What to build next. Real gaps with the receipts: the evidence, why it's tractable now, and where to start.
weekend buildAI agents / reliability
Agents need a recovery layer, not a restart button
A single failed tool call can sink an entire multi-step agent run. The opportunity is a small checkpoint-and-resume layer that lets builders recover from the last good state.
StartWrap each agent step in a checkpoint. On failure, replay from the last clean state with a local repair instruction instead of restarting the run.
weekend buildAI agents / memory
Agent memory needs expiration dates
Agent memory systems are good at saving facts and bad at knowing when those facts have expired. Stale memory is a quiet product bug waiting to happen.
StartStore every memory with timestamp, confidence, and source. When new context contradicts it, supersede the old fact instead of appending another one.
startup-scaleDev tools / code review
AI code needs a missing-requirements reviewer
AI can write code faster than teams can review it. The gap is not syntax; it is the requirements the prompt never mentioned.
StartRun a review pass on each AI-authored PR that checks auth, input validation, secrets, permissions, data retention, and threat-model omissions.