The through-line under all of it: I design the system and hold the judgment, and the machine does the volume. That is why the same person can run data operations and a video pipeline — in both, the intensive work is automated and my job is the structure, the standards and the gate.
- Claude Code + custom skills
- My working environment. I author my own skills and workflows there and harden each one against a failing test before it ships, so a process I run once becomes a process anything can run.
- Multi-model review
- Claude, Codex, Gemini and Grok wired to cross-check each other's work, because one model agreeing with itself is not verification.
- Generative media
- Higgsfield and Midjourney for AI video and image production, and text-to-speech where narration is needed — volume without a shoot.
- Clip pipeline
- GPU Whisper transcription and captioning through a tuned OpenShorts build, scheduled out via Postiz, with a person approving every post.
- Automation plumbing
- Python and CLI glue, MCP servers, and a Cloudflare Worker fronting a model API so the AI half runs as infrastructure rather than as a browser tab.
- Verification
- Playwright and axe gates, offline smoke runs and pytest suites. AI writing more of the work is only safe if the checking got stronger at the same time.