Home / akillness / jeo-skills · .agent-skills/agent-principles/SKILL.md · GitHub

agent-principles skillA

agent-principles is agent-read markdown (skill) from akillness/jeo-skills: Core principles for collaborative development with AI agents. Defines divide-and-conquer, context management, abstraction-level selection, automation philosophy, and verification/retrospectives. Apply optimal collaboration patterns when using any AI agent. Also the owner of the retired `agent-development-principles` name (merged 2026-09-19). Triggers on: agent principles, agentic development principles, AI collaboration principles, context-management strategy, how to work with coding agents..

Indexed from public GitHub and served as immutable, content-addressed versions. Install it pinned to an exact SHA-256 with the mdr CLI, and every file is verified against the hash recorded here before it reaches your agent. The deterministic audit below grades the latest version, and the same file always earns the same grade.

What the file says

# Core Principles for AI-Agent Collaboration (Agentic Development Principles)

> **"AI is the copilot; you are the pilot."**
> AI agents amplify a developer's thinking and take over repetitive work, but final decisions and responsibility always remain with the developer.

## When to use this skill

- Confirm the baseline principles at the start of an AI-agent session
- Decide an approach before starting complex work
- Establish a context-management strategy
- Review workflows to improve productivity
- Onboard teammates on how to use AI agents

---

## Principle 1: Divide and Conquer

### Core concept
AI performs far better with **small, clear instructions** than with large, ambiguous tasks.

### How to apply

| Bad example | Good example |
|----------|----------|
| "Build me a login page" | 1. "Create the login form UI component" |
| | 2. "Implement the login API endpoint" |
| | 3. "Wire up the authentication logic" |
| | 4. "Write tests" |

### Practical pattern: staged implementation

```
Step 1: Design and validate models/schemas
Step 2: Implement core logic (minimum viable functionality)
Step 3: Connect APIs/interfaces
Step 4: Write and run tests
Step 5: Integrate and refactor
…

Read the whole file at its exact version.

How to install

Latest version
mdr add akillness/jeo-skills/agent-principles@v2.0.0
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mdr add akillness/jeo-skills/agent-principles@sha256:5321fbec239f6990

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Versions

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v2.0.0 latest2026-09-20 2a2b733 7,642 BA view · diff
v2.0.02026-09-19 9f2a908 7,386 BA view

Audit of the latest version

A  17 of 17 checks passed. Deterministic, no model, 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 (7642 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

akillness/jeo-skills · 47 stars · license none · pushed 2026-09-22 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_m5yrepspofl6t66y
GET https://markdownregistry.com/api/v1/resolve?ref=akillness/jeo-skills/agent-principles
GET https://markdownregistry.com/api/v1/blob/5321fbec239f6990be8cad27f75d0c2d7ce4ed1a1b99283badc0f590a0a904d4

Your agent 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.

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