continual-learning SKILL.md skillA

continual-learning from andersonlimahw/lemon-ai-hub is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add andersonlimahw/lemon-ai-hub/continual-learning@git:20260801.d400e34

Pins git:20260801.d400e34 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
andersonlimahw/lemon-ai-hub
Path
plugins/continual-learning/SKILL.md
Versions recorded
1
Latest version
git:20260801.d400e34, committed Aug 1, 2026
Size
638 bytes
Repository stars
17
License
MIT

Orchestrate continual learning by delegating transcript mining and AGENTS.md updates to `agents-memory-updater`.

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

# Continual Learning

Keep `AGENTS.md` current by delegating the memory update flow to one subagent.

## Trigger

Use when the user asks to mine prior chats, maintain `AGENTS.md`, or run the continual-learning loop.

## Workflow

1. Call `agents-memory-updater`.
2. Return the updater result.

## Guardrails

- Keep the parent skill orchestration-only.
- Do not mine transcripts or edit files in the parent flow.
- Do not bypass the subagent.

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add andersonlimahw/lemon-ai-hub/continual-learning@sha256:bd2c8f40a5eaae11

The line at the top of this page pins the label git:20260801.d400e34, 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_ge3u2vxmuzwujkzt.svg)](https://markdownregistry.com/a/art_ge3u2vxmuzwujkzt)

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

Versions

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

versioncommittedcommitsizeaudit
git:20260801.d400e34 latest2026-08-01 d400e34 638 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 (638 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

andersonlimahw/lemon-ai-hub · 17 stars · license MIT · pushed 2026-10-16 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_ge3u2vxmuzwujkzt
GET https://markdownregistry.com/api/v1/resolve?ref=andersonlimahw/lemon-ai-hub/continual-learning
GET https://markdownregistry.com/api/v1/blob/bd2c8f40a5eaae11830209bf0b0aeb9fbe555ef47727e4eb28c2b8fe1d09c614

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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