skill-distillation SKILL.md skillA
skill-distillation from naimkatiman/continuous-improvement is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add naimkatiman/continuous-improvement/skill-distillation@git:20260602.aeb6415Pins git:20260602.aeb6415 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- naimkatiman/continuous-improvement
- Path
plugins/continuous-improvement/skills/skill-distillation/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260602.aeb6415, committed Jun 2, 2026
- Size
- 3,701 bytes
- Repository stars
- 9
- License
- MIT
Enforces Law 7 (Learn From Every Session) of the 7 Laws of AI Agent Discipline. Distills repeated successful tool sequences into reusable draft instincts, so a pattern that worked three times becomes a captured recipe instead of being re-derived from scratch every session.
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
# Skill Distillation — Turn Repeated Wins Into Reusable Instincts Law 7 says learn from every session. The friction harvester already learns from failures. This skill learns from the other side: when the same tool sequence keeps ending in a passing verification, that is a recipe worth keeping — not a coincidence to forget. ## When to Activate - At end of session, after a successful multi-step task — check whether the pattern is worth keeping. - When you notice you have solved a similar problem the same way more than once. - During a retrospective, to mine the observation log for patterns that have proven themselves. ## Core Concept Distillation walks the observation log, groups it into contiguous trajectories (split on session change or a long time gap), and keeps only the trajectories that ended in success: ``` verify-exit-0 — a Bash test/build/verify command with a non-failing output reflection-pass — an observation containing "verified" / "phase 4" / "verify:all green" ``` …
Read the whole file at its exact version.
How to install
mdr add naimkatiman/continuous-improvement/skill-distillation@sha256:859bc8cc49567dc8The line at the top of this page pins the label git:20260602.aeb6415, 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.
[](https://markdownregistry.com/a/art_3acjvcosmn2bkaex)
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Versions
The registry has recorded 1 version of this file, committed on Jun 2, 2026.
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (3701 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
naimkatiman/continuous-improvement · 9 stars · license MIT · pushed 2026-11-01 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_3acjvcosmn2bkaex GET https://markdownregistry.com/api/v1/resolve?ref=naimkatiman/continuous-improvement/skill-distillation GET https://markdownregistry.com/api/v1/blob/859bc8cc49567dc857e16b8591d3e0b56b3cc6540e1b53f1dba3d9482e45666d
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.