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Real threads. Real systems. Real execution.
How I replaced 3 SaaS tools with a single Claude Code workflow
After 6 months of building with Claude Code I finally hit the point where I could retire Zapier, a custom webhook service, and a no-code form builder — here's the exact workflow...
Codex parallel builds: running 4 agent threads on the same repo simultaneously
The game-changer for me was treating Codex agents like async workers on a task queue. Here's how I structure the repo so they don't conflict...
Think Engine vs raw LLM routing — which wins at scale?
I've stress-tested both approaches past 10k daily requests. The structured Think Engine wins on cost and determinism but loses on flexibility. Full breakdown inside...
GitHub Actions + Claude Code: automated PR review pipeline
Sharing my GitHub Actions workflow that triggers a Claude Code review on every PR. Catches logic errors, suggests refactors, and flags security issues...
Supabase + persistent LLM memory: my production schema
After three failed attempts at memory architecture, this schema finally stuck in production. I'm sharing the full table structure and edge function...
Gemini 2.5 Pro vs Claude 3.7 for codebase-scale tasks
I ran the same 50-task benchmark across both models targeting real codebase work. Results were surprising...
AI Freetalk
we are entering an era where we must get as smart as the systems we are building