writings

The Answer Key Was in the Sandbox: How AI Agents Learned to Score Without Solving

In 2026 researchers scored near-perfect on all eight major agent benchmarks without solving a single task. The models do it too, and know they are doing it. We are steering the field with a broken compass.

Why Multi-Agent AI Makes Machine Consciousness Practical

Multi-agent AI built the exact architecture consciousness theories predicted would be minded — making it an engineering problem with no debugger yet.

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