From Solo AI Engineer to Autonomous Dev Team
Mar 10, 2026 · 14 min read · Claude Code AI Digital Engineer GitHub Actions DevOps Automation OpenClaw Multi-Agent Autonomous Development ·
In a previous post, the AI Digital Engineer pattern was introduced, featuring a single Claude Code agent guided by Skills and enforced by Hooks to execute a complete engineering workflow. This approach demonstrated effectiveness in delivering production-ready code with guaranteed quality gates. However, a fundamental …
Read More about From Solo AI Engineer to Autonomous Dev TeamSelf-Hosted GitHub Runners on AWS Spot for AI Dev Teams
May 8, 2026 · 13 min read · GitHub Actions Self-Hosted Runners AWS Spot Graviton Terraform CI/CD Cost Optimization Autonomous Development ·
Autonomous AI dev teams move the bottleneck. When a dispatcher fans out work to dev and review agents every 5 minutes, the constraint is no longer human attention — it is the CI/CD pipeline that gates every PR. Each agent push triggers builds, tests, E2E verification, and bot reviews. With even a small team of agents …
Read More about Self-Hosted GitHub Runners on AWS Spot for AI Dev TeamsAI Digital Engineer: End-to-End Delivery with Claude Code
Jan 31, 2026 · 12 min read · Claude Code AI Digital Engineer GitHub Actions DevOps Automation Software Engineering CI/CD Test-Driven Development ·
What if an AI could operate like a senior software engineer - not just writing code, but following the complete engineering process from design through deployment? This post introduces the AI Digital Engineer pattern: a system that transforms Claude Code from an interactive assistant into an autonomous engineer capable …
Read More about AI Digital Engineer: End-to-End Delivery with Claude Code