Autonomous Software Engineer (A‑SWE): Scaling Beyond the Demo
A‑SWE reaches production when approvals, reproducible workspaces, and replayable timelines are in place—so leaders can trust outcomes, audit decisions, and scale.
How we built a small Pexels CLI (and the aarch64 cross-build trap we escaped)
A tiny Rust CLI that speaks the Pexels API, and the practical fix for aarch64 cross-builds on GitHub Actions.
What 2,800+ Claude Code issues reveal about AI dev tools teams actually use
We analyzed 2,800+ Claude Code issues. Here are four themes that separate demos from durable AI dev tools—plus concrete wins teams can ship now.
Multi‑Agent Orchestration: Patterns That Actually Work
Reliable multi‑agent systems use roles, handoffs, SLAs, and approvals—turning planner/executor/reviewer patterns into predictable missions teams can operate.
Agentic AI: From Demos to Durable Engineering
Agentic AI creates durable value when it moves beyond demos into an org-first control plane with orchestration, governance, and observability that teams can operate.
What 1,000+ Codex CLI issues reveal about AI dev tools that teams actually use
We analyzed 1,000+ Codex CLI issues. Here are 10 product themes that separate hobby projects from production-ready AI dev tools—plus concrete wins to deliver now.