AI-assisted development is shifting from single-model tools to multi-model and multi-agent engineering. This article explores how IBM Bob, GitHub Copilot, Gemini CLI, Claude Code, and OpenAI Codex orchestrate models—and why the orchestration layer is becoming the real platform.
Building a Local-First Blog Review Agent Chain with Claude and Codex
I built a local-first Python CLI that reviews unpublished blog drafts with Claude and Codex in sequence. The tool keeps orchestration, reports, and publishing manual, while supporting mock mode for no-network testing. This post explains the workflow, privacy boundaries, provider authentication, and why human review remains essential.
