akc-cycle
August 19, 2026 · View on GitHub
The install entry point for the Agent Knowledge Cycle (AKC) — six phases (Research, Extract, Curate, Promote, Measure, Maintain) plus Scaffold Dissolution. Two install paths, minimal to full:
- Rules file (minimal, recommended floor) — a single behavioral rules file, loaded every session, that distills the cycle into actionable principles an agent can follow through natural conversation, without installing any skills.
- Claude Code plugin (skill layer) — the nine cycle-phase skills plus the two subagents they invoke, installed via the plugin marketplace.
Install
Path 1 — Rules file (minimal)
# Copy into your global rules directory
cp rules/common/akc-cycle.md ~/.claude/rules/common/akc-cycle.md
Any agent harness that loads a rules directory each session works the same way — point the copy at wherever your harness reads rules from. This path is harness-agnostic and is all you need for the cycle to run.
Path 2 — Claude Code plugin (skill layer)
/plugin marketplace add shimo4228/akc-cycle
/plugin install akc-cycle@akc-cycle
Installs nine skills bound to the six phases — search-first (Research), learn-eval (Extract), skill-stocktake / skill-health / rules-stocktake (Curate), rules-distill (Promote), skill-comply (Measure), context-sync / repo-asset-stocktake (Maintain) — plus the adr-writer and codemap-writer subagents they invoke.
Note: Claude Code plugins cannot ship always-loaded rules, so the plugin does not include the rules file. The rules file (Path 1) is the cycle's floor; the plugin adds the deeper how-to layer on top. The skills are scaffolding by design — see Scaffold Dissolution below.
What it gives you
Each phase is a behavioral principle with an explicit trigger condition:
| Phase | Principle | Trigger |
|---|---|---|
| Research | Search broadly, filter by signal — define the signal before the search | A task that adds a dependency or creates a utility that might already exist |
| Extract | Capture reusable patterns from sessions | End of a productive session, after a hard-won debugging victory |
| Curate | Audit accumulated knowledge for redundancy, staleness, silence | When skills/rules grow noticeably, or a reference breaks |
| Promote | Elevate recurring patterns to rules | The same advice keeps resurfacing across skills and conversation |
| Measure | Verify behavioral change quantitatively | After adding or modifying a rule |
| Maintain | Keep documentation roles clean | After major refactoring, when context files bloat |
It closes with Scaffold Dissolution: these rules are scaffolding, and success is measured not by rule count but by whether the cycle runs naturally once internalized — by absorption inward (into conversation patterns) or downward (into the harness substrate).
Syncing from the harness
The canonical copies of every published component — the rule file, the nine skills, and the two subagents — live in the author's live Claude Code harness (~/.claude/). This repository is a one-way publication mirror; the sync script publishes a fixed allowlist and aborts if any listed component is missing or lacks its origin marker:
scripts/sync-from-local.sh --dry-run # report differences only
scripts/sync-from-local.sh # apply to working tree (never commits)
About this repository
This repository belongs to the Agent Knowledge Cycle (AKC) research line — a Zenodo-citable six-phase bidirectional growth loop (DOI 10.5281/zenodo.19200726) for sustaining intent alignment between an AI agent and its operator over time. The AKC repository holds the judgment lineage (ADRs) and the concept-level knowledge graph; this repository is the cycle's install target — the rules file plus the skill-layer plugin. Each cycle skill also has its own standalone repository under @shimo4228. AKC is one of three research lines by @shimo4228, alongside Contemplative Agent (DOI 10.5281/zenodo.19212118) — autonomous agents grounded in four contemplative axioms — and Agent Attribution Practice (AAP) (DOI 10.5281/zenodo.19652013) — harness-neutral ADRs on accountability distribution.
License
MIT