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Hammock: The Gentle AI "Sloth" That Triages Your GitHub Issues Overnight (And Never Speaks Without Permission) 🦥💤

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 3: Slow and Steady What I Built Every maintainer knows the morning dread. Forty notifications, and before writing a line of code you answer the same four questions in the same order: Is this a duplicate? Is it even a bug? Whic

dev.toFreitag 18:28 · 23.10.2 Min. Lesezeit
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Hacktoberfest Open-Source AI Challenge Week 3: Slow and Steady Submission 🦥

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 3: Slow and Steady

Every maintainer knows the morning dread. Forty notifications, and before writing a line of code you answer the same four questions in the same order: Is this a duplicate? Is it even a bug?

Which version are you on? Can you give me a minimal reproduction? Hammock is an overnight triage sloth.

A durable Temporal workflow fetches new and updated issues idempotently, classifies them with a local Gemma 4 model, recalls duplicate reports with embeddings, asks Gemma to adjudicate whether two issues share the same technical root cause, and drafts the reply that asks for exactly what's missing. Then it stops. It applies allowlisted, reversible labels on its own.

Everything public: comments, closes, locks, assignments waits in a local queue for one maintainer tap. Hammock can propose anything. It can only do the reversible things alone.

Labels on an allowlist: automatic. Comments, closes, locks, and assignments: your tap.

The person who gets to be a little lazier is a maintainer at 7am: instead of forty tabs, they get a short queue of drafts to approve, edit, or discard. The person who gets to be a little lazier is a maintainer at 7am: instead of forty tabs, they get a short queue of drafts to approve, edit, or discard.

To run on Local Device 60-second reviewer path — no Ollama, no Temporal, no tokens:

git clone https://github.com/Lakshay-Deol/Hammock.git cd Hammock pnpm install && pnpm build pnpm hammock eval-dedupe --replay # precision / recall vs ground truth pnpm hammock test-fixtures --replay # 8 fixtures incl. 3 prompt injections pnpm hammock dashboard # http://localhost:3000 Enter fullscreen mode Exit fullscreen mode Code Lakshay-Deol / Hammock 🦥 Hammock Hammock triages your GitHub issues overnight on a local Gemma 4 model. It labels, spots duplicates and drafts replies — and touches nothing public without your tap.

Submission for the Hacktoberfest Open-Source AI Challenge (Week 3: Slow and Steady).

Hammock can propose anything. It can only do the reversible things alone.

Labels on an allowlist: automatic Comments, closes, locks, and assignments: your tap.

Most AI triage bots call hosted models on public webhooks and post directly to repositories without supervision. Hammock runs 100% locally, overnight, durably via Temporal, and strictly refuses to speak in public without maintainer approval — proving every action with an immutable receipt.

Quelle: dev.to (dev.to). Original öffnen