#codatta

CZ 🔶 BNB @cz_binance

Sunday builder idea: AI Judge Companion Train an AI on written laws and past cases. Then use AI to make judgment recommendations on every public case. Laws are public documents. Most court documents are public, including precedent cases, claimant and defendant submissions, court transcripts and final verdict, as well as social sentiment (future version). While human decisions can be affected by mood, hunger (before or after lunch), personal opinions or political bias, etc, an AI should, in theory, be more objective. I don’t expect any country to adopt this soon. Also not saying AI judges will be “better”. It depends a lot on how well it is trained. But it could be a handy tool for judges, lawyers, and normal people involved in a case. Probably also interesting to watch, feed into prediction markets, etc. Don’t think it is a lot of work to build. Happy to fund a good one.

Alibaba Cloud @alibaba_cloud

Excited to work with @codatta_io to enable human-in-the-loop AI development — blending @Alibaba_Qwen models, contributor networks, and full-stack AI infra on Alibaba Cloud. Empowering the global community to shape the future of AI.

Codatta @codatta_io

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Codatta @codatta_io

Important insight! This proposes a new and still unnamed but highly promising LLM learning paradigm—tentatively called System Prompt Learning. It emphasizes the role of explicit procedural strategies, forming a hybrid between weight-based memory and external memory. Some existing work is heading in this direction: ReAct, CoT, and ToT involve explicit strategy generation; AutoGPT and MemGPT include explicit memory updates. But there’s no unified System Prompt Learning framework yet. The real challenge: how to make system prompts learnable, traceable, and optimizable.

Codatta @codatta_io

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Codatta @codatta_io

🔥 Season 2: Physics Frontier Challenge is in full swing! The community is growing fast — 3,770 participants are already contributing to AI’s toughest knowledge gaps in Physics, Visual Perception & Finance. 💡 Highlights so far: ✅High-difficulty physics questions submitted & verified 💎Diamond leaderboard stacking up as users compete across Frontiers 🫡Thousands of insights helping improve LLM reasoning Don’t miss your chance to contribute & earn rewards! 👉 Join now: #Codatta #Airdrop #PhysicsFrontier #Airdrop #Data

Binance Wallet @BinanceWallet

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