I build the checks that stop AI agents doing what a bank would not allow, and I publish the experiments that failed as readily as the ones that worked.
Most of what I build sits underneath AI agents: keeping their work safe when they crash, checking that the notes they rely on are still true, and setting limits on what they may do without asking a person first.
Everything here is public, free to reuse (MIT unless the repo says otherwise), and runs from a fresh download.
| What it is | Why it matters | |
|---|---|---|
| apiary | Keeps a team of AI agents working when one of them crashes | When a worker stops, its job is handed to another worker. Each job is retried a limited number of times, and if it keeps failing it is held for a person to review. |
| acta | A record of what an agent did that it cannot rewrite | A logbook the driver can write in but cannot tear pages out of, with an honest list of which tricks it catches and which it cannot. |
| cresco | A radar for which tech skills employers will want next | Every prediction is written down with a date and later checked against what actually happened, misses published alongside hits. Six years of real job adverts behind it. |
| kontext | Tells you which of your project notes are out of date | Compares each note with the code it describes and when each last changed, so nobody trusts a note that stopped being true. |
| remit | Rules for how much an AI agent may do on its own | Asks how much damage one action could do before it is allowed unattended, mapped onto the rulebooks banks and EU regulators actually use. |
| assay | Quick yes/no and pick-one answers from a small AI model on your own laptop, with a number for how sure it is | An agent can ask "is this command dangerous?" in a fraction of a second and get an answer whose confidence can be checked. It says "not sure" when it should, and the scoreboard publishes the tests that showed no benefit. |
| aurora | Finds where two approved documents contradict each other | Two design documents, both signed off weeks apart, cannot both be true. It finds the clash in seconds and points at the exact lines. |
| hazlog | The same, for hospital IT safety | Catches contradictions that could harm a patient, and keeps patient data on site: only single words ever leave for the cloud model. |
| What it does | |
|---|---|
| proctor | Checks whether an AI agent picks the right tool, passes the right arguments, recovers from errors and stays in scope. |
| skillgate | Checks an agent skill before you install it: what it can touch, what it claims to do, and whether it changed since you approved it. |
| agentsweep | Shows what your AI agent tools have piled up on your disk and clears it safely. Nothing is deleted, it goes to a folder you can restore from. |
| cursus | Turns a written process into a Visio flow chart, with the source sentence behind every box. |
| specto | Watches a recorded expert walkthrough of a system and writes down what the system must do. |
| carryover | Checks that every number, date, amount and name in a text survives translation. |
| dayline | Writes up your day from your Claude Code sessions and git commits. Runs on your machine. |