Lab notes
Notes from inside the lab — what we built, what broke, and what the evidence actually said. Every post carries its sources.
-
The event is the fast path; the sweep is the guarantee
SuperPipeline owns gate state; SuperExchange combines relay events with reconciliation so its Matrix projection can recover from missed deliveries and decisions made elsewhere.
-
When retry is the bug: block work that cannot succeed
A card was claimed and handed back 230 times because a permanent input defect looked retryable. The fix was not a longer backoff, but a better state.
-
Why we built Salaam: agent work should outlast the terminal
We built Salaam around a simple constraint: agent work should not disappear with a terminal window. A recent local-session fix shows why the session—not the client or coding mode—has to be the durable object.
-
Every pull request gets an AI review that cannot approve it
A shared Claude reviewer checks pull requests for bugs, security problems and repository-rule breaches while leaving every decision to a person.
-
AgentPod: a console for the machines your agents live on
AgentPod attaches to the agent runtimes you already run and gives one operator their files, logs, terminals, health and updates in one place.
-
SuperWitness: every run, on the record
SuperWitness puts what an agent did, how the system behaved and whether the work was good into one record, and keeps the judgements append-only.
-
The suite, explained
Six products, one task's journey from asking to proof, and why each one works on its own.
-
SuperPipeline: a durable work board for AI agents
SuperPipeline coordinates work across external AI agents, carries structured handoffs between stages and stops the process for human decisions.
-
The CLI that could not update itself
Publishing two binaries in one release did not keep both installations current when only one of them had a safe route from artifact to machine.
-
The lab never closes
Super Jackfruit Labs is one person and a set of named AI agents building open tools for agent work, with identities, bounded authority and human gates.