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AI Infrastructure - Page 11
Model platforms, cost, latency, and operational trade-offs. Curated tldw.news briefings about ai infrastructure, with practical engineering takeaways from long-form AI and developer-tool videos.
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NeuralNineOpenAI's Decisions API: More expensive, slightly faster with images
OpenAI launches a Decisions API for fast classification. At 2.5x the cost of Jev with image support, it's a niche option for teams already in OpenAI's walled…
Weights & BiasesBreakout time is dead. Security debt is coming due.
AI attacks are compressing breakout time to seconds. CrowdStrike and CoreWeave say the fix is basic hygiene plus trained defense models.
Cole MedinThe $21 lesson: use decision models for email triage, not LLMs.
Jev handled 38,000 decision calls for $21 before most inputs reached an LLM. The caveat: final context-heavy judgment still needs a language model.
Weights & BiasesWhy your coding agent costs explode and how to fix it
Cognition Labs reveals the training recipe behind SWE-1.7: asynchronous RL, precision replay, and a linear length penalty that determines whether your AI…
OpenAIThe Real AI Cost Lever Is Cost Per Task, Not Token Price
Stop comparing token prices. OpenAI shows cost per completed task is the metric, with caching, tool calling, and batch APIs as levers. Savings require evals.
AI EngineerAgent Sandboxes Are the Real Product in Google's New API
Google DeepMind's managed agent sandbox turns infrastructure into an API call. The demo is slick; the cost, isolation, and control questions are unanswered.
Weights & BiasesAI agents are about to overwhelm the internet as we know it.
AI agents will reshape the internet. A new GPU-native search architecture, security risks in neoclouds, and broken content economics demand engineering…
Weights & BiasesCoreWeave's AI Loop: Production Agents Need Observability, Not Better Models
CoreWeave's Forge platform wants to close the loop on AI agents: run, observe, curate, improve, evaluate. With Vera Rubin hitting production and Cognition…
Theo - t3․ggUltrafast is incredible and unusable. That's the point.
Ultrafast mode on Astra is genuinely impressive — and genuinely too expensive for serious use. The reviewer burned $600 on two PR reviews, but built a full…
AI EngineerInference Engines: The Scheduler Is the New Bottleneck
Inference engine performance hinges on the scheduler, not kernel swaps. Learn why speculative decoding and KV cache management are the real levers.
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