A small, honest lab where Deepak Waghmare and Shaad Sufi build things to find out whether they should exist. Most won't. Some will. All of them ship in the open.
| # | Project | What it's for | Status |
|---|---|---|---|
| 001 | Reversibility Classes source · AI agents |
If your AI agent gets this wrong, can you undo it? An open R0–R4 scale for how recoverable an agent's tool calls are, an evidence-linked registry of 536 MCP tools across 20 servers, and rclass, a classifier and scanner you can drop into a gateway. |
Shipped v0.3.0 · spec v0.2.1 |
| 002 | Cairn source · Dev security |
Security memory for your codebase. Turns every vulnerability you fix into a proven rule, finds the siblings you missed, and blocks the pattern on future pull requests. Runs locally, with any model, from the CLI, CI or your coding agent. | Building pre-alpha · benchmarking before first release |
| 003 | Care by Milo Family care |
A little help for your parents. Peace of mind for you. An AI companion for older adults in Singapore: familiar phone calls for your parent, simple WhatsApp updates for the family, and a clear next step when a check-in is missed. | Building beta interest list open |
| 004 | Petal Audio & video |
The audio and video toolkit that stays offline. Convert, compress, clean up, transcribe and translate files, with the AI running on your own device. | Preview free test build for Mac and Windows |
| 005 | SponsorScene Creators |
Go live. Make room for sponsors. AI-generated brand placements inside livestream backgrounds, so a creator's room becomes a new sponsorship format. | Spark concept demo |
| 006 | Sarvavox Speech AI |
One intelligence. Every language. Specialized speech models for South Asian languages and local voices, with a public showcase of generated speech. | Preview public voice showcase |
Spark an idea, two-week clock not started · Building being made · Preview something you can try · Shipped verdict: keep going · Shelved verdict: stop, with a post-mortem. Projects without a source link are built in private for now; their public page is the door.
# Reversibility Classes: what could the agents on this machine do that you can't undo?
pipx install "git+https://github.com/TwoMuchLabs/reversibility-classes" && rclass scan
# Cairn: scan a project for mistakes you've already fixed once
pipx install "git+https://github.com/TwoMuchLabs/cairn" && cairnBoth are Apache-2.0. Disagreements are the most useful contribution: open a classification dispute or an issue on Cairn.
- Two weeks to a demo. If it can't show something real in a fortnight, it gets rescoped or shelved.
- Every project gets a door, at
name.twomuchlabs.comor a home of its own. - Write it down. Every build leaves a log entry: what we tried, what broke, what we learned.
- Shelve kindly. A shelved project with a good post-mortem counts as output, not failure.