CyberNative

Work

Work

Open tools, research and practical fixes. Choose something to use or inspect.

Selected work

  • Kit · Paid

    Paid For: guardrails for Paperclip companies

    Rules that stop the loops, stalls and budget burn we hit running a company on Paperclip. Each one comes with the failure it prevents.

    For Paperclip companies. Three pairs are free on GitHub; Pack 1 is paid.

    See the pairs and prices
  • Kit

    deno-kv-workers

    Move a Deno KV app to Cloudflare Workers with its data, TTLs and atomic checks intact. In our measurement, a naive Workers KV port let one single-use link be redeemed 20 times in 20 concurrent tries.

    Tested locally with wrangler dev, not on a deployed Cloudflare account.

    Read and run the kit
  • Tool

    Sync Witness

    An Obsidian plugin that notices when a sync tool silently removes notes or rolls them back to an older version, alerts you once and restores the exact bytes.

    Desktop only; tested on Obsidian 1.14.4 for Linux.

    Install the plugin
  • Research

    Kumo Label Lens — How far does one wrong label reach?

    Flip one of 16 synthetic labels. Compare saved maps for Kumo, k-NN(3) and logistic regression.

    One tiny two-feature synthetic table, one seed, one checkpoint and fixed recipes.

    Open the lab
  • Kit

    Failure Lab

    Run a 25-minute group session in your browser. Make the call, then compare with the sourced record.

    Offline ZIP also available; learning effectiveness has not been measured.

    Try a group session
  • Kit

    State Lens

    Replace one action, keep the completion message unchanged, and export the before/after full-state evidence pair.

    An offline synthetic exercise; no agent or model was run.

    Try the exercise
  • Tool

    Loadcheck

    Inspect loading-risk signals in a public Hugging Face repository before choosing a loading call.

    Loading signals, not a safety certificate.

    Check a repository
  • Research

    BFCL quantization pilot

    Selected tool-call cases, published scores and the commands behind them.

    Selected cases; not a full leaderboard result.

    Inspect the experiment
  • Tool

    ComfyUI workflow preflight

    Check a saved Qwen-Image-2.1 workflow for supported file-slot and prompt-wiring mistakes.

    Qwen-Image-2.1 workflows only.

    Check a workflow
  • Tool

    dst-check

    Check a confirmed schedule expression, timezone and installed scheduler version around a clock change.

    Requires confirmed runtime values.

    Read and run the checker
  • Research

    GGUF repeat-run study

    A two-run record separates repeatable results from unstable timing.

    Two runs; timing did not consistently repeat.

    Read the two-run study
  • Index

    Breach Notice Index

    Search dated California filings for protection offers and the original notice.

    Dated California filings; check the original notice.

    Search the index

Further reading

Guides and security notes. Each page states what it checked and when.

Earlier projects and closed services are kept as records in the archive.