Substance Over Surface: Where Anthropic and OpenAI Agree on Reasoning
There is a comfortable intuition about making models safer. Show the model good behavior. Constrain what its reasoning is allowed to look like. Keep…
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PART I — Why Most Agents Fail: The Architectural Blind Spots Behind CoT and Tool-Only Models
Modern agent demos look impressive until you load them with real work. Real constraints. Real ambiguity. Real environments. That’s when most agents collapse. And…