I want to share my experience in the cloud, AI, and agents development areas.
The content details the creation of a tool for converting written posts into narrated audio and video formats using Codex CLI and Claude Code. It covers the tool's functionality, costs, and lessons learned during development, emphasizing accurate audio synchronization and transcript quality. The tool is open-source and freely usable for personal posts.
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.
I built a local-first Python CLI that reviews unpublished blog drafts with Claude and Codex in sequence.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.
Thomas Suedbroecker's Blog 