generic-kb-learn-synthesize SKILL.md skillA

generic-kb-learn-synthesize from smars-bin-hu/copilot-agentic-harness is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add smars-bin-hu/copilot-agentic-harness/generic-kb-learn-synthesize@git:20261104.46ff4a5

Pins git:20261104.46ff4a5 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
smars-bin-hu/copilot-agentic-harness
Path
.github/skills/generic-kb-learn-synthesize/SKILL.md
Versions recorded
5
Latest version
git:20261104.46ff4a5, committed Nov 4, 2026
First version recorded
Oct 19, 2026
Size
5,533 bytes
Repository stars
3
License
Apache-2.0

After the batches of a domain are learned: write architecture.md (purpose, flows, key data, where to start, traps, limits) from the paths kb flows takes through the map and from the cards, fill in the entry points of domain.yaml, sum up the gaps, check the flows with kb cardcheck, and write the whole domain back, as the last steps of its learn task. Use when every batch of a learn plan is done, or the user asks for the architecture, the overview or the flows of a learned domain. Keywords…

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

# Write the architecture of a learned domain

`architecture.md` is what every task of the domain reads first. It is a summary of the cards, and a summary of a summary drifts: so the flows are taken from the map (`harness kb flows`), every step names an id, and `harness kb cardcheck` checks every flow line against the map. Your part: put the paths into words a new colleague follows, and say honestly what is not known.

## When to Use This Skill

- Every batch of the domain's learn task is ticked: `harness kb order` (the plan's command with `--path` on the domain folder in the task's `DEV/`) shows `to_learn` 0.
- The user asks for the architecture or the flows of a domain whose cards exist.

**Who starts it: auto** in a learn task whose next step is the architecture: the approved plan has it. **Offer** for a domain learned before (no learn task): say in two lines that you write `architecture.md` and the entry points of `domain.yaml` from the map and the cards, through a write-back, and go on after a yes. Asked for by name: go on. When batches are left, say how many and ask whether to go on anyway; then the Limits say what is not learned yet.

## Prerequisites
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add smars-bin-hu/copilot-agentic-harness/generic-kb-learn-synthesize@sha256:20391e8ea4baea67

The line at the top of this page pins the label git:20261104.46ff4a5, 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_mjjlylyf7lpdjbuw.svg)](https://markdownregistry.com/a/art_mjjlylyf7lpdjbuw)

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

Versions

The registry has recorded 5 versions of this file, between Oct 19, 2026 and Nov 4, 2026, about one every 4 days.

versioncommittedcommitsizeaudit
git:20261104.46ff4a5 latest2026-11-04 46ff4a5 5,533 BA view · diff
git:20261102.72564ac2026-11-02 72564ac 5,236 BA view · diff
git:20261102.d95f0232026-11-02 d95f023 5,219 BA view · diff
git:20261019.89c51672026-10-19 89c5167 5,100 BA view · diff
git:20261019.ed252242026-10-19 ed25224 4,562 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 (5533 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

smars-bin-hu/copilot-agentic-harness · 3 stars · license Apache-2.0 · pushed 2026-11-05 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_mjjlylyf7lpdjbuw
GET https://markdownregistry.com/api/v1/resolve?ref=smars-bin-hu/copilot-agentic-harness/generic-kb-learn-synthesize
GET https://markdownregistry.com/api/v1/blob/20391e8ea4baea6705da217106368c75f0cbed35c47303cfe687a559463bfb22

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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