SMRTR summary
A silent bug in an autosave hook was calling GPT-4o every 30 seconds per user, quadrupling costs in 23 days. Feature-level cost tracking identified it in 48 hours; a one-line fix cut the bill by 61%.
SMRTR provides this summary for quick context. The original article belongs to Dev.to.
Read the original articleThis archive is built from SMRTR newsletter stories. Subscribe for hand-picked stories without the extra noise.
A hands-on Python tutorial breaks down neural networks into simple steps—predict, measure error, adjust, repeat—covering backpropagation, gradient descent, and PyTorch basics...
Stop repeating yourself to your AI coding agent — use an `agent.md` file to inject persistent style rules into every session automatically.
Avoid the Apache conflict trap — this tutorial shows the correct way to wire PHP-FPM into Nginx on Ubuntu using FastCGI.
Rust-analyzer's memory bloat stems from treating all 6,666 dependencies equally — a tiered, IntelliJ-style backend could fix that.
Skip the JS boilerplate — the Invoker Commands API lets HTML buttons control dialogs and popovers natively, with no state management needed.
A real production memory leak became a Microsoft bug fix — here's the nine-step process that made it happen fast.