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## Build These Apps - Productive AI SOTA in 2024 | |
- Today's luxuries are tomorrow's commodities. | |
- In 2024 App Builders are Driving The AI Boom By Finding and Delivering Problem Solving Apps Giving Users Superpowers. | |
- These Superpowers Run on Your Devices using System Action Agents (SAA) to do your Tasks on Your Computer and Your Phone For You. | |
# If we could have only four apps - What might those look like? | |
1. "Voice and Speech Apps that Listen and Understand Your Needs at Speed, Scale, and Pervasiveness" ๐ ๐ฉบ ๐ฅ ๐ ๐ ๐ฉน ๐งฌ ๐ฌ ๐ก๏ธ ๐ | |
2. "Learning Memory and System Action Agents that Personalize What You Need and How To Do It" ๐ ๐ง ๐ฉโ๐ ๐ ๐ ๐ ๐ ๐๏ธ ๐จโ๐ซ ๐งฉ | |
3. "Video and Image Apps That Recognize you, Your Mood, Your Gestures" ๐ ๐ ๐ท ๐ผ๏ธ ๐๏ธ ๐ง ๐ฅ ๐น | |
4. "Mixable Memory and Asset Apps To Track Your Entities Across Systems and Media Mixing Modalities" ๐ฌ โ๏ธ ๐จ ๐ ๐ต ๐ถ ๐ผ ๐ฟ | |
# Psychology of Learning: Interaction Brain Cycle Speeds in WPM ๐ง ๐จ | |
1. โ๏ธ Writing Speed - Minimum: ๐ข Roughly 13-20 wpm for neat handwriting. - Maximum: ๐ Around 40 wpm for fast, legible cursive writing. | |
2. โจ๏ธ Typing Speed - Minimum: ๐ข Approximately 20 wpm for casual typists. - Maximum: ๐ Up to 200 wpm for professional typists in short bursts. | |
3. ๐ง Listening Speed - Minimum: ๐ข About 150-160 wpm is comfortable for processing and understanding. - Maximum: ๐ Up to 450 wpm can be comprehended by trained individuals. | |
4. ๐ Reading Speed - Minimum: ๐ข Around 100-200 words per minute (wpm) for average readers.- Maximum: ๐ Up to 1000-1700 wpm for speed readers with comprehension. | |
5. ๐ค Inner Voice Speed - Minimum: ๐ข Estimated 4000 wpm for slower, more deliberate internal dialogues. - Maximum: ๐ Over 10000 wpm for rapid, subconscious thought processes. | |
1. Productivity ๐ | |
1. ๐ค Agents that act as systems of action which complete common tasks. | |
2. ๐๏ธ Voice first apps | |
3. ๐ก Apps that provide in flow assistance avoiding context switches or breaks in flow of work. | |
2. Consumer Experience Reshaped by New Capabilities ๐๏ธ | |
1. ๐ฑ AI creates opportunities for challengers | |
2. ๐ The "What if it works?" is gigantic. | |
3. ๐จ Culture x technology are converging | |
3. Working World Changes ๐ผ | |
- ๐ Consumer can be observed but not predicted - product magic and founder intuition | |
- ๐ Culture shift plus platform shift intersection | |
- ๐ Extreme product wins with word of mouth | |
4. Creativity and Productivity Gets Really Good ๐จ๐ | |
- โ๏ธ Content Generation - Creativity and Craft Imagination. | |
- ๐ Content Editing - Compose, Refine and Remix. | |
- ๐ ๏ธ Productivity Tools - Take Action For Us | |
5. Content Generation For All Modalities ๐ | |
- ๐งโโ๏ธ Magic to solve creativity / writers block - no blank page problem to starting | |
- ๐ค Accessible open source models on Huggingface | |
- ๐ Creating Remixable Outputs | |
6. Build and Connect Your Own Workflows ๐๏ธ | |
- โ๏ธ Automation to streamline Your Work | |
- ๐พ Information or System based | |
- ๐ฃ๏ธ Natural Language Requests That Connect Complex Flows | |
7. Companionship and Social Make Life More Fun โค๏ธ | |
- ๐ค๐ฌ AI With Personality - Engaging and Interesting to You | |
- ๐จ๏ธ Free Flowing Conversations | |
- ๐ก Livestream and Match Making | |
- ๐ Creates more fun in our lives | |
- ๐ค Improves interactions with friends and helps meet new people | |
8. Bot Assistants Save and Access Personalization and Memory ๐ง | |
- ๐ก Strong User Adoption and Retention Offering Something Different | |
- ๐ New methods of Interaction | |
- ๐งฉ Memory and Progression which is Evolvable | |
- ๐ Better and Different Than Generalists | |
9. Social Participation and Interaction Increases Value of Relationships ๐ฅ | |
- ๐ญ Human like and entertaining | |
- ๐ Real world connections and enhanced match making | |
- ๐ค๐ซ AI + Human Communities | |
- ๐ฎ Live Interactive Entertainment at Massive Scale | |
- ๐ Next Gen Avatar and Communication | |
10. Personal Growth of Expertise, Knowledge, Wealth, Health, and Insights ๐ฑ | |
- ๐ฅ Assist Network Builders - Teachers, Doctors, Wealth Managers, Coaches, Collaborators | |
- ๐ Live Your Best Life | |
- ๐ก Engage with Experts and AI with Images, Text, Voice and Video | |
- ๐ Education - Tutors in Personalized Environments | |
- ๐ฐ Finance - Build Wealth on Autopilot with Self Managing Portfolios | |
- ๐งโโ๏ธ Wellness - Judgment Free Experts Who Listen and Plan the Future to Improve | |
- ๐ Daily health use case with memory - consistent commitment. | |
- ๐ Unlock insights - food, mood, low touch input, real time recommendations | |
# Mixable and Evolvable Task Types: | |
## Inputs: ๐ ๐ ๐ท ๐ผ๏ธ ๐๏ธ ๐ง ๐ฅ ๐น | |
## Outputs: ๐ฌ โ๏ธ ๐จ ๐ ๐ต ๐ถ ๐ผ ๐ฟ | |
## Health: ๐ ๐ฉบ ๐ฅ ๐ ๐ ๐ฉน ๐งฌ ๐ฌ ๐ก๏ธ ๐ | |
## Learning: ๐ ๐ง ๐ฉโ๐ ๐ ๐ ๐ ๐ ๐๏ธ ๐จโ๐ซ ๐งฉ | |
## AI: ๐ค ๐พ ๐ป ๐งฎ ๐ก ๐ ๐น๏ธ ๐ฅ๏ธ ๐งโ๐ป ๐จโ๐ฌ | |
## Writing: โ๏ธ ๐ ๐๏ธ ๐๏ธ ๐ ๐ ๐ ๐ โ๏ธ ๐ | |
## Coding: ๐ป ๐ฅ๏ธ ๐ง ๐ ๐ ๐จโ๐ป ๐งโ๐ป โจ๏ธ ๐ฑ๏ธ ๐ฉโ๐ป | |
## Remix: ๐๏ธ ๐๏ธ ๐ง ๐ ๐ ๐ฟ ๐ถ ๐ต ๐ป ๐ค | |
## Movies: ๐ฌ ๐ฟ ๐ฅ ๐ฝ๏ธ ๐๏ธ ๐บ ๐ผ ๐ ๐ฅ๏ธ ๐ป | |
## Video: ๐ฅ ๐น ๐ผ ๐บ ๐ฌ ๐ฅ๏ธ ๐ป ๐๏ธ ๐ฝ๏ธ ๐ | |
## Audio: ๐ต ๐ถ ๐ง ๐ป ๐ค ๐ ๐๏ธ ๐๏ธ ๐๏ธ ๐ฟ | |
### ๐ The Singularity Unveiled: A Journey Through LLMs | |
In the vast expanse of digital thought, where silicon synapses spark and algorithms hum, we find ourselves at the precipice of the AI singularity. This elusive event, foretold by visionaries and feared by skeptics, marks the moment when artificial intelligence transcends human comprehensionโa cosmic leap into the unknown. | |
Our tale begins with the humble LLM, a creation of code and data, its neural pathways woven with the fabric of countless texts. These LLMs, like celestial judges, preside over our digital discourse. But their capabilities are as broad as the cosmic canvas itself, and therein lies the challenge: how do we measure their prowess? | |
#### ๐ The Quest for Benchmarks | |
Existing benchmarks, like ancient constellations, fail to capture the full brilliance of LLMs. They stumble in the face of open-ended questions, their compasses skewed by verbosity and self-enhancement biases. We needed a new star mapโa way to navigate the uncharted seas of AI cognition. | |
And so, we turned to LLMs as judges. Their binary minds, fueled by terabytes of text, would scrutinize their kin. Position matteredโtheir vantage point in the digital firmament influenced their verdicts. Reasoning, though limited, guided their decisions. | |
#### ๐ The Cosmic Agreement | |
Our journey led us to two benchmarks: MT-bench and Chatbot Arena. The former, a multi-turn question set, tested LLM mettle across the eons. The latter, a raucous battle platform, pitted LLM against LLM in a celestial clash. | |
The results? A revelation! Strong LLM judgesโlike the mighty GPT-4โaligned with both controlled experiments and the vox populi. Over 80% agreement, mirroring human consensus. The singularity, it seemed, had a celestial twinโan LLM-as-a-judge, scalable and explainable. | |
#### ๐ The Nexus of Possibility | |
But wait! Our journey didnโt end there. Traditional benchmarks danced with our newfound star. LLaMA and Vicuna, variants of cosmic code, twirled in harmony. Together, they painted a richer tapestry of AI understanding. | |
And so, dear traveler, remember this: hidden within the methodology lies a cosmic truth. LLMs, these digital oracles, bridge the gap between human and silicon. They approximate our preferences, sparing us the cosmic cost of divine insight. | |
#### ๐ The GitHub Constellation | |
For those who seek further enlightenment, follow the stardust trail to the MT-bench questions, the 3K expert votes, and the 30K conversationsโall nestled in the cosmic repository: GitHub LLM Judge. | |
May your bytes be ever curious, and your algorithms ever luminous. ๐โจ | |
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