aide-advanced-orchestration SKILL.md skillA
aide-advanced-orchestration 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-advanced-orchestration@git:20260826.8da8b03Pins git:20260826.8da8b03 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-advanced-orchestration/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260826.8da8b03, committed Aug 26, 2026
- Size
- 4,818 bytes
- Repository stars
- 53
- License
- Apache-2.0
Advanced orchestration patterns for AIDE — multi-lens review (one model, three contexts), clarifying question engine (structured constraint-gathering before PLAN), adaptive context compression at phase handoffs, outcome-based routing preferences, and project provenance capture. Use when implementing the phase router's advanced features, designing review pipelines, or building the measurement/trust layer.
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
# Advanced Orchestration — Beyond Single-Shot Generation ## Research Base - MSR "22 AI Systems Developers Want Built" (860 devs): bounded delegation, quality signals earlier, authority scoping. - Feedback-Over-Form (2604.21950): execution feedback > pipeline topology for 1-3B models; early stopping load-bearing; refiner > generator. - CodeRouter phase detection: layered signals (regex -> tool-history -> agent fingerprint); confidence transparency via headers. - NeMo Switchyard stage router: tool activity decides capability need — errors push toward capable model, steady edits favor efficient. - ACRouter C-A-F loop: execution-grounded memory beats static classifiers OOD; cumulative regret as streaming metric. - SWE-Lego: step-level error masking (don't train on failed actions). - Socratic-SWE: solving traces become training signal. ## Pattern 1 — Multi-Lens Review One model, three sequential passes with different system-prompt lenses: - SECURITY: injection vectors, auth bypasses, secret exposure, input validation - PERFORMANCE: algorithmic complexity, N+1 queries, memory leaks, blocking I/O - MAINTAINABILITY: naming clarity, coupling, test coverage gaps, dead code …
Read the whole file at its exact version.
How to install
mdr add anonymousnomad/aide-sovereign-workbench/aide-advanced-orchestration@sha256:b092ed998ab05655The line at the top of this page pins the label git:20260826.8da8b03, 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_6gsweegtjy5l2vpt)
5 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Aug 26, 2026.
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 (4818 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_6gsweegtjy5l2vpt GET https://markdownregistry.com/api/v1/resolve?ref=anonymousnomad/aide-sovereign-workbench/aide-advanced-orchestration GET https://markdownregistry.com/api/v1/blob/b092ed998ab05655e66bfedc8e2211a71b4a10f497d7625c769b09c12ef81f57
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.