Verify

Check my claims in 5 minutes

Six links, in order. Each runs, replays or shows something real, with what you should see there. If something does not match, tell me.

  1. Run the PPE detector in your browser

    The deployed detector, compressed to 8-bit weights, labels a held-out test image or your own photo on your device. The photo never leaves the tab.

    Try it

  2. Replay the Assay run

    A recorded CLI run, probe by probe: the grade of each trial, the pass^k gate per category, and why a run that met the threshold on average still came back "Do not ship".

    See it

  3. Open the TraceRazor trace viewer

    Each step of a real agent trace with its tokens, the steps the audit flags and why, read from the stored audit JSON.

    See it

  4. Call the MCP server

    Pick a tool, send it to this site's /api/mcp, and read the real JSON-RPC request and response.

    Try it

  5. Build and download a tailored résumé

    Open the builder, add or remove blocks, watch it fit the page, and download the PDF. Every line is an approved block; nothing is generated.

    Try it

  6. Read a measured negative result

    My first TraceRazor fix raised token use on live reruns instead of cutting it. The note shows the numbers, what the rerun gate caught and what changed.

    Check it

Every skill with its proof All case files llms.txt, for agents