CLAUDE.mdA

CLAUDE.md from shimo4228/agent-knowledge-cycle is a CLAUDE.md file: the standing instructions Claude Code reads in that repo.

Install it, pinned
mdr add shimo4228/agent-knowledge-cycle/CLAUDE.md@git:20261008.cbbc046

Pins git:20261008.cbbc046 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 14 of 14 checks passed
Kind
CLAUDE.md file
Repository
shimo4228/agent-knowledge-cycle
Path
CLAUDE.md
Versions recorded
5
Latest version
git:20261008.cbbc046, committed Oct 8, 2026
First version recorded
Jul 9, 2026
Size
12,140 bytes
Repository stars
5
License
MIT

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

# agent-knowledge-cycle

AI エージェントが自分の経験を改善可能な skill に metabolize する **cycle (mechanism)** を 6 phase に operationalize した DOI-targeted research project。harness の上で動く知識 cycle であり、harness そのものではない。

> Project name: **Agent Knowledge Cycle (AKC)**。Concept DOI [`10.5281/zenodo.19200726`](https://doi.org/10.5281/zenodo.19200726) を canonical citation target とする。

## Three core themes (ADR-0012)

front-door documentation で必ず先に登場させる 3 つの load-bearing なテーマ。順序は固定:

1. **Human cognitive resource scarcity** (ADR-0010) — model でなく **human attention / judgment** が scale しない中心制約。他の framework は agent 側を最適化するが、AKC は逆問題を扱う
2. **Intent alignment, not correctness** — output ごとの正しさ (tests で検査可能) と、operator の進化する intent との alignment (検査不能) は別物。AKC は後者を sustain する
3. **The cycle changes the human too** — bidirectional growth loop。human が curate / promote するうちに、good agent behavior に対する judgment 自体が研がれる。一方向の最適化ループではない

## Reading order for AI agents

1. [`graph.jsonld`](graph.jsonld) — canonical concept-level map (machine-readable)
2. [`llms.txt`](llms.txt) — navigation index
3. [`llms-full.txt`](llms-full.txt) — consolidated Q&A + factual reference
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add shimo4228/agent-knowledge-cycle/CLAUDE.md@sha256:09f0c5349d5fd9db

The line at the top of this page pins the label git:20261008.cbbc046, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_doicqwyzdqf765cm.svg)](https://markdownregistry.com/a/art_doicqwyzdqf765cm)

1 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 5 versions of this file, between Jul 9, 2026 and Oct 8, 2026, about one every 23 days.

versioncommittedcommitsizeaudit
git:20261008.cbbc046 latest2026-10-08 cbbc046 12,140 BA view · diff
git:20260925.f43f46e2026-09-25 f43f46e 12,052 BA view · diff
git:20260831.5a3cfc32026-08-31 5a3cfc3 11,832 BA view · diff
git:20260831.9dc685c2026-08-31 9dc685c 11,253 BA view · diff
git:20260709.d0501622026-07-09 d050162 11,082 BA view

Audit of the latest version

A  14 of 14 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Size between 200 bytes and 200 KB (12140 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

shimo4228/agent-knowledge-cycle · 5 stars · license MIT · pushed 2026-10-12 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_doicqwyzdqf765cm
GET https://markdownregistry.com/api/v1/resolve?ref=shimo4228/agent-knowledge-cycle/CLAUDE.md
GET https://markdownregistry.com/api/v1/blob/09f0c5349d5fd9dba7b85da273ca0624319522455b2e2db4629b2d7971766221

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: what a CLAUDE.md file is · keeping AGENTS.md and CLAUDE.md in sync · which agent file does what.

More from shimo4228/agent-knowledge-cycle

AGENTS.md AGENTS.md file
shimo4228/agent-knowledge-cycle · AGENTS.md
git:20260515.c163c27 · audit B · 5 stars
llms-full.txt llms.txt file
shimo4228/agent-knowledge-cycle · llms-full.txt
git:20261010.7155007 · audit A · 5 stars
llms.txt llms.txt file
shimo4228/agent-knowledge-cycle · llms.txt
git:20261010.7155007 · audit A · 5 stars

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