Media Summary: GPUs get all the attention, but in inference, the real bottleneck is often memory, specifically the AI is no longer a lab tool—it's showing up in pipelines, production systems, and the places where “seemed like a good idea” ... Agents break the old rules of observability. Latency, throughput, and error rates still matter, but once software starts making ...
Pop Goes The Stack Kv - Detailed Analysis & Overview
GPUs get all the attention, but in inference, the real bottleneck is often memory, specifically the AI is no longer a lab tool—it's showing up in pipelines, production systems, and the places where “seemed like a good idea” ... Agents break the old rules of observability. Latency, throughput, and error rates still matter, but once software starts making ... Uptime used to mean reliability. But in the LLM era, five nines just means your liar is always available. Real reliability now ... Multi-model AI isn't a buzzword anymore, it's how organizations are actually operating. In this episode of 's Recorded live at in Las Vegas, this episode of
Remember when were quiet little endpoints that waited politely for humans to click buttons? Yeah, that's over. Now you've ... The perimeter isn't where you left it. Agents are on the move, APIs are on fire, and your infrastructure is about as ready for this as a ... Prompt injection isn't some new exotic hack. It's what happens when you throw your admin console and your users into the same ... Coming to you from the Hub, 's Joel Moses and guest co-pilot Oscar Spencer cut through the conference ... Ops used to be a world of YAML, caffeine, and careful deploy rituals. Now it's probabilistic models, token-based cost surprises, ... Agents are popping up everywhere: tiny bots spinning up for a task, then dying off. They shouldn't carry long-lived credentials any ...
The 2025 API Threat Report is out, and shocker—we're still getting wrecked by injection, data leaks, and BOLA. That's Broken ... Traditional reliability meant consistency. Given identical inputs, systems produced identical outputs. Costs were stable and ... Dive into the intricacies of observability and decision-making with 's Lori MacVittie and special guest Chris Hain. Tune in ... Coding pipelines are evolving and AI agents are taking the wheel. In this episode of Prompt injection has been the headline security problem for the last year, but have we been guarding the wrong layer? Anthropic lobbed a million-token grenade into the coding wars, and suddenly every startup with a “clever context ...