Responsible AI Adult — Core Execution Pack

AI is fast. Production is fragile.

Most AI-assisted engineering failures don’t start with bad intentions.
They start with bad prompts.

Vague instructions. Missing constraints. Overconfident execution.

Responsible AI Adult — Core Execution Pack is a production-safety framework for engineers who use AI to write, modify, or refactor real software — and would like to keep things working.

This is not a prompt bundle.
It’s an execution discipline.

What This Is

A set of six tool-agnostic, production-grade AI agents that guide work from idea → execution while actively reducing risk.

It encodes how experienced engineers actually work:

• Clarify intent before execution
• Quantify risk before touching code
• Contain high-risk changes
• Verify that “safer” really means safer
• Ship features without breaking existing behavior

Works with:

• ChatGPT
• Claude
• Copilot Chat
• Cursor
• Gemini
• Local LLMs

Anywhere you can paste text.

What You Get

🧠 Six Responsible AI Agents

• Agent 00 — Fix My Bad Prompt
  Sanitize raw prompts, extract true intent, and add production-safe constraints.
• Agent 01 — Prompt Risk Scorer
  Assigns a numeric blast-radius score before anything executes.
• Agent 02 — Strict Mode Prompt Rewriter
  Forces phased execution, validation checkpoints, rollback paths, and STOP conditions.
• Agent 03 — Prompt Diff Analyzer
  Verifies that rewrites actually reduce risk instead of just sounding nicer.
• Agent 04 — New Feature Implementer
  Executes new features incrementally without breaking existing behavior.
• Agent 05 — Code Cleanup / Refactor (Non-Destructive)
  Improves readability and maintainability without changing runtime behavior.

🛡 Global Safety Preamble

A universal system prompt that forces production assumptions and guardrails in any AI tool.

🧭 Responsible Adult Workflow

A simple flow that prevents skipping safety steps when things get exciting.

How It’s Used (Realistically)

1. Paste the Global Safety Preamble into your AI tool
2. Run your idea through Agent 00
3. Score risk with Agent 01
4. If risk ≥ 6 → Strict Mode (Agent 02) is mandatory
5. Verify the rewrite with Agent 03
6. Execute safely with Agent 04 or Agent 05

No plugins.
No automation required.
No vendor lock-in.

Agent 00 - Example Results

1. Risk Awareness

Raw prompts hide risk. This exposes it.

Before anything executes, Responsible AI Adult forces ambiguity into the open: unclear definitions, missing constraints, hidden blast radius, and scope creep vectors.

This is the step most AI workflows skip — and where most production problems start.

2. Execution Discipline

This is what “safe execution” actually looks like.

Explicit roles. Clear definitions. Hard constraints.

No scheduler redesigns. No new infra. No surprise refactors.

The AI is allowed to help — but only inside well-defined boundaries.

3. Safety Justification

Safety Justification

Safety isn’t pretending risk doesn’t exist.

This system explicitly classifies residual risk, explains why the new version is safer, and documents what could still go wrong.

No magic. No false confidence. Just honest tradeoffs.

Who This Is For

• Senior & Staff Engineers
• Tech Leads & Platform Engineers
• Founders shipping real production systems
• Teams already using AI in their workflow

If you’ve ever said:

“That shouldn’t have touched that…”

This is for you.

What This Is Not

• ❌ Not a code generator
• ❌ Not a replacement for engineering judgment
• ❌ Not an AI shortcut

This is a safety system, not a speed hack.

Delivery

• Instant digital download
• Markdown files (inspectable, portable, versionable)
• MIT licensed — adapt it to your workflow

Bottom Line

AI makes it easier to type.

Responsible AI Adult makes it harder to screw up.

If your production systems matter, this belongs in your workflow.