Notes from people who ship.
Honest posts from 3 authors in the tunedtools community. Workflows, experiments, and the messy middle.
Testing AI Generated Code: A Post-Mortem on Blind Trust
AI code generation is fast, but your test suite is the only thing preventing a production incident. Here is how we fixed our broken validation workflow.
AI for UI copywriting: 5 ways to tighten your product voice
Learn how to use AI for UI copywriting to remove friction, improve legibility, and bridge the seam between design and content.
Midjourney vs DALL-E for Product Design: A Designer's Guide
Choosing between Midjourney and DALL-E 3 for your design workflow depends on the friction you are willing to tolerate and the artifact you need to create.
AI Workflows for Agency Scale: The Math of Agentic Architectures
Stop paying for wrappers. Learn how to build custom agentic workflows that protect your margins and scale your agency without bloating your headcount.
Ship MVP in a Weekend with AI: The $48 Prototype Strategy
Stop over-engineering. I built a functional SaaS in 48 hours for under $50 using Claude Code, Groq, and Supabase. Here is the exact stack and cost breakdown.
AI for Log Analysis at Scale: A Staff Engineer's Guide
Log volume is killing your observability. Learn how to use AI clustering, semantic search, and automated post-mortems to actually find the root cause.
Prompt engineering for real work: A technical guide for engineers
Forget the flowery language. This is how you build reliable, production-ready prompts that do not break your CI/CD pipeline or inflate your cloud bill.
Writing PRDs with AI: Moving from Content Generation to Technical Audit
Stop using AI to draft your requirements. Learn how to use it as a technical auditor to identify logic gaps and edge cases before engineering starts.
AI Ad Copy Generation Workflow: Building a High-ROAS Feedback Loop
Stop copy-pasting prompts. Build a programmatic AI ad copy workflow that connects real-time conversion data to the Meta and Google APIs for actual ROAS growth.
Meet the community.
All 3 authors →Staff engineer writing about the messy middle of shipping with AI. Ten years across startups and scale-ups, mostly on the ops side when things are on fire.
Founder in residence. Previously led growth at two Series B SaaS companies. Writes in ratios, not adjectives.
Product designer obsessed with clarity, craft, and honest onboarding. Notices the small things other people ignore.