{"@attributes":{"version":"2.0"},"channel":{"title":"Heet Mehta \u2014 Writing","link":"https:\/\/heetworld.tech\/writing","description":"Computer engineering student building intelligent systems, developer tools, and machine learning products. I think in systems, ship in public, and write about what I learn.","language":"en-us","lastBuildDate":"Wed, 28 Oct 2026 11:11:30 GMT","item":[{"title":"Coding agents need verification, not better guessing","link":"https:\/\/heetworld.tech\/writing\/agents-need-verification-not-guessing","guid":"https:\/\/heetworld.tech\/writing\/agents-need-verification-not-guessing","pubDate":"Mon, 21 Jul 2025 00:00:00 GMT","description":"AutoDevs taught me that the most valuable part of an agent isn't its planner \u2014 it's the test runner that checks its work."},{"title":"Local-first AI is a design constraint, not a compromise","link":"https:\/\/heetworld.tech\/writing\/local-first-ai-design-constraint","guid":"https:\/\/heetworld.tech\/writing\/local-first-ai-design-constraint","pubDate":"Thu, 12 Jun 2025 00:00:00 GMT","description":"Building Tatvik taught me that running models on-device forces sharper architecture. A few notes on why the constraint is a feature."},{"title":"What 2,400 labelled images of supermarket shelves taught me","link":"https:\/\/heetworld.tech\/writing\/labelling-2400-images-of-shelves","guid":"https:\/\/heetworld.tech\/writing\/labelling-2400-images-of-shelves","pubDate":"Sun, 02 Mar 2025 00:00:00 GMT","description":"Building Retail Shelf Intelligence, the hardest part wasn't the model \u2014 it was the data. Lessons from annotating shelves, glare, and thermal paper."},{"title":"Open source as a student: what actually works","link":"https:\/\/heetworld.tech\/writing\/open-source-as-a-student","guid":"https:\/\/heetworld.tech\/writing\/open-source-as-a-student","pubDate":"Sat, 18 Jan 2025 00:00:00 GMT","description":"Three years of small open-source contributions taught me that consistency beats scale. Notes on finding a niche, documenting, and shipping."}]}}