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Enhancing CI/CD and E2E Testing with Sentry Integration in tvview
1+ hour, 56+ 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…...
Enhancing CraveView's CI/CD Pipeline with Sentry and E2E Tests
1+ hour, 56+ 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…...
Test Mobile AI Input by Capability, Not Device Category
2+ hour, 31+ 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…...
Python REST API Script | Dataford Interview Questions
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....
A Small Prompt Workflow That Made My AI Image Experiments Easier To Debug
4+ hour, 21+ 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…...
How to Evaluate AI Agents Before You Ship Them to Real Users
8+ hour, 14+ 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…...
Let an AI clear out your false positives without letting it hide a real bug
6+ hour, 33+ 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…...
Run Tokens Make Email CI Less Fragile
9+ hour, 19+ 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…...
Failure Engineering Explained by Uncle to Nephew — Episode 2: Types of Failures
10+ hour, 50+ 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…...
I Told My AI "You're Safe to Say I Don't Know." Then I Measured What Changed — With Logprobs.
11+ hour, 39+ 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…...