kaizen-improvement-system SKILL.md skillA

kaizen-improvement-system from peterbamuhigire/chwezi-dev-engine is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add peterbamuhigire/chwezi-dev-engine/kaizen-improvement-system@git:20261022.55bbdd8

Pins git:20261022.55bbdd8 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
peterbamuhigire/chwezi-dev-engine
Path
skills/sdlc-meta/kaizen-improvement-system/SKILL.md
Versions recorded
6
Latest version
git:20261022.55bbdd8, committed Oct 22, 2026
First version recorded
Sep 7, 2026
Size
10,563 bytes
Repository stars
28
License
MIT

Use when auditing or improving this engineering engine or a product it produces. Coordinates evidence-backed baselines, small experiments, standardisation, and re-audits without replacing domain skills.

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

# Kaizen Improvement System

Use this skill to turn observed defects, incidents, feedback, source changes,
or audit gaps into small, reversible, evidence-backed improvements. It keeps
domain judgement with the owning engine and makes learning discoverable.

<!-- dual-compat-start -->
## Use When

- Auditing or grading the engineering catalogue or a product made with it.
- Turning defects, incidents, user feedback, or new evidence into a tested improvement.
- Planning a major iteration, quarterly engine review, or post-release re-audit.

## Do Not Use When

- A single-skill safety review is the only task; use the skill safety gate in `skill-engine-audit`.
- A current external claim is needed before source evaluation and verification.
- The proposed change is cosmetic and has no measurable effect on routing, quality, safety, or delivery.

## Required Inputs

- Engine or product path, intended audience, output types, owner, and constraints.
- Current routes, references, tests, user or product evidence, and known failure modes.
- Baseline scoring method, improvement target, acceptance evidence, rollback condition, and re-audit date.

## Prerequisites
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add peterbamuhigire/chwezi-dev-engine/kaizen-improvement-system@sha256:a08c35d4f5d2df2f

The line at the top of this page pins the label git:20261022.55bbdd8, 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_7ao7jgonar74367n.svg)](https://markdownregistry.com/a/art_7ao7jgonar74367n)

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

Versions

The registry has recorded 6 versions of this file, between Sep 7, 2026 and Oct 22, 2026, about one every 9 days.

versioncommittedcommitsizeaudit
git:20261022.55bbdd8 latest2026-10-22 55bbdd8 10,563 BA view · diff
git:20260924.eb7972e2026-09-24 eb7972e 10,169 BA view · diff
git:20260911.7afa6ea2026-09-11 7afa6ea 10,101 BA view · diff
git:20260911.6a695ab2026-09-11 6a695ab 9,840 BA view · diff
git:20260908.21fcacd2026-09-08 21fcacd 9,840 BA view · diff
git:20260907.1b775c12026-09-07 1b775c1 9,066 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (10563 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

peterbamuhigire/chwezi-dev-engine · 28 stars · license MIT · pushed 2026-10-22 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_7ao7jgonar74367n
GET https://markdownregistry.com/api/v1/resolve?ref=peterbamuhigire/chwezi-dev-engine/kaizen-improvement-system
GET https://markdownregistry.com/api/v1/blob/a08c35d4f5d2df2f7f8c94d56af3cd0d9b93437956ab587a2bd23ac548a8620f

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: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.

More from peterbamuhigire/chwezi-dev-engine

00-meta-initialization SKILL.md skill
peterbamuhigire/chwezi-dev-engine · 00-meta-initialization/SKILL.md · Use when initialising documentation and a methodology roadmap for a brand-new project by detecting project type…
git:20260911.7afa6ea · audit A · 28 stars
new-project SKILL.md skill
peterbamuhigire/chwezi-dev-engine · 00-meta-initialization/new-project/SKILL.md · Use when the task matches skill: new project scaffold and this skill''s local workflow.
git:20260929.68d1fe1 · audit A · 28 stars
AGENTS.md AGENTS.md file
peterbamuhigire/chwezi-dev-engine · AGENTS.md
git:20260929.68d1fe1 · audit A · 28 stars
CLAUDE.md CLAUDE.md file
peterbamuhigire/chwezi-dev-engine · CLAUDE.md
git:20260924.29cdc2b · audit A · 28 stars
chwezi-dev-engine SKILL.md skill
peterbamuhigire/chwezi-dev-engine · SKILL.md · Top-level router for the Chwezi Core Systems web-development and software-engineering skills engine. Use for AI…
git:20260929.68d1fe1 · audit A · 28 stars
ai-agent-commercial-operations SKILL.md skill
peterbamuhigire/chwezi-dev-engine · skills/ai/ai-agent-commercial-operations/SKILL.md · Use when pricing, billing, refunding, recognizing revenue, or packaging commercial terms for agentic AI services, or…
git:20260924.eb7972e · audit A · 28 stars
ai-agent-compliance-controls SKILL.md skill
peterbamuhigire/chwezi-dev-engine · skills/ai/ai-agent-compliance-controls/SKILL.md · Use when mapping AI agent operations to SOC 2, ISO 27001, HIPAA, audit logs, control testing, attestations, and…
git:20260924.eb7972e · audit A · 28 stars
ai-agent-governance-and-limits SKILL.md skill
peterbamuhigire/chwezi-dev-engine · skills/ai/ai-agent-governance-and-limits/SKILL.md · Use when defining agent budgets, step limits, reversibility, blast-radius controls, kill switches, and governance…
git:20260924.29cdc2b · audit A · 28 stars
ai-agent-multi-agent-coordination SKILL.md skill
peterbamuhigire/chwezi-dev-engine · skills/ai/ai-agent-multi-agent-coordination/SKILL.md · Use when designing systems where multiple agents collaborate on one task — supervisor/worker, debate, plan-execute…
git:20260907.1b775c1 · audit A · 28 stars
ai-agent-observability-evaluation SKILL.md skill
peterbamuhigire/chwezi-dev-engine · skills/ai/ai-agent-observability-evaluation/SKILL.md · Use when measuring, evaluating, replaying, evidencing, or tracking success for AI agent tasks, steps, traces, and…
git:20260911.7afa6ea · audit A · 28 stars
ai-agent-runtime-architecture SKILL.md skill
peterbamuhigire/chwezi-dev-engine · skills/ai/ai-agent-runtime-architecture/SKILL.md · Use when designing multi-tenant agent runtimes, control loops, state machines, retries, idempotency, step caps, durable…
git:20260929.c29972d · audit A · 28 stars
ai-agent-safety-and-red-team SKILL.md skill
peterbamuhigire/chwezi-dev-engine · skills/ai/ai-agent-safety-and-red-team/SKILL.md · Use when red-teaming agent tool and data perimeters for indirect prompt injection, action escalation, tenant…
git:20260924.eb7972e · audit A · 28 stars

Every file in peterbamuhigire/chwezi-dev-engine

Browse by kind, by grade A, or by owner.