AI and Autonomous Systems Report https://mohammadtakneshan.com/blog/ Essays on AI systems, automation, research, and building by Mohammad Takneshan. en Travel Avenue, from blank repo to a storefront that must sell https://mohammadtakneshan.com/blog/travel-avenue-storefront.html https://mohammadtakneshan.com/blog/travel-avenue-storefront.html Sun, 19 Jul 2026 12:00:00 GMT Catalog, media, SEO, and the automation underneath a UAE luggage DTC channel. What markerless motion capture taught me about evaluation honesty https://mohammadtakneshan.com/blog/markerless-motion-capture-evaluation.html https://mohammadtakneshan.com/blog/markerless-motion-capture-evaluation.html Sun, 19 Jul 2026 12:00:00 GMT Metrics that win a slide can still lose the lab. Notes from a computer-vision thesis path. The quiet craft of internal tools nobody demos on Twitter https://mohammadtakneshan.com/blog/internal-tools-quiet-craft.html https://mohammadtakneshan.com/blog/internal-tools-quiet-craft.html Sun, 19 Jul 2026 12:00:00 GMT WorkOS, Docker Compose, and backups over another chat UI. MultiSent and the limits of “just fine-tune it” https://mohammadtakneshan.com/blog/multisent-just-fine-tune-it.html https://mohammadtakneshan.com/blog/multisent-just-fine-tune-it.html Sun, 19 Jul 2026 12:00:00 GMT When multilingual sentiment needs more than a single checkpoint and a hope. From research lab to Dubai operations: what transferred https://mohammadtakneshan.com/blog/research-lab-to-dubai-operations.html https://mohammadtakneshan.com/blog/research-lab-to-dubai-operations.html Sun, 19 Jul 2026 12:00:00 GMT A short map of skills that survived the jump into automation engineering. Diabetes risk models: ROC curves and clinical restraint https://mohammadtakneshan.com/blog/diabetes-risk-models.html https://mohammadtakneshan.com/blog/diabetes-risk-models.html Sun, 19 Jul 2026 12:00:00 GMT What a clean dashboard can hide about thresholds and leakage. How I ship AI workflows that survive contact with operations https://mohammadtakneshan.com/blog/ai-workflows-operations.html https://mohammadtakneshan.com/blog/ai-workflows-operations.html Wed, 08 Jul 2026 12:00:00 GMT A field guide to the gap between demos and production — pipelines, runbooks, and the unglamorous work that makes agentic systems useful.