Continuous conversational learning protocol (CLP) skill. Persists user corrections and project conventions to .agents/learned_conventions.md to prevent repeating mistakes.
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
# Continuous Conversational Learning (`/continuous-learning`)
> **Philosophy**: *Mistakes happen once; repeating them is unacceptable. Absorb developer corrections immediately, record invariants to disk, and enforce them forever.*
This skill governs the Conversational Learning Protocol (CLP). It turns user corrections, preferred patterns, architecture rules, and repo idioms into persisted project invariants that survive across agent contexts, sub-agent invocations, and session restarts.
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## 1. Quick Navigation & Progressive Disclosure
| Resource Type | Document | Description |
| :--- | :--- | :--- |
| **Reference** | [references/continuous-learning-protocol.md](references/continuous-learning-protocol.md) | Signal detection, invariant extraction criteria, zero repeated mistakes. |
| **Reference** | [references/convention-persistence.md](references/convention-persistence.md) | File schema for `.agents/learned_conventions.md`, programmatic recording CLI. |
| **Utility** | [scripts/record_learning.py](scripts/record_learning.py) | CLI utility to append formatted invariants with timestamps and duplicate checks. |
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## 2. The Continuous Learning Cycle
```mermaid
…
The line at the top of this page pins the label git:20261029.1aa6bef, 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.
GET https://markdownregistry.com/api/v1/artifacts/art_qo7swzwtwfnrrdhq
GET https://markdownregistry.com/api/v1/resolve?ref=darknecrocities/skillbuilder/.cursor/rules/continuous-learning.mdc
GET https://markdownregistry.com/api/v1/blob/6832efc5c1181c344f5cfff95629df3a854cf05a4642e2d61b9709f54d07a08d
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.
darknecrocities/skillbuilder · .cursor/rules/ai.mdc · Architect, implement, and maintain production AI systems, Gemini API agents, Antigravity multi-agent orchestration…
ericrisco/rsc-harness · skills/continuous-learning/SKILL.md · Use when a mistake, correction, or surprise taught the workspace something that must stick — a retro or postmortem, the…
