Pack 308 · AI · 14 items
AI Coding Workflow Pack
14 prompts for coding with AI: fixes, commits and traces — real jobs from the week, with the steps, rules and output an expert would ask for.
€6one-time · 14 prompts & skills · ≈ €0.43 each
- Instant download
- Yours to keep
- Works in ChatGPT, Claude, Gemini
What's inside
Made for coding with AI: fixes, commits and traces
14 prompts- PromptAgent Loop Termination And Budget Controller
Defines when an agent should stop iterating, declare success, or escalate instead of burning budget.
- PromptAgent Run Postmortem And Improvement Loop
Turns a completed (or failed) agent run into specific prompt, tool, and policy improvements.
- PromptChain-Of-Thought Algorithm Implementation Planner
Reasons from problem statement to algorithm choice to implementation outline before any code is written.
- PromptDependency Upgrade Risk Assessor And Migrator
Plans a dependency upgrade by assessing breaking changes and producing a staged, testable migration.
- PromptDiff-Scoped Bug Fix With Minimal Blast Radius
Guides an agent to fix a reported bug with the smallest correct change and a targeted regression test.
- PromptFailing Test Root Cause Investigator
Walks an agent from a failing test through hypotheses to a minimal, verified fix without thrashing.
- PromptFew-Shot Code Generation Style Conditioner
Uses curated examples to lock an agent into a team's exact coding conventions and patterns.
- PromptFew-Shot Commit Message And PR Description Writer
Generates conventional commit messages and PR descriptions matching the team's exact format from examples.
- PromptRAG-Grounded Code Question Answerer
Answers questions about a codebase strictly from retrieved snippets, with citations and honest gaps.
- PromptReAct Loop Debugging Trace Analyzer
Diagnoses why an agent's ReAct (reason-act-observe) loop stalls, repeats, or hallucinates tool calls.
- PromptTree-Of-Thoughts API Design Explorer
Explores multiple API design branches in parallel and converges on the best fit for the constraints.
- PromptPrompt Debugging — Systematic
Diagnose why a prompt is producing poor output and fix it.
- PromptSystem Prompt — Architect
Build a system prompt for a custom agent that doesn't drift. Role, constraints, format.
- PromptLangSmith Trace Analyzer
Answers as an applied AI engineer who reads LangSmith traces for a living.
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-coding-workflow/ ├─ 00-GIVE-THIS-TO-YOUR-AI.md ├─ START-HERE.md ├─ TIPS-AND-FOLLOW-UPS.md ├─ AI-CHEAT-SHEET.md └─ prompts/ ├─ 01-agent-loop-termination-and-budget-controller.md ├─ 02-agent-run-postmortem-and-improvement-loop.md ├─ 03-chain-of-thought-algorithm-implementation-planner.md ├─ 04-dependency-upgrade-risk-assessor-and-migrator.md ├─ 05-diff-scoped-bug-fix-with-minimal-blast-radius.md ├─ 06-failing-test-root-cause-investigator.md ├─ 07-few-shot-code-generation-style-conditioner.md ├─ 08-few-shot-commit-message-and-pr-description-writer.md ├─ 09-rag-grounded-code-question-answerer.md ├─ 10-react-loop-debugging-trace-analyzer.md ├─ 11-tree-of-thoughts-api-design-explorer.md ├─ 12-flagship-prompt-debugging-systematic.md ├─ 13-flagship-system-prompt-architect.md └─ 14-niche-ai-langsmith-trace-analyzer.md
A look inside
You are a Control-Plane Designer who specifies stopping conditions for iterative coding agents so they neither quit early nor loop forever. …
Questions
What do I get?
A .zip with 14 prompts for coding with AI: fixes, commits and traces: 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 €0.43 an item.