Build an AI-native engineering team that ships fast
Practical how-tos, model benchmarks, and research on AI-driven development for fast-moving teams.
The Electrification of Factories: What Software Teams Can Learn From the Transition
Factory electrification reshaped production only after owners redesigned the floor. AI software teams need the same shift in workflow, review, and verification.
Bug Catch of the Week: How a Failed Database Swap Could Delete Your Only Copy
DoltLite's replacement flow could delete the old database before the new copy was safe. Here's how runtime testing exposed the failure path before release.
How to Build Quality Into Your Software Factory
Software factories need speed & quality. Ship fewer bugs by testing in layers; fast tests first, then deeper validation
The AI Model Plateau: Why Your Infrastructure Matters More Than the Next Release
AI model routing and evaluation now decide your production results. Learn how companies are adapting to make the most of the highly competitive LLM landscape.
Why AI Code Review Needs to Read Your Code and Run It
A practical guide to static and runtime analysis in AI code review, including what each approach catches, where it falls short, and why teams use both.
What Happened When DoltHub Ran Ito on 43 Pull Requests
DoltHub reported a 2:1 fixed-to-dismissed ratio for Ito bug findings, and surfaced pre-existing issues in 26 of 43 tested PRs over six weeks.
MTTR is the Wrong Metric for AI-Era Engineering Teams
AI tools produce 41% more bugs and 98% more pull requests. MTTR can't keep up. Here's how MTTF shifts your team from incident response to prevention.
Your fastest model is probably not your fastest model
Tokens per second measures how fast a model emits, not how fast it finishes. Our 13-model probe shows the gap that flips both the speed + cost leaderboards.
Moo: Giving Your Agents the Runtime Isolation git worktrees Need
git worktree isolates your files. Moo isolates the database, ports, and services, saved per commit. Together, they give your agents fully isolated machines. Learn how to use Moo, the benefits, and why your agents need it.
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