I'm ron — a software engineer & AI enthusiast at Nordstrom. This is where I share raw thoughts on system-design, ai-tooling, cost optimization, and shipping fast without breaking things. Real examples, no BS.
An AI agent runs dozens of commands in a session. Most of them are boring: read a file, run the tests, grep for a symbol. A few are not. The one that runs a migration, deletes a bucket, or pushes to the prod cluster looks almost the same in …
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Most AI coding benchmarks measure things working developers rarely care about. They test whether a model can invert a binary tree or write an optimal …
AGI timing keeps getting pulled forward whenever people see another strong model release. It starts to feel like a countdown. That feeling might be …
Codex quota resets can create a high-capacity building window. That is worth noticing. It is not a promise of permanent access, unlimited usage, or …
Most AI agent talk starts wrong. Teams compare models before they can name job. Smartest, cheapest, fastest, then bolt one onto vague assistant. Great …
The High Cost of Cramming Last-minute study has a cost. Research consistently points to intense study landing mostly in short-term memory, then fading …
Tech moves fast. Some days it feels like every feed has a new tool, framework, or promise that will change everything. That can make it feel like you …
AI costs keep rising. Training is part of it, but inference costs are climbing too. Most companies are absorbing that spend or leaving engineers to …
