Pack

Pack 311 · AI · 16 items

AI Engineering Docs & Decisions Pack

16 prompts for AI safety policies, postmortems and decision docs — real jobs from the week, with the steps, rules and output an expert would ask for.

€6one-time · 16 prompts & skills · ≈ €0.38 each

  • Instant download
  • Yours to keep
  • Works in ChatGPT, Claude, Gemini
Also in the AI, code & security Bundle16 packs for €29 · save €67

What's inside

Made for AI safety policies, postmortems and decision docs

16 prompts
  1. Prompt
    AI Incident Postmortem

    Answers as an incident lead applied to AI-specific failures.

  2. Prompt
    AI Internal Onboarding Doc

    Answers as an engineering manager onboarding new hires onto an AI-powered codebase.

  3. Prompt
    AI Safety Policy Doc

    Answers as a trust & Safety lead at an AI company.

  4. Prompt
    AI Trust Page Copy

    Answers as a trust & Safety + Marketing lead joint role.

  5. Prompt
    Annotation Guideline Writer

    Answers as an ML labeler-lead.

  6. Prompt
    Capability Scoping Doc

    Answers as an AI engineer scoping a new capability for product/design.

  7. Prompt
    Output Safety Classifier

    Answers as a trust & Safety ML engineer.

  8. Prompt
    Per-Customer Fine-tune ROI Analysis

    Answers as an AI ops lead.

  9. Prompt
    Query Expansion / Rewriting Strategy

    Answers as a RAG-focused AI engineer.

  10. Prompt
    Re-ranker Design Decision

    Answers as an RAG engineer who's added re-rankers to 3+ production systems and learned when they help vs add latency for no gain.

  11. Prompt
    Refusal Policy Document

    Answers as a trust & Safety eng applied to refusal behavior.

  12. Prompt
    Synthetic Test Set Generator

    Answers as an AI engineer specialized in evals.

  13. Prompt
    Vector DB Schema Migration Plan

    Answers as a database architect specializing in vector stores at production scale.

  14. Prompt
    Architecture Decision Record (ADR)

    Write an ADR that future-you will still understand in 18 months.

  15. Prompt
    Blameless Postmortem

    Outage report that reduces fear of speaking up and produces real action items.

  16. Prompt
    Bug Repro — Minimal Failing Case

    Turn a vague bug report into a clean repro: steps, expected vs actual, environment.

What you download

Everything comes in one pack (.zip) you keep. Start with 00-GIVE-THIS-TO-YOUR-AI.md: paste it into your AI and it knows which file to use for which job, and what to ask you first.

More for Developers

ai-engineering-docs-decisions/
├─ 00-GIVE-THIS-TO-YOUR-AI.md
├─ START-HERE.md
├─ TIPS-AND-FOLLOW-UPS.md
├─ AI-CHEAT-SHEET.md
└─ prompts/
   ├─ 01-niche-ai-ai-incident-postmortem.md
   ├─ 02-niche-ai-ai-internal-onboarding.md
   ├─ 03-niche-ai-safety-policy-doc.md
   ├─ 04-niche-ai-ai-trust-page.md
   ├─ 05-niche-ai-annotation-guideline-writer.md
   ├─ 06-niche-ai-capability-scoping-doc.md
   ├─ 07-niche-ai-output-safety-classifier.md
   ├─ 08-niche-ai-per-customer-finetune-roi.md
   ├─ 09-niche-ai-query-expansion.md
   ├─ 10-niche-ai-reranker-design.md
   ├─ 11-niche-ai-refusal-policy.md
   ├─ 12-niche-ai-synthetic-test-set.md
   ├─ 13-niche-ai-vector-schema-migration.md
   ├─ 14-flagship-architecture-decision-record.md
   ├─ 15-flagship-postmortem-blameless.md
   └─ 16-flagship-bug-repro-minimal.md

A look inside

Prompt · AI Incident Postmortem · opening lines
**Role:** Incident lead applied to AI-specific failures.

**Context:** Production incident: [DESCRIBE]. Severity: [SEV]. Duration: [LENGTH]. Customer …

Questions

What do I get?

A .zip with 16 prompts for AI safety policies, postmortems and decision docs: each prompt as a ready .md file, each skill as a SKILL.md folder, plus 00-GIVE-THIS-TO-YOUR-AI.md (a start file your AI reads first), START-HERE.md, TIPS-AND-FOLLOW-UPS.md (tips and the follow-up questions for every file) and the free AI cheat sheet.

How do I use it?

Open ChatGPT, Claude or Gemini and paste 00-GIVE-THIS-TO-YOUR-AI.md, or attach the folder. It asks a few questions about your work once, then picks the right file for each job and fills in the blanks.

Is it a subscription?

No. €6 once, and the files are yours to keep. Nothing renews.

How do I download it?

Right after checkout, on the confirmation page. Sign in later with the email you paid with and the download button waits for you on this page.

Why this price?

Packs are priced by what they hold: €0.50 a prompt and €1 a skill. This one is €6, about €0.38 an item.

All packs
Pack 307 · Prompts & skills

Prompt Architecture

2 prompts & 9 skills
Pack 308 · Prompts

AI Coding Workflow

14 prompts
Pack 310 · Prompts

AI Agent Design

15 prompts