If you’re running more than two or three LLM-powered features in production, you’ve probably had the moment where you open…
Browsing: AI Costs & Infrastructure
If you’re running LLM inference at scale and haven’t looked at multi-token prediction MTP yet, you’re leaving real latency gains…
Here’s the question I get asked constantly: “Should I self-host Llama or just use Claude API?” The people asking have…
Your Claude agent works perfectly in testing. Then it hits production and something silently breaks — a tool call returns…
If you’ve shipped an LLM-powered feature to production and watched your API bill climb in ways you didn’t anticipate, you…
If you’re running LLM workloads at any meaningful scale, prompt caching API costs are probably the fastest lever you haven’t…
If you’re running Claude agents in production, you’ve probably already hit the wall with traditional deployment. You need something that…
If you’ve been running LLM agents in production, you already know where the time goes: it’s not the prefill, it’s…
If you’re spending more than a few hundred dollars a month on inference API calls, you’ve probably done the mental…
Most developers chasing the cheapest LLM quality end up making the same mistake: they benchmark on toy examples, pick the…