Workflow
Ten Things High-Performing AI Teams Actually Do
The best study we have says AI made experienced developers slower — and they couldn't feel it. Speed was never the leverage. Here's what the teams winning with AI actually do differently.
Rigorous Curiosity
Everyone has the same AI tools. The people winning pair curiosity with the discipline to turn a question into a measured result — and back into the next question.
Building a Self-Hosted Blog-to-Audio Pipeline on a $150 GPU
No cloud APIs, no monthly fees. A fully automated pipeline from Ghost post to voice-cloned audio narration, running on a used RX 580 in an LXC container.
The Bus is Leaving...
Government agencies are spending years deploying yesterday's AI tools while agentic development compresses delivery from months to days. The gap isn't linear anymore. It's exponential.
Deploy From Here
The centralized CI/CD pipeline was the right bridge for its era. Containers, powerful workstations, and agentic tooling put us on the other side.
The AI x Workflow Conundrum
We love talking about AI in extremes; we focus on total disruption, mass unemployment, or the rise of robot overlords. We spend endless cycles on financing and existential risks, often overlooking the practical reality of how this technology actually shows up at work today.