Insights

Writing on problems worth being careful about.

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

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.

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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.

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