Dev | doing the math for you

OpenAI’s Confession Booth: Teaching AI to Rat Itself Out

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

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Acontext – open-source context platform giving AI agents persistent memory, automatic skill distillation, SDKs & vector search.

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Self-evolving agents: off-the-shelf models bootstrap via Python REPL and curriculum to dramatically improve math, coding, and reasoning.

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How AI-driven context engineering can transform requirements: dynamic, multimodal scenario generation and proactive need inference.

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Transformers may be injective and invertible: hidden activations can reconstruct inputs—big gains for interpretability, major privacy risks.