Dev | doing the math for you

The Paper That Made Me Close My Laptop and Pace Around the Room

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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.

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LLM coding personalities: recognize archetypes, biases, and failure modes—calibrate prompts and reviews to harness strengths.

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Protocol wars: OpenAI’s commerce-focused ACP vs Anthropic’s integration-first MCP — will AI become buyer, connector, or a hybrid?