1+ hour, 48+ min ago  (209+ words) TL;DR: I integrated Sentry for error tracking and improved End-to-End (E2E) testing in the tvview project, enhancing the CI/CD pipeline. This resulted in a score increase from 85 to 95+. The tvview project lacked comprehensive error tracking and E2E testing, making it…...

1+ hour, 48+ min ago  (253+ words) TL;DR: I upgraded CraveView's CI/CD pipeline by integrating Sentry for error tracking and implementing End-to-End (E2E) tests, boosting the score from 85 to 95+. This technical deep-dive explores the architecture decisions, code changes, and lessons learned. The initial problem wasn't a…...

2+ hour, 23+ min ago  (249+ words) “Mobile” is not one input model. A foldable may change size while an AI response streams. A tablet may have a keyboard and stylus. Voice input can lose permission mid-task. A trackpad can expose hover while touch remains primary. Test…...

1+ day, 3+ hour ago  (29+ words) Python REST API Script Dataford Python REST API Script Write a script in Python that calls an external REST API, parses the JSON payload, and logs specific error metrics....

4+ hour, 13+ min ago  (545+ words) I started treating AI image prompts more like small test cases, and the results became much easier to understand. Before that, my workflow was messy. I would write one long request, change three things at once, regenerate, and then forget…...

8+ hour, 6+ min ago  (230+ words) How to evaluate AI agents before launch comes down to building a real testing framework, not trusting a clean demo. This piece walks through the metrics, the eval set, and the failures at Chevrolet and McDonald's that show what happens…...

6+ hour, 25+ min ago  (613+ words) Last time I wrote about wiring up a security gate that blocks merges in CI with Synapse. Someone left a comment that hit the exact sore spot: "The gate is the easy part. Two weeks in, the team turns it…...

9+ hour, 10+ min ago  (702+ words) I keep seeing the same failure pattern in email automation: the test passes locally, gets weird in CI, and then somebody adds a sleep plus one more retry. That helps for a day, maybe two. The deeper problem is usually…...

10+ hour, 42+ min ago  (1138+ words) Episode 1 established the mindset: failure is normal, not a sign of bad engineering. Episode 2 gets specific — you can't detect or handle a failure you can't even name. 👦 Nephew: Uncle, last time you convinced me failure is basically guaranteed. Fine, I…...

11+ hour, 31+ min ago  (656+ words) My AI agent has a problem. When it's not sure about something — should it admit uncertainty, or should it fabricate something plausible? The safe answer is "I don't know." But here's the thing: RLHF training punishes that. The reward model…...