LAB

Tools we build on ourselves first.

Before a method reaches a client engagement, we run it against our own work first. The Lab is where that happens in the open — experimental, evolving, and published as we go.

Everything below is experimental and provided as-is. These are internal tools we chose to share, not certified products, and nothing here constitutes compliance advice. Review the source, form your own judgment, and treat outputs as a starting point.

Live

AI Component Vetting

Supply-chain risk checks for third-party AI tooling.

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AI Component Vetting

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Screens MCP servers, hooks, agents, plugins, and skills for supply-chain risk before they get installed.

Open source, MIT-licensed, provided as-is. Built for our own vetting workflow and published for others to use or adapt — review the source before relying on it in a regulated environment.

Live

AI-Search Visibility Kit

Four skills for diagnosing and fixing whether a site is visible to search crawlers and AI answer engines.

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AI-Search Visibility Kit

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Built while making our own site legible to ChatGPT, Perplexity, and Google: an audit skill, an environment check, a source-code remediation skill, and a handoff generator.

Open source, MIT-licensed, provided as-is. Written for our own workflow and shared for others to use or adapt — review the source before relying on it against production code.

Coming soon

Karl's Silicon Copy

A conversational agent held strictly to sources it is cleared to cite, with citations it cannot invent.

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Karl's Silicon Copy

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Our working test of compliant retrieval: a dialogue agent whose answers are assembled only from source passages cleared for use, with every citation tied to a real passage identifier rather than generated by the model.

In development and not yet publicly available. Not affiliated with or endorsed by the Jung estate or any rights-holder. Described here to show the retrieval approach we bring to client work; the public version will run only on properly cleared material.