📰 Dev.to · Ravi Patel

On June 2, 2026, Claude, ChatGPT, and Grok all had outages in the same window. If your app calls one provider directly, your app went down t

OpenAI's Batch API discounts chat completions 50% in exchange for accepting up to 24-hour processing latency. Here's which workloa

Don't deploy 14 cost-reduction techniques. Deploy 5 that capture most of the savings, in this order: provider-native prompt caching, exact-m

AI FinOps without the FinOps team — per-feature budgets, simple alert wiring, and the rule-of-thumb thresholds that catch runaway loops befo

OpenAI's prompt cache engages automatically on prompts ≥1,024 tokens with no caller-side configuration. The mechanics, the 90% discount

Exact-match LLM caching only works if two equivalent requests fingerprint to the same key. The seven normalisation pitfalls that break naive

Structured outputs feel like a quality feature, but the real impact is token economics — 30-50% less verbose responses on extraction and cla

Streaming feels faster to users but breaks caching, complicates billing, adds operational overhead, and creates failure modes that non-strea

A viral tweet says you can steal any competitor's SEO strategy in 5 minutes with AI and their sitemap. I ran it on a real rival. Here's what it actually misses.

Last week I shipped the edge layer and admitted I'd promised 50ms cache hits but only delivered 300-500ms. Here's the follow-up that closes

Budgets aren't about not spending. They're about predictability. Policy isn't about restricting. It's about consistency. v1.4 ships routing

Google said AEO and GEO are 'still SEO.' Half-true. Heres the honest read on what changed on Google, what didnt on the other engines, and what to do.

Everyone is calling for AI coding tools to consolidate. We are not in the merging phase — we are in...

GPT-5.4, Claude Opus 4.6, and Gemini 3.1 Pro all dropped within weeks. Each is best at something...

Most developers overpay for AI by sending every query to the same model. Here's how intelligent...