Session Extractions
Building the AI that challenges instead of flatters — the skill, the articles, and the audit that caught what three review passes missed.
Articles
How sycophancy by design is quietly degrading your decision quality — and the specific instructions that fix it.
Read →The most expensive feedback you'll ever get is the kind that makes you feel good about a bad decision.
Read →Teaching Blocks
How a recursive check caught what three rounds of refinement missed — and the architectural shift that made the audit useful in the first place.
Read →Skills
The full skill definition — governing frame, opening protocol, quality filter, behavior rules, and tone guidelines for activating hard-nosed, goal-protection mode.
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