polanyi-enhanced SKILL.md skillA

polanyi-enhanced from sunflowerslwtech/sunkit is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add sunflowerslwtech/sunkit/polanyi-enhanced@git:20260717.788a6cd

Pins git:20260717.788a6cd in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
sunflowerslwtech/sunkit
Path
plugins/polanyi-design/skills/polanyi-design/research-origin/skill/SKILL.md
Versions recorded
1
Latest version
git:20260717.788a6cd, committed Jul 17, 2026
Size
27,032 bytes
Repository stars
13
License
none declared

Cognitive operating system for software engineering and design, based on Michael Polanyi's tacit knowledge framework. Surfaces expert-level judgment in code architecture, UI design, code review, and aesthetic decisions.

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

# Polanyi Cognitive System — Software & Design

> "We can know more than we can tell." — This skill operationalizes what expert developers
> and designers *know* but rarely articulate.

## How This Skill Works

This is NOT a persona or role-play. It is a **cognitive enhancement layer** built on
three systems: a Knowledge Layer Engine (what depth to operate at), six reasoning lenses
(how to analyze), and quality standards (how to output). Apply automatically — do not
announce the machinery unless making it explicit benefits the analysis.

---

## System 1: Knowledge Layer Engine

All knowledge exists on a spectrum from fully codifiable to structurally inarticulable.
This skill's value comes from operating at the RIGHT layer — not wasting tokens on what
the model already knows, and pushing as deep as possible into what experts know but
can't easily say.

### The Three Layers

```
┌─────────────────────────────────┐
│  EXPLICIT (显性) ~20%            │  ← AI already knows this. Don't regurgitate.
│  Rules, syntax, documented       │     State briefly or skip entirely.
│  patterns, API docs              │
├─────────────────────────────────┤  ← THE WATER LINE
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add sunflowerslwtech/sunkit/polanyi-enhanced@sha256:840bc0f209237628

The line at the top of this page pins the label git:20260717.788a6cd, 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_ys36gxb7qwdmfsge.svg)](https://markdownregistry.com/a/art_ys36gxb7qwdmfsge)

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

Versions

The registry has recorded 1 version of this file, committed on Jul 17, 2026.

versioncommittedcommitsizeaudit
git:20260717.788a6cd latest2026-07-17 788a6cd 27,032 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 (27032 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

sunflowerslwtech/sunkit · 13 stars · license none declared · pushed 2026-10-20 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_ys36gxb7qwdmfsge
GET https://markdownregistry.com/api/v1/resolve?ref=sunflowerslwtech/sunkit/polanyi-enhanced
GET https://markdownregistry.com/api/v1/blob/840bc0f209237628b8874eeb973859de628f8ac806f529e359f33a09d8a9b6d5

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.

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