aide-academy-phase-a1-learner-model SKILL.md skillC
aide-academy-phase-a1-learner-model from anonymousnomad/aide-sovereign-workbench is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add anonymousnomad/aide-sovereign-workbench/aide-academy-phase-a1-learner-model@git:20260823.df7cbdePins git:20260823.df7cbde in mdr.lock. Pin the fingerprint instead.
- Audit grade
- C, 14 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- anonymousnomad/aide-sovereign-workbench
- Path
skills/packs/aide-academy-phase-a1-learner-model/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260823.df7cbde, committed Aug 23, 2026
- Size
- 2,546 bytes
- Repository stars
- 53
- License
- Apache-2.0
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
# Academy Phase A1 — Learner Model & Spaced Review
## What
Replace binary lesson progress with a persistent learner state: `learner-state.json` holding per-skill mastery estimates (0–1), misconception tags, attempt counts/timestamps, and an SM-2-lite spaced-repetition review queue. Single-writer update API; all updates auditable.
## Why
IntelliCode (EACL 2026) identifies persistent learner modeling as THE foundation of principled tutoring — mastery estimates, misconceptions, review schedules under a single-writer policy. Current `tutor-manager.mjs` progress is completed/not-completed only; no tutoring system can adapt without a learner model.
## Code Plan
- New `academy/learner-state.mjs`: `LearnerState` class — load/save (atomic tmp+rename, corrupt-file backup+reset pattern copied from session-store), `recordAttempt(skillId, {passed, misconceptionTags, at})`, mastery update rule (exponential moving average: m' = m + k*(outcome - m), k=0.3 pass / 0.5 fail-weighted), `dueReviews(now)` returning review queue sorted by SM-2-style interval × ease.
…Read the whole file at its exact version.
How to install
mdr add anonymousnomad/aide-sovereign-workbench/aide-academy-phase-a1-learner-model@sha256:4859a297d4d995f3The line at the top of this page pins the label git:20260823.df7cbde, 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_6667agiyxdqj5qbq)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Aug 23, 2026.
Audit of the latest version
- fail: Frontmatter block present
- fail: Frontmatter declares a name
- fail: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (2546 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
Starting a new one? Use a template for SKILL.md on mdpantry, which passes every one of these checks and says what to change in it.
Source
anonymousnomad/aide-sovereign-workbench · 53 stars · license Apache-2.0 · pushed 2026-10-26 · branch covert-production
API
GET https://markdownregistry.com/api/v1/artifacts/art_6667agiyxdqj5qbq GET https://markdownregistry.com/api/v1/resolve?ref=anonymousnomad/aide-sovereign-workbench/aide-academy-phase-a1-learner-model GET https://markdownregistry.com/api/v1/blob/4859a297d4d995f3c9274187a07b215da581caacd1f45c7f7fd7938a3915cd41
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.