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Whitepapers, practical articles, and product guidance for bringing organizational expertise into AI development.
Whitepaper
AI Alignment Infrastructure
Organizational expertise for AI that undertakes work
An agent-led practice for AI development across autonomous tasks, specialist reasoning, and domain-specific models.
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From the blog
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Who Should Define What “Good” Means for an AI Agent?
Establish authority and a reusable standard for agent behavior.
The Model Is Capable. Why Does Enterprise AI Still Fail?
Diagnose what prevents a capable model from succeeding in an application.
What Should You Fix: the Model, the Harness, the Context, or the Specification?
Choose experiments that distinguish model, context, execution, and specification failures.
Your Production Logs Tell You What Happened, Not What Must Work
Discover required conditions beyond current production traffic.
When Your Benchmark Becomes the Training Target
Track development exposure and preserve separate assessment material.
Should Your Benchmark Represent Reality—or Deliberately Distort It?
Match benchmark composition and score interpretation to the decision.