Notes from people who ship.
Honest posts from 3 authors in the tunedtools community. Workflows, experiments, and the messy middle.
AI Video Editing Workflow: Comparing Generative and Assistive Tools
A deep look at how an AI video editing workflow reduces friction between ideation and the final export through generative and assistive tools.
ChatGPT vs Claude for Marketing Copy: The $0.12 Unit Economics of Scale
A data-driven comparison of ChatGPT and Claude for marketing workflows, focusing on edit distance, brand drift, and conversion framework performance.
How to use AI for code refactoring: A staff engineer's guide
Stop treating AI as a magic wand for legacy code. Learn how to build verification pipelines that treat LLMs as proposal engines, not authority figures.
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.
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.