Local LLMs & agentsProject record · Sep 2026

Local LLM Inference & Agents

Typed handoffs for coding agents

A reusable agent workflow that separates planning, interface skeletons, implementation, and integration through typed patch artifacts and deterministic hooks.

PythonShellJSON SchemaGitClaude Code hooksCodexAgent orchestration
Why it sits here. Useful engineering-evolution evidence: typed handoffs and deterministic integration hooks precede the later conductor.
04 / Follow a thought through the machine.STUDY IN SPACE

01 / IMPLEMENTATION & CONTRIBUTION

What the work involves

Donald built hook-driven integration, branch policy, durable review outputs, and documentation around typed handoffs between planning, implementation, and review roles.

Technical depth

Patch packages carry tickets, diffs, tests, and review context. Hooks guard direct writes, build context packs, enforce branch/prompt policies, invoke Codex review, and drive a test/integration pipeline. Context windows are separated by role and token budgets are explicit.

The project family

claude-context-blueprint-template

02 / RESULTS

What came out of it

Patch packages carry tickets, diffs, tests, and review context. Deterministic hooks construct context packs, enforce workflow boundaries, and drive review and integration.

03 / SUPPORTING EVIDENCE

Follow the source

Implementation notes, project records, and supporting artifacts.

Source context & project scope

A workflow/template is not a hosted product or evidence of autonomous reliability at scale.

Some starter assets and examples are scaffolding, not deployed application work.

Hooks execute commands and require project-specific review; no runtime or security validation was performed.

Planner/skeletoner/implementer/integrator workflow and artifact-based handoffs.

SOURCE · 2026-09-17

Ticket validation, patch handling, Codex review gate, and integration commands.

SOURCE · 2026-09-17

Workflow conventions and handoff structure.

SOURCE · 2026-09-17

Donald-attributed workflow, branch-policy, and initial implementation commits.

SOURCE · 2026-09-17
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