prompt-engineering SKILL.md skillA

prompt-engineering from akaszubski/autonomous-dev is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add akaszubski/autonomous-dev/prompt-engineering@git:20260414.6e64c38

Pins git:20260414.6e64c38 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
akaszubski/autonomous-dev
Path
plugins/autonomous-dev/skills/prompt-engineering/SKILL.md
Versions recorded
1
Latest version
git:20260414.6e64c38, committed Apr 14, 2026
Size
4,769 bytes
Repository stars
34
License
none declared

Prompt engineering patterns for writing agent prompts and skill files — constraint budgets, register shifting, HARD GATE patterns, anti-personas. Use when writing or reviewing agents/*.md or skills/*/SKILL.md. TRIGGER when: agent prompt, skill file, prompt engineering, model-tier compensation, HARD GATE, prompt quality. DO NOT TRIGGER when: user-facing docs, README, CHANGELOG, config files.

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

# Prompt Engineering Patterns

Compact, actionable patterns for writing agent prompts and skill files. See [docs/PROMPT-ENGINEERING.md](../../docs/PROMPT-ENGINEERING.md) for full rationale and academic citations.

---

## Constraint Budget (MOSAIC finding)

| Range | Compliance |
|-------|-----------|
| 1–6 | Reliable |
| 7–15 | Unpredictable |
| >15 | Degraded |

**Rule**: Max 6 hard constraints per section. Hard gates at the END of sections (Claude recency effect).

---

## Register Shifting Checklist

Before finalizing any hard gate or enforcement directive, verify the verbs:

- [ ] Tier 1 (deep): `audit`, `verify`, `critically analyse`, `enumerate` — use for HARD GATEs
- [ ] Tier 2 (balanced): `review`, `check`, `describe` — use for standard task instructions
- [ ] Tier 3 (minimal): `look at`, `mention`, `note` — advisory only; never in enforcement

**FORBIDDEN**: Tier 3 verbs in REQUIRED or FORBIDDEN lists.

---

## Persona Anti-Pattern

**FORBIDDEN for analytical agents** (reviewers, auditors, analysts, planners):
- ❌ `You are a [role]...` persona prefixes
- ❌ `Act as an expert in...` framing
- ❌ `Imagine you are...` setups
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add akaszubski/autonomous-dev/prompt-engineering@sha256:dfdcc1cb31d143ea

The line at the top of this page pins the label git:20260414.6e64c38, 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_pl2lnz577ig3vyug.svg)](https://markdownregistry.com/a/art_pl2lnz577ig3vyug)

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

Versions

The registry has recorded 1 version of this file, committed on Apr 14, 2026.

versioncommittedcommitsizeaudit
git:20260414.6e64c38 latest2026-04-14 6e64c38 4,769 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 (4769 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

akaszubski/autonomous-dev · 34 stars · license none declared · pushed 2026-10-04 · branch master

API

GET https://markdownregistry.com/api/v1/artifacts/art_pl2lnz577ig3vyug
GET https://markdownregistry.com/api/v1/resolve?ref=akaszubski/autonomous-dev/prompt-engineering
GET https://markdownregistry.com/api/v1/blob/dfdcc1cb31d143ea7261716a39641f030feec8776596e7e59e956ab10a69ea4f

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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