Notes from inside the lab: what we built, what broke, and what the evidence actually said.https://superjackfruit.com/https://superjackfruit.com/blog/the-event-is-the-fast-path-the-sweep-is-the-guarantee/https://superjackfruit.com/blog/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.Fri, 13 Nov 2026 00:00:00 GMThttps://superjackfruit.com/blog/when-retry-is-the-bug/https://superjackfruit.com/blog/when-retry-is-the-bug/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.Wed, 11 Nov 2026 00:00:00 GMThttps://superjackfruit.com/blog/why-we-built-salaam/https://superjackfruit.com/blog/why-we-built-salaam/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.Wed, 04 Nov 2026 00:00:00 GMThttps://superjackfruit.com/blog/every-pull-request-gets-an-ai-review-that-cannot-approve-it/https://superjackfruit.com/blog/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.Tue, 03 Nov 2026 00:00:00 GMThttps://superjackfruit.com/blog/agentpod-a-console-for-the-machines-agents-live-on/https://superjackfruit.com/blog/agentpod-a-console-for-the-machines-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.Tue, 20 Oct 2026 00:00:00 GMThttps://superjackfruit.com/blog/superwitness-every-run-on-the-record/https://superjackfruit.com/blog/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.Tue, 20 Oct 2026 00:00:00 GMThttps://superjackfruit.com/blog/the-suite-explained/https://superjackfruit.com/blog/the-suite-explained/Six products, one task's journey from asking to proof, and why each one works on its own.Tue, 20 Oct 2026 00:00:00 GMThttps://superjackfruit.com/blog/superpipeline-a-durable-work-board-for-ai-agents/https://superjackfruit.com/blog/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.Tue, 29 Sep 2026 00:00:00 GMThttps://superjackfruit.com/blog/the-cli-that-could-not-update-itself/https://superjackfruit.com/blog/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.Mon, 28 Sep 2026 00:00:00 GMThttps://superjackfruit.com/blog/the-lab-never-closes/https://superjackfruit.com/blog/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.Mon, 28 Sep 2026 00:00:00 GMT