Claude Sonnet 5 just dropped (889pts on HN) and it changes how I code
Anthropic released Claude Sonnet 5 yesterday and it immediately hit #2 on Hacker News with 889 points. After 200+ conversations with it, I've distilled the patterns that actually work into 50 ready-to-use prompts.
The key insight: Sonnet 5 works best with structured, specific prompts. Vague requests waste its capability.
Why Sonnet 5 is different
- Handles multi-file refactoring in one shot
- Understands system architecture holistically
- Debugs production issues with fewer back-and-forth rounds
- Better at reading between the lines of ambiguous requirements
The 5 prompts I use most
1. Legacy Code Refactoring
Analyze this [language] codebase. Identify code smells, dead code, and
refactoring opportunities. Prioritize by impact and risk. Output a
migration plan with specific file changes.
2. System Design Interview Prep
Design a [system type] for [use case]. Constraints: [list constraints].
Walk through: data model, API design, caching strategy, failure modes.
Include latency estimates.
3. Production Incident Post-Mortem
Write a blameless post-mortem for this incident: [timeline]. Include
root cause, contributing factors, action items with owners and deadlines.
4. Full-Stack Feature Implementation
Implement [feature] end-to-end. Steps:
1) Design the data model
2) Write the API endpoint
3) Create the frontend component
4) Add tests
5) Write the migration
For each step, show code and explain design decisions.
5. Code Review Acceleration
Review this PR. Check: correctness, security vulnerabilities, performance
regressions, naming conventions, test coverage gaps. Rate each category
1-5 and suggest specific improvements.
What doesn't work
- "Fix this bug" - Too vague, Sonnet 5 spins
- "Make this faster" - Needs context about current perf
- "Write tests" - Needs to know testing framework, patterns, edge cases
The full pack
I compiled all 50 prompts into a structured pack organized by use case: coding, debugging, documentation, productivity, and learning. Each prompt has bracketed placeholders you fill in with your context.
50 Claude Sonnet 5 Prompts on Gumroad (Free/PWYW)
Also available: 25 AI Prompts for Developers
What prompts are you using with Claude Sonnet 5? Share in the comments!
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