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_**Arize AI + Phoenix OSS**_
Arize is an AI engineering platform focused on testing, evaluation and observability. It helps engineers develop, evaluate, and observe AI applications and agents.
## Building AI Agents and Applications with Arize AI
Arize has both enterprise and open source projects to support this goal:
* Arize AX and Enterprise: AI engineering platform spanning development to production, featuring an AI Copilot
* [Phoenix](https://github.com/Arize-ai/phoenix): open-source library for LLM evaluation, tracing, and prompt management
* [OpenInference](https://github.com/Arize-ai/openinference): an open-source instrumentation package to trace LLM applications across models and frameworks
## Arize AI and Hugging Face
Both Arize AI and Phoenix partner with Hugging Face to accelerate the reliable deployment of AI agents and systems.
* Learn how to use Phoenix with the SmolagentsInstrumentor to [trace smolagents](https://docs.arize.com/phoenix/tracing/integrations-tracing/hfsmolagents) by Hugging Face
* Learn how to [set up a Phoenix observability dashboard on Hugging Face Spaces](https://huggingface.co/learn/cookbook/en/phoenix_observability_on_hf_spaces) for LLM application tracing
## Helpful Tools and Learning Resources
Keep up-to-date with the latest frameworks, research and best practices in generative AI:
<div class="grid lg:grid-cols-2 gap-x-4 gap-y-7 p2">
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<p>Open Source Observability</p>
<ul class="social">
<li><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512" class="icon"><!--!Font Awesome Free 6.7.1 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free Copyright 2024 Fonticons, Inc.--><path fill="currentColor" d="M448 96c0-35.3-28.7-64-64-64H64C28.7 32 0 60.7 0 96V416c0 35.3 28.7 64 64 64H384c35.3 0 64-28.7 64-64V96zM265.8 407.7c0-1.8 0-6 .1-11.6c.1-11.4 .1-28.8 .1-43.7c0-15.6-5.2-25.5-11.3-30.7c37-4.1 76-9.2 76-73.1c0-18.2-6.5-27.3-17.1-39c1.7-4.3 7.4-22-1.7-45c-13.9-4.3-45.7 17.9-45.7 17.9c-13.2-3.7-27.5-5.6-41.6-5.6s-28.4 1.9-41.6 5.6c0 0-31.8-22.2-45.7-17.9c-9.1 22.9-3.5 40.6-1.7 45c-10.6 11.7-15.6 20.8-15.6 39c0 63.6 37.3 69 74.3 73.1c-4.8 4.3-9.1 11.7-10.6 22.3c-9.5 4.3-33.8 11.7-48.3-13.9c-9.1-15.8-25.5-17.1-25.5-17.1c-16.2-.2-1.1 10.2-1.1 10.2c10.8 5 18.4 24.2 18.4 24.2c9.7 29.7 56.1 19.7 56.1 19.7c0 9 .1 21.7 .1 30.6c0 4.8 .1 8.6 .1 10c0 4.3-3 9.5-11.5 8C106 393.6 59.8 330.8 59.8 257.4c0-91.8 70.2-161.5 162-161.5s166.2 69.7 166.2 161.5c.1 73.4-44.7 136.3-110.7 158.3c-8.4 1.5-11.5-3.7-11.5-8zm-90.5-54.8c-.2-1.5 1.1-2.8 3-3.2c1.9-.2 3.7 .6 3.9 1.9c.3 1.3-1 2.6-3 3c-1.9 .4-3.7-.4-3.9-1.7zm-9.1 3.2c-2.2 .2-3.7-.9-3.7-2.4c0-1.3 1.5-2.4 3.5-2.4c1.9-.2 3.7 .9 3.7 2.4c0 1.3-1.5 2.4-3.5 2.4zm-14.3-2.2c-1.9-.4-3.2-1.9-2.8-3.2s2.4-1.9 4.1-1.5c2 .6 3.3 2.1 2.8 3.4c-.4 1.3-2.4 1.9-4.1 1.3zm-12.5-7.3c-1.5-1.3-1.9-3.2-.9-4.1c.9-1.1 2.8-.9 4.3 .6c1.3 1.3 1.8 3.3 .9 4.1c-.9 1.1-2.8 .9-4.3-.6zm-8.5-10c-1.1-1.5-1.1-3.2 0-3.9c1.1-.9 2.8-.2 3.7 1.3c1.1 1.5 1.1 3.3 0 4.1c-.9 .6-2.6 0-3.7-1.5zm-6.3-8.8c-1.1-1.3-1.3-2.8-.4-3.5c.9-.9 2.4-.4 3.5 .6c1.1 1.3 1.3 2.8 .4 3.5c-.9 .9-2.4 .4-3.5-.6zm-6-6.4c-1.3-.6-1.9-1.7-1.5-2.6c.4-.6 1.5-.9 2.8-.4c1.3 .7 1.9 1.8 1.5 2.6c-.4 .9-1.7 1.1-2.8 .4z"/></svg><a href="https://github.com/Arize-ai/phoenix">Phoenix on GitHub</a></li>
<li><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512" class="icon"><!--!Font Awesome Free 6.7.1 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free Copyright 2024 Fonticons, Inc.--><path fill="currentColor" d="M448 96c0-35.3-28.7-64-64-64H64C28.7 32 0 60.7 0 96V416c0 35.3 28.7 64 64 64H384c35.3 0 64-28.7 64-64V96zM265.8 407.7c0-1.8 0-6 .1-11.6c.1-11.4 .1-28.8 .1-43.7c0-15.6-5.2-25.5-11.3-30.7c37-4.1 76-9.2 76-73.1c0-18.2-6.5-27.3-17.1-39c1.7-4.3 7.4-22-1.7-45c-13.9-4.3-45.7 17.9-45.7 17.9c-13.2-3.7-27.5-5.6-41.6-5.6s-28.4 1.9-41.6 5.6c0 0-31.8-22.2-45.7-17.9c-9.1 22.9-3.5 40.6-1.7 45c-10.6 11.7-15.6 20.8-15.6 39c0 63.6 37.3 69 74.3 73.1c-4.8 4.3-9.1 11.7-10.6 22.3c-9.5 4.3-33.8 11.7-48.3-13.9c-9.1-15.8-25.5-17.1-25.5-17.1c-16.2-.2-1.1 10.2-1.1 10.2c10.8 5 18.4 24.2 18.4 24.2c9.7 29.7 56.1 19.7 56.1 19.7c0 9 .1 21.7 .1 30.6c0 4.8 .1 8.6 .1 10c0 4.3-3 9.5-11.5 8C106 393.6 59.8 330.8 59.8 257.4c0-91.8 70.2-161.5 162-161.5s166.2 69.7 166.2 161.5c.1 73.4-44.7 136.3-110.7 158.3c-8.4 1.5-11.5-3.7-11.5-8zm-90.5-54.8c-.2-1.5 1.1-2.8 3-3.2c1.9-.2 3.7 .6 3.9 1.9c.3 1.3-1 2.6-3 3c-1.9 .4-3.7-.4-3.9-1.7zm-9.1 3.2c-2.2 .2-3.7-.9-3.7-2.4c0-1.3 1.5-2.4 3.5-2.4c1.9-.2 3.7 .9 3.7 2.4c0 1.3-1.5 2.4-3.5 2.4zm-14.3-2.2c-1.9-.4-3.2-1.9-2.8-3.2s2.4-1.9 4.1-1.5c2 .6 3.3 2.1 2.8 3.4c-.4 1.3-2.4 1.9-4.1 1.3zm-12.5-7.3c-1.5-1.3-1.9-3.2-.9-4.1c.9-1.1 2.8-.9 4.3 .6c1.3 1.3 1.8 3.3 .9 4.1c-.9 1.1-2.8 .9-4.3-.6zm-8.5-10c-1.1-1.5-1.1-3.2 0-3.9c1.1-.9 2.8-.2 3.7 1.3c1.1 1.5 1.1 3.3 0 4.1c-.9 .6-2.6 0-3.7-1.5zm-6.3-8.8c-1.1-1.3-1.3-2.8-.4-3.5c.9-.9 2.4-.4 3.5 .6c1.1 1.3 1.3 2.8 .4 3.5c-.9 .9-2.4 .4-3.5-.6zm-6-6.4c-1.3-.6-1.9-1.7-1.5-2.6c.4-.6 1.5-.9 2.8-.4c1.3 .7 1.9 1.8 1.5 2.6c-.4 .9-1.7 1.1-2.8 .4z"/></svg><a href="https://github.com/Arize-ai/openinference">OpenInference on GitHub</a></li>
<li><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512" class="icon"><!--!Font Awesome Free 6.7.1 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free Copyright 2024 Fonticons, Inc.--><path fill="currentColor" d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3zM135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5zm282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9V416z"/></svg><a href="https://www.linkedin.com/company/awsopen?trk=7fea374c-7e13-450b-aa3c-ea12cd62d01b&sc_channel=el">Arize AI on LinkedIn</a></li>
</ul>
</div>
<div class="col-span-1 p2">
<p>Learning Resources</p>
<ul class="social">
<li><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 640 512" class="icon"><!--!Font Awesome Free 6.7.1 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free Copyright 2024 Fonticons, Inc.--><path fill="currentColor" d="M175 389.4c-9.8 16-15 34.3-15 53.1c-10 3.5-20.8 5.5-32 5.5c-53 0-96-43-96-96L32 64C14.3 64 0 49.7 0 32S14.3 0 32 0L96 0l64 0 64 0c17.7 0 32 14.3 32 32s-14.3 32-32 32l0 245.9-49 79.6zM96 64l0 96 64 0 0-96L96 64zM352 0L480 0l32 0c17.7 0 32 14.3 32 32s-14.3 32-32 32l0 150.9L629.7 406.2c6.7 10.9 10.3 23.5 10.3 36.4c0 38.3-31.1 69.4-69.4 69.4l-309.2 0c-38.3 0-69.4-31.1-69.4-69.4c0-12.8 3.6-25.4 10.3-36.4L320 214.9 320 64c-17.7 0-32-14.3-32-32s14.3-32 32-32l32 0zm32 64l0 160c0 5.9-1.6 11.7-4.7 16.8L330.5 320l171 0-48.8-79.2c-3.1-5-4.7-10.8-4.7-16.8l0-160-64 0z"/></svg><a href="https://arize.com/ai-research-papers/">AI Research Papers</a></li>
<li><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 640 512" class="icon"><!--!Font Awesome Free 6.7.1 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free Copyright 2024 Fonticons, Inc.--><path fill="currentColor" d="M175 389.4c-9.8 16-15 34.3-15 53.1c-10 3.5-20.8 5.5-32 5.5c-53 0-96-43-96-96L32 64C14.3 64 0 49.7 0 32S14.3 0 32 0L96 0l64 0 64 0c17.7 0 32 14.3 32 32s-14.3 32-32 32l0 245.9-49 79.6zM96 64l0 96 64 0 0-96L96 64zM352 0L480 0l32 0c17.7 0 32 14.3 32 32s-14.3 32-32 32l0 150.9L629.7 406.2c6.7 10.9 10.3 23.5 10.3 36.4c0 38.3-31.1 69.4-69.4 69.4l-309.2 0c-38.3 0-69.4-31.1-69.4-69.4c0-12.8 3.6-25.4 10.3-36.4L320 214.9 320 64c-17.7 0-32-14.3-32-32s14.3-32 32-32l32 0zm32 64l0 160c0 5.9-1.6 11.7-4.7 16.8L330.5 320l171 0-48.8-79.2c-3.1-5-4.7-10.8-4.7-16.8l0-160-64 0z"/></svg><a href="https://arize.com/ai-agents/agent-evaluation/">AI Agent Evaluation</a></li>
<li><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 640 512" class="icon"><!--!Font Awesome Free 6.7.1 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free Copyright 2024 Fonticons, Inc.--><path fill="currentColor" d="M175 389.4c-9.8 16-15 34.3-15 53.1c-10 3.5-20.8 5.5-32 5.5c-53 0-96-43-96-96L32 64C14.3 64 0 49.7 0 32S14.3 0 32 0L96 0l64 0 64 0c17.7 0 32 14.3 32 32s-14.3 32-32 32l0 245.9-49 79.6zM96 64l0 96 64 0 0-96L96 64zM352 0L480 0l32 0c17.7 0 32 14.3 32 32s-14.3 32-32 32l0 150.9L629.7 406.2c6.7 10.9 10.3 23.5 10.3 36.4c0 38.3-31.1 69.4-69.4 69.4l-309.2 0c-38.3 0-69.4-31.1-69.4-69.4c0-12.8 3.6-25.4 10.3-36.4L320 214.9 320 64c-17.7 0-32-14.3-32-32s14.3-32 32-32l32 0zm32 64l0 160c0 5.9-1.6 11.7-4.7 16.8L330.5 320l171 0-48.8-79.2c-3.1-5-4.7-10.8-4.7-16.8l0-160-64 0z"/></svg><a href="https://arize.com/llm-evaluation/">LLM Evaluation and Metrics</a></li>
</ul>
</div>
Happy building and feel free to reach out! 🎉🚀
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