ai-agents-research-frontier SKILL.md skillA

ai-agents-research-frontier from rjmurillo/ai-agents is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add rjmurillo/ai-agents/ai-agents-research-frontier@v1.0.0

Pins v1.0.0 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
rjmurillo/ai-agents
Path
.claude/skills/ai-agents-research-frontier/SKILL.md
Versions recorded
5
Latest version
v1.0.0, committed Sep 25, 2026
First version recorded
Aug 20, 2026
Size
21,107 bytes
Repository stars
48
License
MIT

Three ranked open research programs for this repo, each with honest current-state evidence, first concrete steps, and a falsifiable milestone. Verified governance (ADR-069, proposed), cross-harness abstraction (ADR-072 proposed, ADR-068 accepted), and the self-improving loop (issue #1345). Use when you say `research frontier`, `open problems`, `what should we research next`. Do NOT use for how to run an experiment here (use `ai-agents-research-methodology`).

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

# AI Agents Research Frontier

<!-- vendor-portability: contributor-facing knowledge pack for the rjmurillo/ai-agents repo itself; intentionally references upstream paths (.agents/, .claude/, scripts/, build/) because its audience is repo contributors, not plugin consumers (issue #2050) -->
Open problems where this repository can advance the state of the art, ranked in
owner-confirmed priority order. This skill tells you WHAT is worth working on and
what "done" would look like. It does not teach experiment discipline (that is
`ai-agents-research-methodology`) and it is not the portability battle plan
(that is `ai-agents-portability-campaign`).

Honesty contract for this document: every asset claim below was re-verified
against the working tree on 2026-07-30. Anything labeled PROPOSED is not policy.
Anything labeled UNVERIFIED could not be confirmed and must be checked before you
build on it.

## Triggers

- `research frontier`
- `open problems`
- `what should we research next`
- `frontier programs`

## The Three Programs at a Glance

| Rank | Program | Anchor artifacts | Status (as of 2026-07-30) | Falsifiable milestone (short form) |
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add rjmurillo/ai-agents/ai-agents-research-frontier@sha256:fd2cfe0e02c85217

The 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.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_rzyt2hovbke2gz24.svg)](https://markdownregistry.com/a/art_rzyt2hovbke2gz24)

3 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 5 versions of this file, between Aug 20, 2026 and Sep 25, 2026, about one every 9 days.

versioncommittedcommitsizeaudit
v1.0.0 latest2026-09-25 3fda96c 21,107 BA view · diff
v1.0.02026-09-23 efd148e 20,902 BA view · diff
v1.0.02026-09-15 696280a 20,767 BA view · diff
v1.0.02026-09-07 2aa8f02 20,779 BA view · diff
v1.0.02026-08-20 ba541c2 20,769 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (21107 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

GitHub

rjmurillo/ai-agents · 48 stars · license MIT · pushed 2026-10-20 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_rzyt2hovbke2gz24
GET https://markdownregistry.com/api/v1/resolve?ref=rjmurillo/ai-agents/ai-agents-research-frontier
GET https://markdownregistry.com/api/v1/blob/fd2cfe0e02c85217cf928a42b0526572c4bc7fa633c23ba13d404ac4261998fa

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.

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