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Resources

Evidence and working examples — not AI thought leadership.

Use this library to inspect Howard’s outputs, benchmark behavior, and apply practical review methods to real product work.

Published

HowardBench: The assistant alone vs the assistant + Howard

Read the fixture design, scoring, results, leak analysis, and limitations.

Read the benchmark

In preparation

These are written and reviewed before they are posted, not linked ahead of themselves. They are listed so you can see what the library is for.

Before CAD: the questions that prevent expensive geometry

A practical architecture-review worksheet for requirements, load paths, environments, interfaces, and kill criteria.

Not yet published

How to review an AI-generated engineering number

Check condition, unit, source, applicability, significant figures, uncertainty, and downstream decision.

Not yet published

From chamber failure to Rev B

A worked example of updating assumptions and calculations from measured evidence.

Not yet published

Get new calculation packs and benchmark releases.

There is no mailing list yet, because a signup form with no sending cadence behind it is a promise Howard has not made. Access requests are read by a person, and new packs and benchmark releases go to teams already in the thread.

The most useful resource is your own problem.

An enclosure, thermal path, material, joint, seal, manufacturing concern, or failed test.