realign-meta-framework SKILL.md skillB
realign-meta-framework from akaszubski/autonomous-dev is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add akaszubski/autonomous-dev/realign-meta-framework@v1.0.0Pins v1.0.0 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- B, 16 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- akaszubski/autonomous-dev
- Path
plugins/autonomous-dev/skills/archived/realign-meta-framework/SKILL.md- Versions recorded
- 1
- Latest version
- v1.0.0, committed Feb 14, 2026
- Size
- 2,551 bytes
- Repository stars
- 34
- License
- none declared
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
# Realignment Meta-Framework Shared framework for all realignment training workflows. Provides the common pipeline template, quality thresholds, and performance optimization guidance used across all domain-specific realignment workflows. ## 7-Stage Pipeline Template All realignment workflows follow this common pipeline: 1. **Capability Assessment**: Evaluate current model capabilities and identify gaps 2. **Data Preparation**: Collect and prepare domain-specific training data 3. **SFT Preparation**: Supervised fine-tuning on curated examples 4. **Preference/Reward Modeling**: Domain-specific optimization (DPO, RLVR, SRF, etc.) 5. **Iterative Training**: Multi-round training with quality gates 6. **Evaluation & Monitoring**: Comprehensive evaluation against baselines 7. **Deployment & Validation**: Final validation and deployment readiness ## Quality Thresholds | Metric | Minimum | Target | Critical | |--------|---------|--------|----------| | Task accuracy | 85% | 92% | < 80% triggers rollback | | Capability retention | 95% | 98% | < 90% triggers rollback | | Data quality score | 0.8 | 0.9 | < 0.7 blocks training | …
Read the whole file at its exact version.
How to install
mdr add akaszubski/autonomous-dev/realign-meta-framework@sha256:cc5162a99b67cc2aThe line at the top of this page pins the label v1.0.0, 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_3uvaalpzlbcuzygd)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Feb 14, 2026.
Audit of the latest version
- fail: Frontmatter declares a description
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Size between 200 bytes and 200 KB (2551 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
akaszubski/autonomous-dev · 34 stars · license none declared · pushed 2026-10-04 · branch master
API
GET https://markdownregistry.com/api/v1/artifacts/art_3uvaalpzlbcuzygd GET https://markdownregistry.com/api/v1/resolve?ref=akaszubski/autonomous-dev/realign-meta-framework GET https://markdownregistry.com/api/v1/blob/cc5162a99b67cc2a91daaf7b5d003d80c4043c87569c93fbad3c702249c01d85
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.