deli-autoresearch SKILL.md skillA
deli-autoresearch from pengqianhan/ai-human-research-os is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add pengqianhan/ai-human-research-os/deli-autoresearch@git:20260721.61fe120Pins git:20260721.61fe120 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- pengqianhan/ai-human-research-os
- Path
research-skills-hub/collected-skills/deli-autoresearch/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260721.61fe120, committed Jul 21, 2026
- Size
- 9,344 bytes
- Repository stars
- 3
- License
- MIT
A protocol framework for long-horizon autonomous tasks. Targets three empirically-observed failure modes — cognitive loops, stalling, runtime fragility — by prescribing state management, stall detection, and watchdog mechanisms. Validated on multiple task types including paper writing (4 ICLR-format surveys, in-framework self-rating 8.0-8.6/10).
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
# Deli AutoResearch This skill is a protocol framework for long-horizon autonomous tasks (days to weeks). It ships no executable code; instead it prescribes a set of battle-tested conventions: how state is persisted, how stalls are detected, how guardians are layered, and what constraints bind agent behavior. Implementation details are left to the adopter's environment. ## 1. Motivation Long-running code agents exhibit three recurring failure modes: 1. Cognitive loop — successive iterations try similar directions with diminishing returns, unable to escape a local optimum on their own. 2. Stalling — the agent finishes a chunk of work, outputs a summary, and waits for user feedback. Externally the session looks alive and polling runs, but work has effectively stopped. Run logs show this is more common than crashes. 3. Runtime fragility — context compaction silently breaks the loop; closing a session takes down the timers parasitic on it. Failures go unnoticed by default. The common cause of all three is missing engineering scaffolding, not insufficient model capability. Every mechanism in this framework targets the failure modes above. ## 2. Behavioral Constraints …
Read the whole file at its exact version.
How to install
mdr add pengqianhan/ai-human-research-os/deli-autoresearch@sha256:4f48d25acb017a1bThe line at the top of this page pins the label git:20260721.61fe120, 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_2symwvnpdtabw6mr)
1 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Jul 21, 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 (9344 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
pengqianhan/ai-human-research-os · 3 stars · license MIT · pushed 2026-10-19 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_2symwvnpdtabw6mr GET https://markdownregistry.com/api/v1/resolve?ref=pengqianhan/ai-human-research-os/deli-autoresearch GET https://markdownregistry.com/api/v1/blob/4f48d25acb017a1b21eeebee47c7ee85d055dadc621456a2597430782e8ce1d2
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.