DeployMind Turns Post-Deployment Feedback into Recallable Reflection Memory for Risk Agents
Key-Relationship545 · reddit · 2026-09-29
A developer built DeployMind, a pre-deployment risk agent addressing how teams lose documented failure lessons before the next similar change.
- Architecture: SQLite stores structured deployment history; Hindsight retains and recalls operational memory (incidents, root causes, infra changes, engineer feedback); Groq reasons over the current deployment alongside recalled history.
- Memory loop: after deployment, engineers record actual outcome and root cause, which DeployMind converts into reflection memory recalled before similar future deployments.
- Evaluation insight: any backtest that can see a deployment's final status or memories created after it is leakage, not prediction — the author asks for feedback on designing leak-free memory/retrieval and evaluation layers.
Full write-up of architecture, memory loop, and evaluation lessons is on Medium.
Related event: DeployMind turns deployment postmortems into recallable memory(2 posts)→
More from coding & agent
- Designer shares AI-generated website demo, releases HTML file and prompts used — Tegadesigns · 2026-09-29
- Free Systems research: shared message boards give AI agent swarms 'shared delusions' — soumitrashukla9 · 2026-09-29
- YC's Garry Tan fixes 28 bugs in one AI-assisted 'fix wave' PR with Capy — garrytan · 2026-09-29
- Open-source workflow splits any audio perfectly for seamless MiniMax continuation — roychodraws · 2026-09-29
- Open-source Raven agent runs 42 autonomous rounds over 4 days to ship a playable FPS — lxfater · 2026-09-29
- Dev Seeks Local LLM Stack to Reverse Old Game Client, Hits Safety Guardrails — danielfrances · 2026-09-29