11 posts
NVIDIA NeMo Automodel makes Diffusers fine-tuning easy. For agent teams processing video and images, that's exactly the problem. Here's when to skip it.
OpenAI's 'useful work per dollar' skips the harder question: does your problem need an agent loop at all? Here's how we measure the real tradeoff.
GPT-5.6 in M365 Copilot changes agent economics. Why cost-per-successful-action beats cost-per-token — and what to fix in your retry logic first.
Eve's Chat SDK makes multi-surface agent deploys plug-and-play. Here's what teams miss: per-platform rate limits, state divergence, and when a webhook wins.
HuggingFace's one-command vLLM deploy is easy. Here's the cost, latency, and lock-in math that decides whether you should actually self-host inference.
GPT-5 Pro solved a 3-year immunology puzzle. Here's the engineering pattern that made it work — and when to skip frontier reasoning for a cheaper workflow.
Okara pushes 4B daily tokens across multiple providers on Vercel. The lesson for agent teams: at scale, orchestration is solved—token routing isn't.
NVIDIA Nemotron 3.5 Content Safety is customizable—and that's the trap. Why agent safety has to be per-decision, and what it costs to do right.
Amazing Digital Dentures bolted an LLM agent onto a supply chain it didn't own. Here's why agents fail without deep domain integration—and what to build instead.
Agents and workflows look similar from the outside. They cost very different amounts to maintain. Here's how we pick.
Manual operations rarely show up in a budget. They show up in the people who quietly leave.
