first-principles-review SKILL.md skillA

first-principles-review from ganyuanran/aegis is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add ganyuanran/aegis/first-principles-review@git:20261025.21787f7

Pins git:20261025.21787f7 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
ganyuanran/aegis
Path
skills/first-principles-review/SKILL.md
Versions recorded
7
Latest version
git:20261025.21787f7, committed Oct 25, 2026
First version recorded
Aug 9, 2026
Size
10,655 bytes
Repository stars
1,417
License
MIT

Use when asked for first-principles or Occam's-razor review, or when high-risk decisions involve competing constraints, fallback growth, duplicate owners, or architecture direction risk. Ordinary bug fixes stay on the fast path.

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

# First Principles Review

## Purpose

Use this as a lightweight decision review before another Aegis workflow makes a
directional choice. It is a compositional skill, not a standalone workflow.

Do not replace `brainstorming`, `systematic-debugging`, `writing-plans`,
`requesting-code-review`, or `verification-before-completion`. Use it to clean
the decision surface those skills will act on.

When this review materially changes the direction, surface `Aegis Visibility`
in natural prose: name the first principle, dropped assumption, smallest
sufficient path, or owner / retirement falsifier that changed the decision.
Keep it advisory and task-specific; do not turn the lens into approval
authority or a generic skill trace.

## Use When

- The user asks for first principles, first-principles thinking, or Occam's
  razor.
- A design, plan, or fix has multiple plausible paths and unclear selection
  criteria.
- The task has ambiguous goals, competing constraints, or product/architecture
  direction risk.
- Debugging is drifting into repeated fixes, fallback growth, duplicate owners,
  consumer-side patches, or "just add another branch" reasoning.
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add ganyuanran/aegis/first-principles-review@sha256:becbc76bd236b0c9

The line at the top of this page pins the label git:20261025.21787f7, 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_d6xbjl2wx6roh2hm.svg)](https://markdownregistry.com/a/art_d6xbjl2wx6roh2hm)

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

Versions

The registry has recorded 7 versions of this file, between Aug 9, 2026 and Oct 25, 2026, about one every 13 days.

versioncommittedcommitsizeaudit
git:20261025.21787f7 latest2026-10-25 21787f7 10,655 BA view · diff
git:20261020.2ff21fc2026-10-20 2ff21fc 10,215 BA view · diff
git:20260905.878cac92026-09-05 878cac9 9,940 BA view · diff
git:20260901.e71b85a2026-09-01 e71b85a 8,481 BA view · diff
git:20260830.8e0cee32026-08-30 8e0cee3 8,222 BA view · diff
git:20260823.4a281c22026-08-23 4a281c2 7,272 BA view · diff
git:20260809.f62395b2026-08-09 f62395b 6,975 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 (10655 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

ganyuanran/aegis · 1,417 stars · license MIT · pushed 2026-11-04 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_d6xbjl2wx6roh2hm
GET https://markdownregistry.com/api/v1/resolve?ref=ganyuanran/aegis/first-principles-review
GET https://markdownregistry.com/api/v1/blob/becbc76bd236b0c9d6dd8d40123c22a70a1c3960037c40d598d76f7e5a9f421e

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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Every file in ganyuanran/aegis

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