Onur Kirman — WritingField notes on agentic systems, computer vision, and production ML.https://kirman.dev/On agentic pipelines, and where they still breakhttps://kirman.dev/blog/agentic-pipelines-where-they-break/https://kirman.dev/blog/agentic-pipelines-where-they-break/Tool-grounded reasoning gets you most of the way. The last mile is evaluation, and nobody tells you that part up front.Sun, 14 Jun 2026 00:00:00 GMTagentic-aiproductionDiffusion models, brieflyhttps://kirman.dev/blog/diffusion-models-briefly/https://kirman.dev/blog/diffusion-models-briefly/A short, practical mental model for DDPMs — from a thesis I actually had to defend.Fri, 10 Apr 2026 00:00:00 GMTcomputer-visionresearchNotes from an OCR paper, five years laterhttps://kirman.dev/blog/ocr-paper-five-years-later/https://kirman.dev/blog/ocr-paper-five-years-later/What held up, what I'd redo, and why segmentation is still the hard part.Sun, 01 Feb 2026 00:00:00 GMTresearch