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Alain Tural

Founder of Pixedi. I build production systems with AI and publish the engineering behind them.

Most of my work sits in one gap: the distance between a model that works in a demo and a system that still works on a Tuesday afternoon when nobody is watching it. A job status is the system's opinion of itself, not a fact about the world. A renderer can crash and still report success. An agent can report DONE having written nothing. The fix was never a better prompt. It was a check that reads the world instead of trusting the report.

What I work on

  • Browser-based 3D product configurators, and the offline reference renders they get measured against
  • Automation infrastructure: verification gates, queues, and pipelines that count what actually shipped
  • Applied AI in production, including the parts that did not survive measurement

Open source

  • SyncTile for MiniMax H3: 4.9x faster local video generation and seam-free 4K (3840 x 2160) on one RTX 4090, by blending tiles in latent space after every sampling step. Benchmarks against MMH3 Split Upscale and SeedVR2 included. DOI Write-up: pixedi.com/lab

Writing and measurements: alaintural.com

Most of my work is client work and lives in private repositories. What I publish here is the part that stands on its own: small tools, and the measurement harnesses behind the numbers I write about.

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