        name: { kind: "Name", value: "categoryMedium" },
+                      },
+                      {
+                        kind: "Field",
+                        name: { kind: "Name", value: "categoryMinor" },
+                      },
+                      {
+                        kind: "Field",
+                        name: { kind: "Name", value: "question" },
+                      },
+                    ],
+                  },
+                },
+              ],
+            },
+          },
+        ],
+      },
+    },
+  ],
+} as unknown as DocumentNode<QuestionsQuery, QuestionsQueryVariables>
diff --git a/frontend/generated/index.ts b/frontend/generated/index.ts
new file mode 100644
index 0000000000000000000000000000000000000000..f2b0e1a9ae69a958178bae1694ff96b958847f58
--- /dev/null
+++ b/frontend/generated/index.ts
@@ -0,0 +1,2 @@
+export * from "./fragment-masking"
+export * from "./gql"
diff --git a/frontend/lib/urql.ts b/frontend/lib/urql.ts
new file mode 100644
index 0000000000000000000000000000000000000000..3236fb4cbaee1334cc61033bdf7b3a8449401dd0
--- /dev/null
+++ b/frontend/lib/urql.ts
@@ -0,0 +1,47 @@
+import { cacheExchange } from "@urql/exchange-graphcache"
+import {
+  type SubscribePayload,
+  createClient as createWSClient,
+} from "graphql-ws"
+import { Client, fetchExchange, ssrExchange, subscriptionExchange } from "urql"
+
+const isClientSide = typeof window !== "undefined"
+
+const ssr = ssrExchange({ isClient: isClientSide })
+
+let wsClient: ReturnType<typeof createWSClient>
+if (isClientSide) {
+  const protocol = window.location.protocol === "https:" ? "wss" : "ws"
+  const port = window.location.port ? `:${window.location.port}` : ""
+  wsClient = createWSClient({
+    url: `${protocol}://${window.location.hostname}${port}/ws/graphql`,
+  })
+}
+
+export const client = new Client({
+  url: "/graphql",
+  exchanges: [
+    cacheExchange({}),
+    ssr,
+    fetchExchange,
+    ...(isClientSide
+      ? [
+          subscriptionExchange({
+            forwardSubscription(operation) {
+              return {
+                subscribe: (sink) => {
+                  const dispose = wsClient.subscribe(
+                    operation as SubscribePayload,
+                    sink,
+                  )
+                  return {
+                    unsubscribe: dispose,
+                  }
+                },
+              }
+            },
+          }),
+        ]
+      : []),
+  ],
+})
diff --git a/frontend/lib/utils.ts b/frontend/lib/utils.ts
new file mode 100644
index 0000000000000000000000000000000000000000..d084ccade0d8b5bd77fd5174993bcef7b57644c9
--- /dev/null
+++ b/frontend/lib/utils.ts
@@ -0,0 +1,6 @@
+import { type ClassValue, clsx } from "clsx"
+import { twMerge } from "tailwind-merge"
+
+export function cn(...inputs: ClassValue[]) {
+  return twMerge(clsx(inputs))
+}
diff --git a/frontend/root.tsx b/frontend/root.tsx
new file mode 100644
index 0000000000000000000000000000000000000000..e62a07878939a001d6fb1c009553b85ee3a36d91
--- /dev/null
+++ b/frontend/root.tsx
@@ -0,0 +1,52 @@
+import type { LinksFunction } from "@remix-run/node"
+import {
+  Links,
+  Meta,
+  Outlet,
+  Scripts,
+  ScrollRestoration,
+} from "@remix-run/react"
+import { Loader2 } from "lucide-react"
+import { Provider } from "urql"
+import { client } from "~/lib/urql"
+import stylesheet from "~/tailwind.css?url"
+
+export const links: LinksFunction = () => [
+  { rel: "stylesheet", href: stylesheet },
+]
+
+export function Layout({ children }: { children: React.ReactNode }) {
+  return (
+    <html lang="ja">
+      <head>
+        <meta charSet="utf-8" />
+        <meta name="viewport" content="width=device-width, initial-scale=1" />
+        <Meta />
+        <Links />
+      </head>
+      <body>
+        {children}
+        <ScrollRestoration />
+        <Scripts />
+      </body>
+    </html>
+  )
+}
+
+export default function App() {
+  return (
+    <Provider value={client}>
+      <Outlet />
+    </Provider>
+  )
+}
+
+export function HydrateFallback() {
+  return (
+    <div className="flex h-screen">
+      <div className="m-auto">
+        <Loader2 className="text-4xl animate-spin" />
+      </div>
+    </div>
+  )
+}
diff --git a/frontend/routes/_index.tsx b/frontend/routes/_index.tsx
new file mode 100644
index 0000000000000000000000000000000000000000..0f6e250d4da55e39f7afc9c40887c2a8629cfa6a
--- /dev/null
+++ b/frontend/routes/_index.tsx
@@ -0,0 +1,17 @@
+import type { MetaFunction } from "@remix-run/node"
+import { QA } from "~/components/qa"
+
+export const meta: MetaFunction = () => {
+  return [
+    { title: "Govsearch" },
+    {
+      name: "description",
+      content:
+        "Instead of using a chatbot approach like Govbot, we tried to solve the problem with a search-based approach.",
+    },
+  ]
+}
+
+export default function Index() {
+  return <QA />
+}
diff --git a/frontend/tailwind.css b/frontend/tailwind.css
new file mode 100644
index 0000000000000000000000000000000000000000..4ef0baf87a50a55db6ada873116f72d72f4f5bfd
--- /dev/null
+++ b/frontend/tailwind.css
@@ -0,0 +1,76 @@
+@tailwind base;
+@tailwind components;
+@tailwind utilities;
+
+@layer base {
+  :root {
+    --background: 0 0% 100%;
+    --foreground: 222.2 84% 4.9%;
+
+    --card: 0 0% 100%;
+    --card-foreground: 222.2 84% 4.9%;
+
+    --popover: 0 0% 100%;
+    --popover-foreground: 222.2 84% 4.9%;
+
+    --primary: 222.2 47.4% 11.2%;
+    --primary-foreground: 210 40% 98%;
+
+    --secondary: 210 40% 96.1%;
+    --secondary-foreground: 222.2 47.4% 11.2%;
+
+    --muted: 210 40% 96.1%;
+    --muted-foreground: 215.4 16.3% 46.9%;
+
+    --accent: 210 40% 96.1%;
+    --accent-foreground: 222.2 47.4% 11.2%;
+
+    --destructive: 0 84.2% 60.2%;
+    --destructive-foreground: 210 40% 98%;
+
+    --border: 214.3 31.8% 91.4%;
+    --input: 214.3 31.8% 91.4%;
+    --ring: 222.2 84% 4.9%;
+
+    --radius: 0.5rem;
+  }
+
+  .dark {
+    --background: 222.2 84% 4.9%;
+    --foreground: 210 40% 98%;
+
+    --card: 222.2 84% 4.9%;
+    --card-foreground: 210 40% 98%;
+
+    --popover: 222.2 84% 4.9%;
+    --popover-foreground: 210 40% 98%;
+
+    --primary: 210 40% 98%;
+    --primary-foreground: 222.2 47.4% 11.2%;
+
+    --secondary: 217.2 32.6% 17.5%;
+    --secondary-foreground: 210 40% 98%;
+
+    --muted: 217.2 32.6% 17.5%;
+    --muted-foreground: 215 20.2% 65.1%;
+
+    --accent: 217.2 32.6% 17.5%;
+    --accent-foreground: 210 40% 98%;
+
+    --destructive: 0 62.8% 30.6%;
+    --destructive-foreground: 210 40% 98%;
+
+    --border: 217.2 32.6% 17.5%;
+    --input: 217.2 32.6% 17.5%;
+    --ring: 212.7 26.8% 83.9%;
+  }
+}
+
+@layer base {
+  * {
+    @apply border-border;
+  }
+  body {
+    @apply bg-background text-foreground;
+  }
+}
\ No newline at end of file
diff --git a/package-lock.json b/package-lock.json
new file mode 100644
index 0000000000000000000000000000000000000000..39c9bb2882926ed46ce906541ce02ea98686262b
--- /dev/null
+++ b/package-lock.json
@@ -0,0 +1,13712 @@
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+      "resolved": "https://registry.npmjs.org/y18n/-/y18n-5.0.8.tgz",
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+      "dev": true,
+      "engines": {
+        "node": ">=10"
+      }
+    },
+    "node_modules/yallist": {
+      "version": "3.1.1",
+      "resolved": "https://registry.npmjs.org/yallist/-/yallist-3.1.1.tgz",
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+      "dev": true
+    },
+    "node_modules/yaml": {
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+      "resolved": "https://registry.npmjs.org/yaml/-/yaml-2.4.1.tgz",
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+      "bin": {
+        "yaml": "bin.mjs"
+      },
+      "engines": {
+        "node": ">= 14"
+      }
+    },
+    "node_modules/yaml-ast-parser": {
+      "version": "0.0.43",
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+      "dev": true
+    },
+    "node_modules/yargs": {
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+      "resolved": "https://registry.npmjs.org/yargs/-/yargs-17.7.2.tgz",
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+      "dev": true,
+      "dependencies": {
+        "cliui": "^8.0.1",
+        "escalade": "^3.1.1",
+        "get-caller-file": "^2.0.5",
+        "require-directory": "^2.1.1",
+        "string-width": "^4.2.3",
+        "y18n": "^5.0.5",
+        "yargs-parser": "^21.1.1"
+      },
+      "engines": {
+        "node": ">=12"
+      }
+    },
+    "node_modules/yargs-parser": {
+      "version": "21.1.1",
+      "resolved": "https://registry.npmjs.org/yargs-parser/-/yargs-parser-21.1.1.tgz",
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+      "dev": true,
+      "engines": {
+        "node": ">=12"
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+    "node_modules/yargs/node_modules/ansi-regex": {
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+      "dev": true,
+      "dependencies": {
+        "emoji-regex": "^8.0.0",
+        "is-fullwidth-code-point": "^3.0.0",
+        "strip-ansi": "^6.0.1"
+      },
+      "engines": {
+        "node": ">=8"
+      }
+    },
+    "node_modules/yargs/node_modules/strip-ansi": {
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+      "dev": true,
+      "dependencies": {
+        "ansi-regex": "^5.0.1"
+      },
+      "engines": {
+        "node": ">=8"
+      }
+    },
+    "node_modules/yn": {
+      "version": "3.1.1",
+      "resolved": "https://registry.npmjs.org/yn/-/yn-3.1.1.tgz",
+      "integrity": "sha512-Ux4ygGWsu2c7isFWe8Yu1YluJmqVhxqK2cLXNQA5AcC3QfbGNpM7fu0Y8b/z16pXLnFxZYvWhd3fhBY9DLmC6Q==",
+      "devOptional": true,
+      "engines": {
+        "node": ">=6"
+      }
+    },
+    "node_modules/yocto-queue": {
+      "version": "0.1.0",
+      "resolved": "https://registry.npmjs.org/yocto-queue/-/yocto-queue-0.1.0.tgz",
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+      "dev": true,
+      "engines": {
+        "node": ">=10"
+      },
+      "funding": {
+        "url": "https://github.com/sponsors/sindresorhus"
+      }
+    },
+    "node_modules/zwitch": {
+      "version": "2.0.4",
+      "resolved": "https://registry.npmjs.org/zwitch/-/zwitch-2.0.4.tgz",
+      "integrity": "sha512-bXE4cR/kVZhKZX/RjPEflHaKVhUVl85noU3v6b8apfQEc1x4A+zBxjZ4lN8LqGd6WZ3dl98pY4o717VFmoPp+A==",
+      "dev": true,
+      "funding": {
+        "type": "github",
+        "url": "https://github.com/sponsors/wooorm"
+      }
+    }
+  }
+}
diff --git a/package.json b/package.json
new file mode 100644
index 0000000000000000000000000000000000000000..690a3746d7be93d916d5e68d88b0918cba480afa
--- /dev/null
+++ b/package.json
@@ -0,0 +1,54 @@
+{
+  "name": "govsearch",
+  "private": true,
+  "sideEffects": false,
+  "type": "module",
+  "scripts": {},
+  "dependencies": {
+    "@radix-ui/react-dialog": "1.0.5",
+    "@radix-ui/react-popover": "1.0.7",
+    "@radix-ui/react-scroll-area": "1.0.5",
+    "@radix-ui/react-separator": "1.0.3",
+    "@radix-ui/react-slot": "1.0.2",
+    "@radix-ui/react-tooltip": "1.0.7",
+    "@remix-run/node": "2.8.1",
+    "@remix-run/react": "2.8.1",
+    "@uidotdev/usehooks": "2.4.1",
+    "@urql/exchange-graphcache": "7.0.0",
+    "class-variance-authority": "0.7.0",
+    "clsx": "2.1.0",
+    "cmdk": "1.0.0",
+    "date-fns": "3.6.0",
+    "graphql": "16.8.1",
+    "graphql-ws": "5.16.0",
+    "lucide-react": "0.365.0",
+    "marked-react": "2.0.0",
+    "react": "18.2.0",
+    "react-dom": "18.2.0",
+    "react-resizable-panels": "2.0.16",
+    "tailwind-merge": "2.2.2",
+    "tailwindcss-animate": "1.0.7",
+    "urql": "4.0.7"
+  },
+  "devDependencies": {
+    "@biomejs/biome": "1.6.4",
+    "@graphql-codegen/cli": "5.0.2",
+    "@graphql-codegen/client-preset": "4.2.5",
+    "@graphql-codegen/introspection": "4.0.3",
+    "@parcel/watcher": "2.4.1",
+    "@remix-run/dev": "2.8.1",
+    "@tailwindcss/typography": "0.5.12",
+    "@types/react": "18.2.74",
+    "@types/react-dom": "18.2.24",
+    "autoprefixer": "10.4.19",
+    "postcss": "8.4.38",
+    "tailwindcss": "3.4.3",
+    "ts-node": "10.9.2",
+    "typescript": "5.4.4",
+    "vite": "5.2.8",
+    "vite-tsconfig-paths": "4.3.2"
+  },
+  "engines": {
+    "node": ">=20.0.0"
+  }
+}
diff --git a/postcss.config.js b/postcss.config.js
new file mode 100644
index 0000000000000000000000000000000000000000..2e7af2b7f1a6f391da1631d93968a9d487ba977d
--- /dev/null
+++ b/postcss.config.js
@@ -0,0 +1,6 @@
+export default {
+  plugins: {
+    tailwindcss: {},
+    autoprefixer: {},
+  },
+}
diff --git a/public/android-chrome-192x192.png b/public/android-chrome-192x192.png
new file mode 100644
index 0000000000000000000000000000000000000000..6fbf545cea97d3dc3d3c6c42de85b26e581c1150
Binary files /dev/null and b/public/android-chrome-192x192.png differ
diff --git a/public/android-chrome-512x512.png b/public/android-chrome-512x512.png
new file mode 100644
index 0000000000000000000000000000000000000000..545e9096fc4499dd8a032a48de6a8da6f0a2ea03
Binary files /dev/null and b/public/android-chrome-512x512.png differ
diff --git a/public/apple-touch-icon.png b/public/apple-touch-icon.png
new file mode 100644
index 0000000000000000000000000000000000000000..4dcb915f52ead3ff90fce433dc6c27d26a0bc80f
Binary files /dev/null and b/public/apple-touch-icon.png differ
diff --git a/public/favicon-16x16.png b/public/favicon-16x16.png
new file mode 100644
index 0000000000000000000000000000000000000000..4337264a0d524782ff78dcc2e92355311c2af557
Binary files /dev/null and b/public/favicon-16x16.png differ
diff --git a/public/favicon-32x32.png b/public/favicon-32x32.png
new file mode 100644
index 0000000000000000000000000000000000000000..5cbe52cc731c5512a11740b94a34cf4333b78902
Binary files /dev/null and b/public/favicon-32x32.png differ
diff --git a/public/favicon.ico b/public/favicon.ico
new file mode 100644
index 0000000000000000000000000000000000000000..5428bd7fb1e4111275e232856fec32996431ac82
Binary files /dev/null and b/public/favicon.ico differ
diff --git a/public/site.webmanifest b/public/site.webmanifest
new file mode 100644
index 0000000000000000000000000000000000000000..8ad5d99371d59ab2ecbfe38b0dfdbf8ebaa9a020
--- /dev/null
+++ b/public/site.webmanifest
@@ -0,0 +1,19 @@
+{
+    "name": "",
+    "short_name": "",
+    "icons": [
+       {
+          "src": "/android-chrome-192x192.png",
+          "sizes": "192x192",
+          "type": "image/png"
+       },
+       {
+          "src": "/android-chrome-512x512.png",
+          "sizes": "512x512",
+          "type": "image/png"
+        }
+    ],
+    "theme_color": "#FFFFFF",
+    "background_color": "#FFFFFF",
+    "display": "standalone"
+ }
diff --git a/pyproject.toml b/pyproject.toml
new file mode 100644
index 0000000000000000000000000000000000000000..3451a07a21ffb9ac82cb45e414493a872da82743
--- /dev/null
+++ b/pyproject.toml
@@ -0,0 +1,45 @@
+[project]
+name = "govsearch"
+version = "0.1.0"
+description = "Instead of using a chatbot approach like Govbot, we tried to solve the problem with a search-based approach."
+dependencies = [
+    "ariadne>=0.23.0",
+    "pyright>=1.1.357",
+    "uvicorn[standard]>=0.29.0",
+    "starlette>=0.37.2",
+    "gql-schema-codegen>=1.0.1",
+    "websockets>=12.0",
+    "openai>=1.16.0",
+    "pyvespa>=0.39.0",
+    "transformers>=4.39.3",
+    "torch>=2.2.2",
+    "onnx>=1.16.0",
+    "onnxruntime>=1.17.1",
+    "onnxcli>=0.2.1",
+    "optimum[exporters,onnxruntime]>=1.18.0",
+    "pydantic>=2.6.4",
+    "pydantic-settings>=2.2.1",
+    "structlog>=24.1.0",
+    "python-json-logger>=2.0.7",
+    "async-caches>=0.3.0",
+    "content-size-limit-asgi>=0.1.5",
+]
+readme = "README.md"
+requires-python = ">= 3.10"
+
+[build-system]
+requires = ["hatchling"]
+build-backend = "hatchling.build"
+
+[tool.rye]
+managed = true
+dev-dependencies = []
+
+[tool.hatch.metadata]
+allow-direct-references = true
+
+[tool.hatch.build.targets.wheel]
+packages = ["backend"]
+
+[tool.pyright]
+include = ["backend", "scripts"]
diff --git a/requirements-dev.lock b/requirements-dev.lock
new file mode 100644
index 0000000000000000000000000000000000000000..4de5cba61e9c467615f195f2ecfb25827a883271
--- /dev/null
+++ b/requirements-dev.lock
@@ -0,0 +1,306 @@
+# generated by rye
+# use `rye lock` or `rye sync` to update this lockfile
+#
+# last locked with the following flags:
+#   pre: false
+#   features: []
+#   all-features: false
+#   with-sources: false
+
+-e file:.
+aiohttp==3.9.3
+    # via datasets
+    # via fsspec
+    # via pyvespa
+aioredis==2.0.1
+    # via async-caches
+aiosignal==1.3.1
+    # via aiohttp
+annotated-types==0.6.0
+    # via pydantic
+anyio==4.3.0
+    # via httpx
+    # via openai
+    # via starlette
+    # via watchfiles
+argparse==1.4.0
+    # via gql-schema-codegen
+ariadne==0.23.0
+    # via govsearch
+async-caches==0.3.0
+    # via govsearch
+async-timeout==4.0.3
+    # via aiohttp
+    # via aioredis
+attrs==23.2.0
+    # via aiohttp
+    # via pytest
+certifi==2024.2.2
+    # via httpcore
+    # via httpx
+    # via requests
+cffi==1.16.0
+    # via cryptography
+charset-normalizer==3.3.2
+    # via requests
+click==8.1.7
+    # via uvicorn
+coloredlogs==15.0.1
+    # via onnxruntime
+    # via optimum
+content-size-limit-asgi==0.1.5
+    # via govsearch
+cryptography==42.0.5
+    # via pyvespa
+datasets==2.14.4
+    # via evaluate
+    # via optimum
+dill==0.3.7
+    # via datasets
+    # via evaluate
+    # via multiprocess
+distro==1.9.0
+    # via openai
+docker==7.0.0
+    # via pyvespa
+evaluate==0.4.1
+    # via optimum
+exceptiongroup==1.2.0
+    # via anyio
+filelock==3.13.3
+    # via huggingface-hub
+    # via torch
+    # via transformers
+flatbuffers==24.3.25
+    # via onnxruntime
+frozenlist==1.4.1
+    # via aiohttp
+    # via aiosignal
+fsspec==2024.3.1
+    # via datasets
+    # via evaluate
+    # via huggingface-hub
+    # via torch
+gql-schema-codegen==1.0.1
+    # via govsearch
+graphql-core==3.2.0
+    # via ariadne
+    # via gql-schema-codegen
+graphqlclient==0.2.4
+    # via gql-schema-codegen
+h11==0.14.0
+    # via httpcore
+    # via uvicorn
+httpcore==1.0.5
+    # via httpx
+httptools==0.6.1
+    # via uvicorn
+httpx==0.27.0
+    # via openai
+huggingface-hub==0.22.2
+    # via datasets
+    # via evaluate
+    # via optimum
+    # via timm
+    # via tokenizers
+    # via transformers
+humanfriendly==10.0
+    # via coloredlogs
+idna==3.6
+    # via anyio
+    # via httpx
+    # via requests
+    # via yarl
+iniconfig==2.0.0
+    # via pytest
+jinja2==3.1.3
+    # via pyvespa
+    # via torch
+markupsafe==2.1.5
+    # via jinja2
+mpmath==1.3.0
+    # via sympy
+multidict==6.0.5
+    # via aiohttp
+    # via yarl
+multiprocess==0.70.15
+    # via datasets
+    # via evaluate
+networkx==3.2.1
+    # via torch
+nodeenv==1.8.0
+    # via pyright
+numpy==1.26.4
+    # via datasets
+    # via evaluate
+    # via onnx
+    # via onnxruntime
+    # via optimum
+    # via pandas
+    # via pyarrow
+    # via torchvision
+    # via transformers
+onnx==1.16.0
+    # via govsearch
+    # via onnxcli
+    # via optimum
+onnxcli==0.2.1
+    # via govsearch
+onnxruntime==1.17.1
+    # via govsearch
+    # via optimum
+openai==1.16.0
+    # via govsearch
+optimum==1.18.0
+    # via govsearch
+packaging==24.0
+    # via datasets
+    # via docker
+    # via evaluate
+    # via huggingface-hub
+    # via onnxruntime
+    # via optimum
+    # via pytest
+    # via transformers
+pandas==2.2.1
+    # via datasets
+    # via evaluate
+    # via pyvespa
+pillow==10.3.0
+    # via torchvision
+pluggy==1.4.0
+    # via pytest
+protobuf==5.26.1
+    # via onnx
+    # via onnxruntime
+    # via optimum
+    # via transformers
+py==1.11.0
+    # via pytest
+pyarrow==15.0.2
+    # via datasets
+pycparser==2.22
+    # via cffi
+pydantic==2.6.4
+    # via govsearch
+    # via openai
+    # via pydantic-settings
+pydantic-core==2.16.3
+    # via pydantic
+pydantic-settings==2.2.1
+    # via govsearch
+pyright==1.1.357
+    # via govsearch
+pytest==7.1.1
+    # via gql-schema-codegen
+    # via pytest-snapshot
+pytest-snapshot==0.8.1
+    # via gql-schema-codegen
+python-dateutil==2.9.0.post0
+    # via pandas
+python-dotenv==1.0.1
+    # via pydantic-settings
+    # via uvicorn
+python-json-logger==2.0.7
+    # via govsearch
+pytz==2024.1
+    # via pandas
+pyvespa==0.39.0
+    # via govsearch
+pyyaml==6.0
+    # via datasets
+    # via gql-schema-codegen
+    # via huggingface-hub
+    # via timm
+    # via transformers
+    # via uvicorn
+regex==2023.12.25
+    # via transformers
+requests==2.31.0
+    # via datasets
+    # via docker
+    # via evaluate
+    # via huggingface-hub
+    # via pyvespa
+    # via responses
+    # via transformers
+responses==0.18.0
+    # via evaluate
+safetensors==0.4.2
+    # via timm
+    # via transformers
+sentencepiece==0.2.0
+    # via transformers
+setuptools==69.2.0
+    # via nodeenv
+six==1.16.0
+    # via graphqlclient
+    # via python-dateutil
+sniffio==1.3.1
+    # via anyio
+    # via httpx
+    # via openai
+starlette==0.37.2
+    # via ariadne
+    # via govsearch
+structlog==24.1.0
+    # via govsearch
+sympy==1.12
+    # via onnxruntime
+    # via optimum
+    # via torch
+tenacity==8.2.3
+    # via pyvespa
+timm==0.9.16
+    # via optimum
+tokenizers==0.15.2
+    # via transformers
+tomli==2.0.1
+    # via pytest
+torch==2.2.2
+    # via govsearch
+    # via optimum
+    # via timm
+    # via torchvision
+torchvision==0.17.2
+    # via timm
+tqdm==4.66.2
+    # via datasets
+    # via evaluate
+    # via huggingface-hub
+    # via openai
+    # via transformers
+transformers==4.39.3
+    # via govsearch
+    # via optimum
+typing-extensions==4.10.0
+    # via aioredis
+    # via anyio
+    # via ariadne
+    # via huggingface-hub
+    # via openai
+    # via pydantic
+    # via pydantic-core
+    # via pyvespa
+    # via torch
+    # via uvicorn
+tzdata==2024.1
+    # via pandas
+urllib3==2.2.1
+    # via docker
+    # via requests
+    # via responses
+uvicorn==0.29.0
+    # via govsearch
+uvloop==0.19.0
+    # via uvicorn
+watchfiles==0.21.0
+    # via uvicorn
+websockets==12.0
+    # via govsearch
+    # via uvicorn
+xxhash==3.4.1
+    # via datasets
+    # via evaluate
+yarl==1.9.4
+    # via aiohttp
diff --git a/requirements.lock b/requirements.lock
new file mode 100644
index 0000000000000000000000000000000000000000..4de5cba61e9c467615f195f2ecfb25827a883271
--- /dev/null
+++ b/requirements.lock
@@ -0,0 +1,306 @@
+# generated by rye
+# use `rye lock` or `rye sync` to update this lockfile
+#
+# last locked with the following flags:
+#   pre: false
+#   features: []
+#   all-features: false
+#   with-sources: false
+
+-e file:.
+aiohttp==3.9.3
+    # via datasets
+    # via fsspec
+    # via pyvespa
+aioredis==2.0.1
+    # via async-caches
+aiosignal==1.3.1
+    # via aiohttp
+annotated-types==0.6.0
+    # via pydantic
+anyio==4.3.0
+    # via httpx
+    # via openai
+    # via starlette
+    # via watchfiles
+argparse==1.4.0
+    # via gql-schema-codegen
+ariadne==0.23.0
+    # via govsearch
+async-caches==0.3.0
+    # via govsearch
+async-timeout==4.0.3
+    # via aiohttp
+    # via aioredis
+attrs==23.2.0
+    # via aiohttp
+    # via pytest
+certifi==2024.2.2
+    # via httpcore
+    # via httpx
+    # via requests
+cffi==1.16.0
+    # via cryptography
+charset-normalizer==3.3.2
+    # via requests
+click==8.1.7
+    # via uvicorn
+coloredlogs==15.0.1
+    # via onnxruntime
+    # via optimum
+content-size-limit-asgi==0.1.5
+    # via govsearch
+cryptography==42.0.5
+    # via pyvespa
+datasets==2.14.4
+    # via evaluate
+    # via optimum
+dill==0.3.7
+    # via datasets
+    # via evaluate
+    # via multiprocess
+distro==1.9.0
+    # via openai
+docker==7.0.0
+    # via pyvespa
+evaluate==0.4.1
+    # via optimum
+exceptiongroup==1.2.0
+    # via anyio
+filelock==3.13.3
+    # via huggingface-hub
+    # via torch
+    # via transformers
+flatbuffers==24.3.25
+    # via onnxruntime
+frozenlist==1.4.1
+    # via aiohttp
+    # via aiosignal
+fsspec==2024.3.1
+    # via datasets
+    # via evaluate
+    # via huggingface-hub
+    # via torch
+gql-schema-codegen==1.0.1
+    # via govsearch
+graphql-core==3.2.0
+    # via ariadne
+    # via gql-schema-codegen
+graphqlclient==0.2.4
+    # via gql-schema-codegen
+h11==0.14.0
+    # via httpcore
+    # via uvicorn
+httpcore==1.0.5
+    # via httpx
+httptools==0.6.1
+    # via uvicorn
+httpx==0.27.0
+    # via openai
+huggingface-hub==0.22.2
+    # via datasets
+    # via evaluate
+    # via optimum
+    # via timm
+    # via tokenizers
+    # via transformers
+humanfriendly==10.0
+    # via coloredlogs
+idna==3.6
+    # via anyio
+    # via httpx
+    # via requests
+    # via yarl
+iniconfig==2.0.0
+    # via pytest
+jinja2==3.1.3
+    # via pyvespa
+    # via torch
+markupsafe==2.1.5
+    # via jinja2
+mpmath==1.3.0
+    # via sympy
+multidict==6.0.5
+    # via aiohttp
+    # via yarl
+multiprocess==0.70.15
+    # via datasets
+    # via evaluate
+networkx==3.2.1
+    # via torch
+nodeenv==1.8.0
+    # via pyright
+numpy==1.26.4
+    # via datasets
+    # via evaluate
+    # via onnx
+    # via onnxruntime
+    # via optimum
+    # via pandas
+    # via pyarrow
+    # via torchvision
+    # via transformers
+onnx==1.16.0
+    # via govsearch
+    # via onnxcli
+    # via optimum
+onnxcli==0.2.1
+    # via govsearch
+onnxruntime==1.17.1
+    # via govsearch
+    # via optimum
+openai==1.16.0
+    # via govsearch
+optimum==1.18.0
+    # via govsearch
+packaging==24.0
+    # via datasets
+    # via docker
+    # via evaluate
+    # via huggingface-hub
+    # via onnxruntime
+    # via optimum
+    # via pytest
+    # via transformers
+pandas==2.2.1
+    # via datasets
+    # via evaluate
+    # via pyvespa
+pillow==10.3.0
+    # via torchvision
+pluggy==1.4.0
+    # via pytest
+protobuf==5.26.1
+    # via onnx
+    # via onnxruntime
+    # via optimum
+    # via transformers
+py==1.11.0
+    # via pytest
+pyarrow==15.0.2
+    # via datasets
+pycparser==2.22
+    # via cffi
+pydantic==2.6.4
+    # via govsearch
+    # via openai
+    # via pydantic-settings
+pydantic-core==2.16.3
+    # via pydantic
+pydantic-settings==2.2.1
+    # via govsearch
+pyright==1.1.357
+    # via govsearch
+pytest==7.1.1
+    # via gql-schema-codegen
+    # via pytest-snapshot
+pytest-snapshot==0.8.1
+    # via gql-schema-codegen
+python-dateutil==2.9.0.post0
+    # via pandas
+python-dotenv==1.0.1
+    # via pydantic-settings
+    # via uvicorn
+python-json-logger==2.0.7
+    # via govsearch
+pytz==2024.1
+    # via pandas
+pyvespa==0.39.0
+    # via govsearch
+pyyaml==6.0
+    # via datasets
+    # via gql-schema-codegen
+    # via huggingface-hub
+    # via timm
+    # via transformers
+    # via uvicorn
+regex==2023.12.25
+    # via transformers
+requests==2.31.0
+    # via datasets
+    # via docker
+    # via evaluate
+    # via huggingface-hub
+    # via pyvespa
+    # via responses
+    # via transformers
+responses==0.18.0
+    # via evaluate
+safetensors==0.4.2
+    # via timm
+    # via transformers
+sentencepiece==0.2.0
+    # via transformers
+setuptools==69.2.0
+    # via nodeenv
+six==1.16.0
+    # via graphqlclient
+    # via python-dateutil
+sniffio==1.3.1
+    # via anyio
+    # via httpx
+    # via openai
+starlette==0.37.2
+    # via ariadne
+    # via govsearch
+structlog==24.1.0
+    # via govsearch
+sympy==1.12
+    # via onnxruntime
+    # via optimum
+    # via torch
+tenacity==8.2.3
+    # via pyvespa
+timm==0.9.16
+    # via optimum
+tokenizers==0.15.2
+    # via transformers
+tomli==2.0.1
+    # via pytest
+torch==2.2.2
+    # via govsearch
+    # via optimum
+    # via timm
+    # via torchvision
+torchvision==0.17.2
+    # via timm
+tqdm==4.66.2
+    # via datasets
+    # via evaluate
+    # via huggingface-hub
+    # via openai
+    # via transformers
+transformers==4.39.3
+    # via govsearch
+    # via optimum
+typing-extensions==4.10.0
+    # via aioredis
+    # via anyio
+    # via ariadne
+    # via huggingface-hub
+    # via openai
+    # via pydantic
+    # via pydantic-core
+    # via pyvespa
+    # via torch
+    # via uvicorn
+tzdata==2024.1
+    # via pandas
+urllib3==2.2.1
+    # via docker
+    # via requests
+    # via responses
+uvicorn==0.29.0
+    # via govsearch
+uvloop==0.19.0
+    # via uvicorn
+watchfiles==0.21.0
+    # via uvicorn
+websockets==12.0
+    # via govsearch
+    # via uvicorn
+xxhash==3.4.1
+    # via datasets
+    # via evaluate
+yarl==1.9.4
+    # via aiohttp
diff --git a/schema/graphql_qa.graphql b/schema/graphql_qa.graphql
new file mode 100644
index 0000000000000000000000000000000000000000..aaab4d7a44dfd8ba5c2e3ffc718c88d6bd0c8452
--- /dev/null
+++ b/schema/graphql_qa.graphql
@@ -0,0 +1,43 @@
+type Query {
+  questions(query: String): QuestionsPayload
+  answers(query: String): AnswersPayload
+}
+
+type Subscription {
+  generateSummary(
+    query: String!
+    docIds: [String!]!
+  ): GenerateSummaryPayload
+}
+
+type AnswersPayload {
+  answers: [Answer!]
+}
+
+type QuestionsPayload {
+  questions: [Question!]
+}
+
+type GenerateSummaryPayload {
+  summary: String!
+}
+
+type Answer {
+  id: String!
+  docId: String!
+  categoryMajor: String
+  categoryMedium: String
+  categoryMinor: String
+  question: String!
+  answer: String!
+  score: Float
+}
+
+type Question {
+  id: String!
+  docId: String!
+  categoryMajor: String
+  categoryMedium: String
+  categoryMinor: String
+  question: String!
+}
diff --git a/scripts/.keep b/scripts/.keep
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/scripts/convert-csv-to-json.py b/scripts/convert-csv-to-json.py
new file mode 100755
index 0000000000000000000000000000000000000000..668b4d1c0cec2fae4cbc3c5992501f8ba03a013b
--- /dev/null
+++ b/scripts/convert-csv-to-json.py
@@ -0,0 +1,23 @@
+#!/usr/bin/env python
+
+import sys
+import pandas as pd
+
+df = pd.read_csv(sys.argv[1])
+
+df = df[df["ID"].notna()]
+assert isinstance(df, pd.DataFrame), "Narrowing down the type of df"
+
+df["id"] = df["ID"].apply(lambda x: f"id:govsearch:qa::{x}")
+df["fields"] = df.apply(
+    lambda row: {
+        "doc_id": row["ID"],
+        "category_major": row["大分類"],
+        "category_medium": row["中分類"],
+        "category_minor": row["小分類"],
+        "question": row["問い"],
+        "answer": row["回答"],
+    },
+    axis=1,
+)
+print(df[["id", "fields"]].to_json(orient="records", force_ascii=False, lines=True))
diff --git a/scripts/export-hf-model-from-hf.py b/scripts/export-hf-model-from-hf.py
new file mode 100755
index 0000000000000000000000000000000000000000..0c5690f09e552c83b36e568b971fdac011d3098c
--- /dev/null
+++ b/scripts/export-hf-model-from-hf.py
@@ -0,0 +1,55 @@
+#!/usr/bin/env python
+
+from transformers import AutoModel, AutoTokenizer
+import torch
+import argparse
+import os
+
+
+def export_model(model_id, output_dir):
+    if not os.path.exists(output_dir):
+        print(f"Output directory '{output_dir}' does not exist")
+        return
+
+    embedder = AutoModel.from_pretrained(model_id)
+    tokenizer = AutoTokenizer.from_pretrained(model_id)
+
+    input_names = ["input_ids", "attention_mask", "token_type_ids"]
+    output_names = ["last_hidden_state"]
+
+    input_ids = torch.ones(1, 32, dtype=torch.int64)
+    attention_mask = torch.ones(1, 32, dtype=torch.int64)
+    token_type_ids = torch.zeros(1, 32, dtype=torch.int64)
+    args = (input_ids, attention_mask, token_type_ids)
+
+    f = os.path.join(output_dir, "model.onnx")
+    print(f"Exporting onnx model to {f}")
+
+    torch.onnx.export(
+        embedder,
+        args=args,
+        f=f,
+        do_constant_folding=True,
+        input_names=input_names,
+        output_names=output_names,
+        dynamic_axes={
+            "input_ids": {0: "batch_size", 1: "dyn"},
+            "attention_mask": {0: "batch_size", 1: "dyn"},
+            "token_type_ids": {0: "batch_size", 1: "dyn"},
+            "last_hidden_state": {0: "batch_size", 1: "dyn"},
+        },
+        opset_version=14,
+    )
+    tokenizer.save_pretrained(output_dir)
+
+
+def main():
+    parser = argparse.ArgumentParser()
+    parser.add_argument("--hf_model", type=str, required=True)
+    parser.add_argument("--output_dir", type=str, required=True)
+    args = parser.parse_args()
+    export_model(args.hf_model, args.output_dir)
+
+
+if __name__ == "__main__":
+    main()
diff --git a/scripts/model-quantizer.py b/scripts/model-quantizer.py
new file mode 100755
index 0000000000000000000000000000000000000000..d391bbbdfa7348b4ce8e489464916b518c696d7e
--- /dev/null
+++ b/scripts/model-quantizer.py
@@ -0,0 +1,9 @@
+#!/usr/bin/env python
+
+import sys
+from pathlib import Path
+from transformers.convert_graph_to_onnx import quantize
+
+input_file = sys.argv[1]
+quantized_model_path = quantize(Path(input_file))
+quantized_model_path.replace(input_file)
diff --git a/scripts/start-container.sh b/scripts/start-container.sh
new file mode 100755
index 0000000000000000000000000000000000000000..b859b750874d813e138ec03db0c0f5bffca1664e
--- /dev/null
+++ b/scripts/start-container.sh
@@ -0,0 +1,22 @@
+#!/bin/bash
+
+set -eo pipefail
+
+trap cleanup TERM INT
+
+cleanup() {
+  /opt/vespa/bin/vespa-stop-configserver
+  /opt/vespa/bin/vespa-stop-services
+  exit $?
+}
+
+export VESPA_CONFIGSERVERS=$(hostname)
+/opt/vespa/bin/vespa-start-configserver
+/opt/vespa/bin/vespa-start-services
+
+FORMAT="${VESPA_LOG_FORMAT:-vespa}"
+/opt/vespa/bin/vespa-logfmt --follow --format "$FORMAT" ${VESPA_LOGFMT_ARGUMENTS} &
+(cd backend_vespa && vespa deploy --wait 300)
+/opt/vespa/bin/vespa feed - < data/000936301.jsonl
+
+rye run uvicorn backend:app --host 0.0.0.0 --port 7860
diff --git a/tailwind.config.ts b/tailwind.config.ts
new file mode 100644
index 0000000000000000000000000000000000000000..f8380edeadca6630da9125ec0fd195201f9aa7d6
--- /dev/null
+++ b/tailwind.config.ts
@@ -0,0 +1,75 @@
+import type { Config } from "tailwindcss"
+
+const config = {
+  darkMode: ["class"],
+  content: ["./frontend/**/*.{ts,tsx}"],
+  prefix: "",
+  theme: {
+    container: {
+      center: true,
+      padding: "2rem",
+      screens: {
+        "2xl": "1400px",
+      },
+    },
+    extend: {
+      colors: {
+        border: "hsl(var(--border))",
+        input: "hsl(var(--input))",
+        ring: "hsl(var(--ring))",
+        background: "hsl(var(--background))",
+        foreground: "hsl(var(--foreground))",
+        primary: {
+          DEFAULT: "hsl(var(--primary))",
+          foreground: "hsl(var(--primary-foreground))",
+        },
+        secondary: {
+          DEFAULT: "hsl(var(--secondary))",
+          foreground: "hsl(var(--secondary-foreground))",
+        },
+        destructive: {
+          DEFAULT: "hsl(var(--destructive))",
+          foreground: "hsl(var(--destructive-foreground))",
+        },
+        muted: {
+          DEFAULT: "hsl(var(--muted))",
+          foreground: "hsl(var(--muted-foreground))",
+        },
+        accent: {
+          DEFAULT: "hsl(var(--accent))",
+          foreground: "hsl(var(--accent-foreground))",
+        },
+        popover: {
+          DEFAULT: "hsl(var(--popover))",
+          foreground: "hsl(var(--popover-foreground))",
+        },
+        card: {
+          DEFAULT: "hsl(var(--card))",
+          foreground: "hsl(var(--card-foreground))",
+        },
+      },
+      borderRadius: {
+        lg: "var(--radius)",
+        md: "calc(var(--radius) - 2px)",
+        sm: "calc(var(--radius) - 4px)",
+      },
+      keyframes: {
+        "accordion-down": {
+          from: { height: "0" },
+          to: { height: "var(--radix-accordion-content-height)" },
+        },
+        "accordion-up": {
+          from: { height: "var(--radix-accordion-content-height)" },
+          to: { height: "0" },
+        },
+      },
+      animation: {
+        "accordion-down": "accordion-down 0.2s ease-out",
+        "accordion-up": "accordion-up 0.2s ease-out",
+      },
+    },
+  },
+  plugins: [require("tailwindcss-animate"), require("@tailwindcss/typography")],
+} satisfies Config
+
+export default config
diff --git a/tsconfig.json b/tsconfig.json
new file mode 100644
index 0000000000000000000000000000000000000000..e6c5e6310d34e882e340e052f123fa4536451a83
--- /dev/null
+++ b/tsconfig.json
@@ -0,0 +1,30 @@
+{
+  "compilerOptions": {
+    "allowJs": false,
+    "allowSyntheticDefaultImports": true,
+    "allowUnreachableCode": false,
+    "baseUrl": ".",
+    "esModuleInterop": true,
+    "experimentalDecorators": false,
+    "forceConsistentCasingInFileNames": true,
+    "incremental": true,
+    "isolatedModules": true,
+    "jsx": "react-jsx",
+    "lib": ["DOM", "DOM.Iterable", "ES2022"],
+    "module": "ESNext",
+    "moduleResolution": "Bundler",
+    "noEmit": true,
+    "noFallthroughCasesInSwitch": true,
+    "noImplicitAny": true,
+    "noUncheckedIndexedAccess": true,
+    "paths": {
+      "~/*": ["./frontend/*"]
+    },
+    "resolveJsonModule": true,
+    "skipLibCheck": false,
+    "strict": true,
+    "strictNullChecks": true,
+    "target": "ES2022"
+  },
+  "include": ["env.d.ts", "frontend/**/*.ts", "frontend/**/*.tsx"]
+}
diff --git a/tsconfig.scripts.json b/tsconfig.scripts.json
new file mode 100644
index 0000000000000000000000000000000000000000..7e8c5caba8666c4c036c950bdd5d82aa41327e08
--- /dev/null
+++ b/tsconfig.scripts.json
@@ -0,0 +1,29 @@
+{
+  "compilerOptions": {
+    "allowJs": false,
+    "allowSyntheticDefaultImports": true,
+    "allowUnreachableCode": false,
+    "baseUrl": ".",
+    "esModuleInterop": true,
+    "experimentalDecorators": false,
+    "forceConsistentCasingInFileNames": true,
+    "incremental": true,
+    "isolatedModules": true,
+    "lib": ["DOM", "DOM.Iterable", "ES2022"],
+    "module": "commonjs",
+    "moduleResolution": "Node",
+    "noEmit": true,
+    "noFallthroughCasesInSwitch": true,
+    "noImplicitAny": true,
+    "noUncheckedIndexedAccess": true,
+    "paths": {
+      "~/*": ["./scripts/*"]
+    },
+    "resolveJsonModule": true,
+    "skipLibCheck": false,
+    "strict": true,
+    "strictNullChecks": true,
+    "target": "ES2022"
+  },
+  "include": ["scripts/**/*.ts"]
+}
diff --git a/vite.config.ts b/vite.config.ts
new file mode 100644
index 0000000000000000000000000000000000000000..5dab2c6adb2fe704fee147c3bfe32b017bad5675
--- /dev/null
+++ b/vite.config.ts
@@ -0,0 +1,26 @@
+import { vitePlugin as remix } from "@remix-run/dev"
+import { defineConfig } from "vite"
+import tsconfigPaths from "vite-tsconfig-paths"
+
+export default defineConfig({
+  server: {
+    proxy: {
+      "/graphql": {
+        target: "http://localhost:7860",
+        changeOrigin: false,
+      },
+      "/ws/graphql": {
+        target: "ws://localhost:7860",
+        changeOrigin: false,
+        ws: true,
+      },
+    },
+  },
+  plugins: [
+    remix({
+      appDirectory: "frontend",
+      ssr: false,
+    }),
+    tsconfigPaths(),
+  ],
+})