doubt-driven-review SKILL.md skillA
doubt-driven-review from blackbelttechnology/pi-agent-dashboard is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add blackbelttechnology/pi-agent-dashboard/doubt-driven-review@git:20261001.8a12482Pins git:20261001.8a12482 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- blackbelttechnology/pi-agent-dashboard
- Path
packages/eng-disciplines/.pi/skills/doubt-driven-review/SKILL.md- Versions recorded
- 6
- Latest version
- git:20261001.8a12482, committed Oct 1, 2026
- First version recorded
- Jul 4, 2026
- Size
- 22,403 bytes
- Repository stars
- 341
- License
- MIT
In-flight adversarial check on a non-trivial decision BEFORE it stands — distinct from post-hoc review of a finished diff. Use on "stress-test this decision", "are we sure about this", "verify before commit", "poke holes in this", when working in unfamiliar code, or before an irreversible step (migration, prod deploy, public API). Runs earlier than code-review, while course-correction is cheap.
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
# Doubt-Driven Development
## Overview
A confident answer is not a correct one. Long sessions accumulate context that quietly turns assumptions into "facts" without anyone noticing. Doubt-driven development is the discipline of materializing a fresh-context reviewer — biased to **disprove**, not approve — before any non-trivial output stands.
This is not `/review`. `/review` is a verdict on a finished artifact. This is an in-flight posture: non-trivial decisions get cross-examined while course-correction is still cheap.
## When to Use
A decision is **non-trivial** when at least one of these is true:
- It introduces or modifies branching logic
- It crosses a module or service boundary
- It asserts a property the type system or compiler cannot verify (thread safety, idempotence, ordering, invariants)
- Its correctness depends on context the future reader cannot see
- Its blast radius is irreversible (production deploy, data migration, public API change)
Apply the skill when:
- About to make an architectural decision under uncertainty
- About to commit non-trivial code
- About to claim a non-obvious fact ("this is safe", "this scales", "this matches the spec")
…Read the whole file at its exact version.
How to install
mdr add blackbelttechnology/pi-agent-dashboard/doubt-driven-review@sha256:69a0e286492e8530The line at the top of this page pins the label git:20261001.8a12482, 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_jua5pydwhisgmsca)
7 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 6 versions of this file, between Jul 4, 2026 and Oct 1, 2026, about one every 18 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261001.8a12482 latest | 2026-10-01 | 8a12482 | 22,403 B | A | view · diff |
| git:20260805.ff041ae | 2026-08-05 | ff041ae | 22,094 B | A | view · diff |
| git:20260716.852fe7e | 2026-07-16 | 852fe7e | 22,197 B | A | view · diff |
| git:20260713.c26ca8c | 2026-07-13 | c26ca8c | 23,033 B | A | view · diff |
| git:20260705.3afd667 | 2026-07-05 | 3afd667 | 21,301 B | A | view · diff |
| git:20260704.5b9bf2e | 2026-07-04 | 5b9bf2e | 18,799 B | A | view |
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 (22403 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
blackbelttechnology/pi-agent-dashboard · 341 stars · license MIT · pushed 2026-11-06 · branch develop
API
GET https://markdownregistry.com/api/v1/artifacts/art_jua5pydwhisgmsca GET https://markdownregistry.com/api/v1/resolve?ref=blackbelttechnology/pi-agent-dashboard/doubt-driven-review GET https://markdownregistry.com/api/v1/blob/69a0e286492e8530b035806de8cef386257ae240bfa7107c0d72151583dcd2f0
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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