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The agent is only as good as the expertise behind it, and that expertise comes from engineers, not from the model. The benchmark is the proof: the same model on both sides, and the gap comes from curated firmware knowledge. There are two ways to add to it.

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Contribute knowledge

This is the part that makes the agent good: the fixes and idioms you only learn by shipping nRF and ESP firmware. Each Knowledge bit is versioned, proven on the board, and carries your name in every session that uses it.
Failure modesThe bugs that build clean and pass review, then fail on hardware.
Board and SDK trapsConfiguration that is valid and still wrong for the part. Pins that double as something else.
Protocol behaviourWhat BLE, Wi-Fi and cellular actually do on real silicon, once you have debugged it.
New boards and chipsTechnologies and boards we do not cover yet. The most useful thing you can bring.

How it works. You do not write Knowledge bits by hand. In the Adsum Knowledge Studio you build on your own bench with the agent, it learns from you as you work, and it mints the knowledge, credited to you. Tool bits are the exception: those are Python or JavaScript scripts you write. The Studio is open to beta users now. Register a free account and tell us you want in, and we add you.

What you get. Your name in every session that uses your work, permanently. Credit is cumulative: a piece changing hands never removes the engineer whose work it grew from. And a founding contributor’s say in how authoring opens up to outside specialists, with first access when it does.

Credit is attribution. The knowledge and tools shipped in the product are owned by Adsum Networks. If you would rather author and keep an independent module, tell us, and we agree separate terms with you in writing before it is published.

If you have lived inside these failure modes, start a discussion.

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Contribute code

The extension is open source under Apache-2.0. Improve the tool itself: the build, flash and log-capture paths, the editor integration, the platform support. Open an issue or a pull request.