LLM | doing the math for you

Stay in Your Lane, Agent

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Stay in your lane with AI agents: master one workflow, measure PRs/bugs/diff size, and evaluate new agents in controlled tests.

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Recursive Language Models fix context rot by treating long prompts as external state—let models orchestrate, not ingest all context.

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AI reconstructs mathematics: language models autonomously rediscover proofs, conjectures, and reshape how we do math.

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LLM safety limits: prompt filters can be bypassed by adversarial encodings; defense-in-depth, monitoring, and layered controls needed.

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OpenAI trains LLMs to self-report missteps via ‘confessions’, improving honesty and safety with minimal performance cost.