maker-mdap SKILL.md skillA
maker-mdap from coco-research/coco is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add coco-research/coco/maker-mdap@git:20261008.8f6abd1Pins git:20261008.8f6abd1 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- coco-research/coco
- Path
skills/maker-mdap/SKILL.md- Versions recorded
- 1
- Latest version
- git:20261008.8f6abd1, committed Oct 8, 2026
- Size
- 7,656 bytes
- Repository stars
- 797
- License
- a license file GitHub does not identify
Knowledge base from "Solving a Million-Step LLM Task with Zero Errors" (Meyerson, Paolo, Dailey, Shahrzad, Francon, Hayes, Qiu, Hodjat, Miikkulainen — arXiv:2511.09030). Use when designing long-horizon, multi-step agentic LLM pipelines that need very high reliability, applying Maximal Agentic Decomposition (MAD), first-to-ahead-by-k voting, or red-flagging error correction, estimating cost/reliability scaling laws for multi-agent systems, or studying Massively Decomposed Agentic Processes…
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
<!-- argument-hint: [topic, framework name, or chapter number] --> # Solving a Million-Step LLM Task with Zero Errors **Authors**: Elliot Meyerson, Giuseppe Paolo, Roberto Dailey, Hormoz Shahrzad, Olivier Francon, Conor F. Hayes, Xin Qiu, Babak Hodjat, Risto Miikkulainen (Cognizant AI Lab / UT Austin) **Source**: [arXiv:2511.09030](https://arxiv.org/abs/2511.09030) (Nov 2025) ([Notice](NOTICE.md)) | **Pages**: ~29 | **Chapters**: 7 | **Generated**: 2026-08-26 ## How to Use This Skill - **Without arguments** — load core frameworks below for reference - **With a topic** — ask about `voting`, `red-flagging`, `cost scaling`, `decomposition`, or another indexed topic; I find and read the relevant chapter - **With a chapter** — ask for `ch03`; I load that specific chapter - **Browse** — ask "what chapters do you have?" to see the full index When you ask about a topic not covered in Core Frameworks below, I will read the relevant chapter file before answering. --- ## Core Frameworks & Mental Models **The problem**: LLMs have a persistent per-step error rate. A 1%-per-step error rate is expected to fail by step ~100. Standard benchmarks (independent examples, averaged accuracy) …
Read the whole file at its exact version.
How to install
mdr add coco-research/coco/maker-mdap@sha256:2d086eabb20b947bThe line at the top of this page pins the label git:20261008.8f6abd1, 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_mymsgr75hr6l6ujc)
3 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Oct 8, 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 (7656 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
coco-research/coco · 797 stars · license a license file GitHub does not identify · pushed 2026-11-05 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_mymsgr75hr6l6ujc GET https://markdownregistry.com/api/v1/resolve?ref=coco-research/coco/maker-mdap GET https://markdownregistry.com/api/v1/blob/2d086eabb20b947b5ecd9ac083797e3ad70fd2ed2ec0c488e33520c8691c1959
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.