Routing, caching, compression, and the finance of inference — from the team building Trimio.
"If coding has been solved, why does software keep getting worse?" hit HN at 440 points with 364 comments — one of the most engaged threads of the week. The thesis: the AI codin...
The EU GDPR enforcement actions of 2025 included over €1.6 billion in total fines, a record year. AI data processing is now explicitly in scope: any AI system processing persona...
On July 31, 2026, an essay titled "The Session You Cannot Take With You" hit #1 on Hacker News with 467 points and 118 comments. The argument is simple and correct: AI agent ses...
June 15, 2026. If your team uses Anthropic's API under a Pro, Max 5×, or Max 20× plan, your billing model changed this morning. Not a policy update. Not an email warning. The ch...
Cost savings don't matter if quality drops. When GLM-5.2 hit a pricing floor that wasn't matched by capability, hedge routing wasn't a nice-to-have — it was the whole game.
After the Fable 5 killswitch incident, every CIO is asking one question: who actually owns AI governance when the provider can pull access unilaterally?
Anthropic changed how it bills Claude API calls. The change is small in copy but sizable in cost impact for high-context workflows. Here is what moved.
LLM vendors are running the same playbook credit-card companies ran in 2014: frictionless to start, frictionless to fail. A $10K day is not a bug — it's the design.
When the measure becomes the target, it ceases to be a good measure. AI budgets hit Goodhart's Law when teams optimize cost-per-call instead of cost-per-outcome.
CVE-2026-42208 and CVE-2026-42912 — and what they say about the AI gateway architecture layer: defaults matter, and language choice is a security posture.
The difference between a soft limit and a hard limit isn't a policy choice — it's a billing-event choice. How to design AI budgets that don't surprise you.
When Cursor, Copilot, and Claude Code write 60% of your PRs, the ROI math changes. The bottleneck is no longer developer throughput — it's the API bill.
Uber's 2026 retrospective is the clearest field report on what happens when an engineering org goes fully AI-native — and what the budget caught first.
The AI gateway category has split into three lanes: security-first, performance-first, and economics-first. What the acquisition says about where the money is.
Point your traffic at Trimio in shadow mode and watch what you'd save — no changes, no commitment.