The AI producer

Posted on Jul 2

15 AI Prompts That Actually Save Me Hours Every Week as a Developer

#webdev #opensource #tools

I Tried Hundreds of AI Prompts — These 15 Actually Stick

After using AI assistants daily for 18 months, I've accumulated a graveyard of prompts that sounded great but never made it into my workflow. These 15 are the ones I keep coming back to — not because they're flashy, but because they save real time.

Morning System (3 prompts)

1. Daily Intention Setter

"Review my calendar, task list, and recent Slack messages. Suggest the 3 highest-impact things I should focus on today and why."

This single prompt replaced my 15-minute morning planning ritual. The AI pulls from actual context instead of my gut feeling about what's urgent.

2. Technical Debt Triage

"Here's my codebase's open issues list: [paste]. Categorize each as quick-win (<30min), medium (1-2h), or strategic (>half-day). Suggest this week's sprint."

Turns chaos into a plan. Works especially well with GitHub issue lists pasted directly.

3. Email Briefing

"Summarize these 12 unread emails into: (a) action required from me, (b) FYI only, (c) can skip. Be ruthless."

A 20-minute email session becomes 3 minutes.

Deep Work (4 prompts)

4. Code Review Primer

"I'm about to review a PR that touches [module]. What are the common pitfalls, security concerns, and edge cases I should check?"

I paste this before every code review. It catches things I'd otherwise miss at 5 PM on a Friday.

5. Debugging Hypotheses

"Here's the error: [paste]. Generate 5 hypotheses for the root cause, ranked by likelihood. For each, suggest a diagnostic step."

Better than rubber-ducking. The AI generates hypotheses I wouldn't think of.

6. Documentation Draft

"Here's my code: [paste]. Write a README section explaining what it does, how to use it, and gotchas. Include a code example."

Documentation that doesn't feel like a chore.

7. Test Case Generator

"Here's a function: [paste]. Generate edge cases I haven't considered, including: empty input, null values, unicode characters, race conditions."

This has caught bugs in production code before they shipped.

Communication (4 prompts)

8. Status Report Writer

"Here are my Jira tickets from this week: [paste]. Write a one-paragraph status update for the team standup and a detailed version for the sprint review."

Two documents from one paste. My PM started asking if I hired an assistant.

9. PR Description Template

"Here are my commits: [paste]. Write a PR description with: what changed, why, testing done, and any breaking changes."

Consistent PR descriptions without the formatting effort.

10. Technical Explanation Simplifier

"Explain [complex concept] to a non-technical stakeholder using an analogy. Keep it under 200 words."

For those moments when someone asks "why can't we just..." in the standup.

Planning (4 prompts)

11. Weekly Retrospective

"Here's what I accomplished this week: [list]. Here's what blocked me: [list]. Suggest 3 process improvements for next week."

Structured reflection that actually leads to change.

12. Architecture Decision Framework

"I need to decide between [Option A] and [Option B] for [use case]. Compare them on: performance, maintainability, team familiarity, and migration cost. Don't pick a winner — just lay out the tradeoffs."

For when you need to think clearly, not just decide quickly.

13. Learning Path Generator

"I want to learn [technology] in 30 days. I already know [prerequisites]. Create a week-by-week plan with specific resources and a project for each week."

Better than generic tutorials because it accounts for what you already know.

14. Meeting Prep

"I have a meeting about [topic] with [attendees] in 30 minutes. What are the 3 key questions I should ask and what data should I have ready?"

Shows up prepared without the 30-minute scramble.

15. Weekly Reset

"Ask me 10 reflection questions about my week: wins, lessons, energy levels, relationships, and priorities. Wait for my answers, then help me plan next week."

The most valuable 15 minutes of my week.

Want the Full Collection?

I bundled these into organized prompt packs — morning routines, workday systems, evening wind-downs, and more. Over 200 prompts across 6 packs, all copy-paste ready for ChatGPT, Claude, or any AI.

Use code DEV40 for 40% off any pack: