Closed — Private source — described by architecture only2026 — now
Personal project · ongoing
- Client
- An ongoing product built on one idea: trouble in a business rarely arrives unannounced. It shows up first as small signals in everyday tools — and AI Manager exists to notice them and tell the right person early.
- Recruiter
- Ongoing solo product in TypeScript: connectors into everyday work tools, an AI judgement layer, and routing that decides who needs to know. Shown here as a concept while it is in development.
- Engineer
- The principle is that an alert has to earn its interruption: signals are normalised into one shape, judged with a confidence floor, then escalated, gathered into a digest, or dropped.
What it does
- Problems surface while they are still cheap to fix
- Each manager gets the one alert that matters, not another feed to read
- Quiet by default — silence means nothing needs you
Under the hood
- Wildly different tools reduced to one event shape before anything is judged
- A confidence floor and a digest tier, so false alarms never train people to ignore it
Built with
- TypeScript
- Node.js
- LLMs
- Webhooks
- Event normalisation
Signal path
source private — architecture onlySource is private. Happy to walk through the architecture on a call — ammadtehseenkhan@gmail.com