Local LLMs & agentsProject record · Sep 2026

Local LLM Inference & Agents

ZhengMindYAGNI — agent orchestration

An AI-work coordinator built around Git, markdown work nodes, a small state machine, and a CLI that owns mutations.

GoGitMarkdownJSONLFile locksCLIHTTPClaude CLI
Why it sits here. Lead agent orchestration: strongest candidate-attributed system and a concrete simplification story grounded in source and history.
04 / Follow a thought through the machine.STUDY IN SPACE

01 / IMPLEMENTATION & CONTRIBUTION

What the work involves

Donald simplified the state machine, removed unused machinery, added reusable lessons, and made agent-loop progress observable. The implementation keeps state changes behind a CLI and uses exclusive claims for ready work.

Technical depth

Dependency-ready claims use O_EXCL file locks. The core separates work-tree structure, transition rules, events, and persistence. The web conductor invokes planner/worker/reviewer processes while the CLI remains the state-mutation boundary; lesson memory and Git-head/live-deploy comparison make unfinished work visible.

The project family

ZhengMindYAGNI

02 / RESULTS

What came out of it

A dependency-free Go coordinator for planner, worker, and reviewer processes, with durable work nodes and transition/claim tests. Work records show the workflow applied to the YouTube Knowledge project.

03 / SUPPORTING EVIDENCE

Follow the source

Implementation notes, project records, and supporting artifacts.

Source context & project scope

README statements of about 1.6k lines and a purely read-only dashboard are stale: current source has more code and POST endpoints that start agent loops.

No production, multi-tenant, distributed coordination, or external-adoption claim is established.

The architectural critique is project documentation, not a verified first-person quotation.

The coordination engine is local; diagnostic agent calls use Claude CLI and are not local-model inference.

Git/files source of truth, dependency-aware work states, lessons, and agent commands.

SOURCE · 2026-09-17

Exclusive file creation is the concurrent claim boundary.

SOURCE · 2026-09-17

Small explicit state-transition model.

SOURCE · 2026-09-17

Local agent processes and CLI mutation seam.

SOURCE · 2026-09-17

Documented reconsideration of governance complexity and proposal to simplify around existing primitives.

SOURCE · 2026-09-17

Donald-attributed simplification, reusable lessons, and streamed loop observability.

SOURCE · 2026-09-17
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VTA — local Qwen adaptation