Insights

Writing on problems worth being careful about.

Autonomous reasoning, contested evidence, and what it takes for an AI answer to hold up. These first entries are seed posts, longer pieces will replace them.

Featured · 2026-08-04

Why single-pass AI fails on contested problems

One answer, one framing, delivered with total confidence, the exact shape of tool you should not point at a decision where the experts disagree.

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2026-08-04

What a run trail is, and why the answer alone is not enough

On a decision that has to survive scrutiny, the reasoning is part of the deliverable. The run trail is everything the engine tried, discarded, and why.

2026-08-04

When to fork an analysis instead of picking a side

Two credible directions that genuinely contradict each other is not a problem to resolve early, it is a signal to evolve both and merge what each discovers.