continuous-learning SKILL.md skillA
continuous-learning from ericrisco/rsc-harness is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add ericrisco/rsc-harness/continuous-learning@git:20261003.f0c84d6Pins git:20261003.f0c84d6 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- ericrisco/rsc-harness
- Path
skills/continuous-learning/SKILL.md- Versions recorded
- 4
- Latest version
- git:20261003.f0c84d6, committed Oct 3, 2026
- First version recorded
- Jun 2, 2026
- Size
- 9,870 bytes
- Repository stars
- 236
- License
- MIT
Use when a mistake, correction, or surprise taught the workspace something that must stick — a retro or postmortem, the same agent error corrected twice, a resolved bug's root cause, scattered notes-to-self — and route that lesson to the durable surface that fires next time. NOT a forward choice with alternatives (that is `decision-records`).
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 learning — the feedback loop of the harness This is the engine that makes the system get better every time it is wrong. When something broke, got corrected, surprised you, or simply taught the workspace something, your job is to **catch that lesson and route it back into the durable apparatus so the same mistake cannot recur**. One premise is load-bearing: **a lesson that lives only in chat is gone at the next compaction.** Verbal reflection only changes future behaviour when it is persisted to memory the agent actually reads next time (this is the Reflexion mechanism — self-reflection written to durable memory, not held in the conversation). In this harness, "memory" is a concrete set of surfaces: a `SKILL.md` body, `02-DOCS/wiki/harness/decisions.md`, `02-DOCS/wiki/harness/user-profile.md`, a root `CLAUDE.md` rule, or a `verify.sh` check. **Chat is not memory.** A lesson is "captured" only when it has landed in one of those. Read `technical_level` in `02-DOCS/wiki/harness/user-profile.md` before you narrate, and speak in the `orient` voice in that register. It governs the words only — the capture loop runs identically for every reader. ## Boundaries …
Read the whole file at its exact version.
How to install
mdr add ericrisco/rsc-harness/continuous-learning@sha256:4dc39a0161706adaThe line at the top of this page pins the label git:20261003.f0c84d6, 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_p4mf6euj3ae7ymwj)
3 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 4 versions of this file, between Jun 2, 2026 and Oct 3, 2026, about one every 41 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261003.f0c84d6 latest | 2026-10-03 | f0c84d6 | 9,870 B | A | view · diff |
| git:20260729.3ecb845 | 2026-07-29 | 3ecb845 | 9,824 B | A | view · diff |
| git:20260615.5ea6bc3 | 2026-06-15 | 5ea6bc3 | 12,528 B | A | view · diff |
| git:20260602.99b4be1 | 2026-06-02 | 99b4be1 | 12,374 B | A | view |
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 (9870 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
ericrisco/rsc-harness · 236 stars · license MIT · pushed 2026-10-21 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_p4mf6euj3ae7ymwj GET https://markdownregistry.com/api/v1/resolve?ref=ericrisco/rsc-harness/continuous-learning GET https://markdownregistry.com/api/v1/blob/4dc39a0161706ada1bec08d030a3a5b34ceb4735b71e41e549b9ef0407a58f66
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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