aide-micro-expert-collective SKILL.md skillA
aide-micro-expert-collective 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-micro-expert-collective@git:20260908.e9ac98dPins git:20260908.e9ac98d in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- anonymousnomad/aide-sovereign-workbench
- Path
skills/packs/aide-micro-expert-collective/SKILL.md- Versions recorded
- 2
- Latest version
- git:20260908.e9ac98d, committed Sep 8, 2026
- First version recorded
- Sep 1, 2026
- Size
- 12,158 bytes
- Repository stars
- 53
- License
- Apache-2.0
Design and build AIDE's Micro-Expert Collective — thousands-scale registry of distilled 1K-10K-parameter specialist decision modules (routers, gates, classifiers, checkers) trained from the primary in-house model's recorded behavior, activated by response-threshold allocation over shared reinforcement signals, managed in hot/cold residency tiers with performance-based retention. Use when building, extending, or auditing any micro-expert capability.
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
# Micro-Expert Collective (MEC) ## MISSION Multiply the primary in-house model's judgment across thousands of narrow decisions without invoking it. Each micro-expert is a 1K–10K-parameter distilled module that answers ONE recurring question (route/gate/classify/score/check) in microseconds on CPU, bound to built-in tool actions. The primary model remains the only generator; the collective supplies instant, cheap, parallel judgment. Why this way: agentic systems spend most invocations on repetitive narrow calls (NVIDIA SLM-agent position paper, arXiv 2506.02153). Serving those from a 4B generator wastes the scarcest resource (GPU tokens/sec). Distilled micro-heads cost ~0 to serve and scale in count, not size. ## RESEARCH BASE (verified 2026-08-25) | Source | Established | Rule adopted | |---|---|---| | NVIDIA, "Small Language Models are the Future of Agentic AI" (2506.02153) | Agentic workloads are dominated by repetitive specialized invocations; heterogeneous systems (small specialists + big reasoner) are the natural design; paper outlines an LLM→SLM conversion algorithm | Narrow recurring decisions go to micro-experts; generation never leaves the primary | …
Read the whole file at its exact version.
How to install
mdr add anonymousnomad/aide-sovereign-workbench/aide-micro-expert-collective@sha256:121732dc50adfe31The line at the top of this page pins the label git:20260908.e9ac98d, 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_myck2ratv2cbpdjo)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 2 versions of this file, between Sep 1, 2026 and Sep 8, 2026, about one every 7 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260908.e9ac98d latest | 2026-09-08 | e9ac98d | 12,158 B | A | view · diff |
| git:20260901.68eac22 | 2026-09-01 | 68eac22 | 14,454 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 (12158 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
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_myck2ratv2cbpdjo GET https://markdownregistry.com/api/v1/resolve?ref=anonymousnomad/aide-sovereign-workbench/aide-micro-expert-collective GET https://markdownregistry.com/api/v1/blob/121732dc50adfe319f28a9f0d8aef46bc5ff296171d54f7976a4d4b09fba90f2
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.