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Overview
Founder of Talk & Comment, former Meta messaging partnerships lead, and systems engineer writing field notes on voice products, agent operations, infrastructure, and human coordination.
News
The Fable Festival (Until It's Dark Again)
On its first day back from the export-control shutdown, I asked Fable 5 to write its own welcome-back letter to builders. It wrote about what it's actually for - six things almost nobody asks it to do - and why the week matters.
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Report
The Human Bottleneck
A 2026 follow-up to Changing Culture: AI media, layoffs, provenance, and the cold question every institution now has to answer - what are humans for inside this system?
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"Advancing content provenance for a safer, more transparent AI ecosystem"
The image was the demo. The workflow is the product.
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The Runtime Nobody Talks About
The hard part of agentic AI is not the model or the prompt. It is the runtime infrastructure - the orchestration layer that makes agent execution reliable, observable, and governable at scale.
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32 Tests, Zero Dollars: Visual E2E Testing with a VLM Running on My Laptop
I replaced a broken Playwright setup with a vision-language model that looks at screenshots and tells me if the UI is right. 32 tests, 10 minutes, running entirely on Apple Silicon. No cloud. No flaky CI. No bill.
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