https://ure.us/pillars/economics--capacity/Recent content in Economics & Capacity on UREHugo -- 0.164.0en-usMon, 22 Jun 2026 00:00:00 +0000https://ure.us/articles/in-the-long-run-economics-wins/Mon, 22 Jun 2026 00:00:00 +0000https://ure.us/articles/in-the-long-run-economics-wins/The local AI machine versus the cloud token factory is the wrong fight for a CTO. The future is the model that fits your economics. Here is where to gate it.https://ure.us/articles/frontier-ai-is-a-system-not-a-model/Fri, 19 Jun 2026 00:00:00 +0000https://ure.us/articles/frontier-ai-is-a-system-not-a-model/Frontier AI is a system, not a model you download. The cheapest layer you can own is GPU vector search. What NVIDIA cuVS actually does at 14 million vectors.https://ure.us/articles/visual-rag-beats-the-vision-model/Fri, 12 Jun 2026 00:00:00 +0000https://ure.us/articles/visual-rag-beats-the-vision-model/A distilled retrieval corpus beat a 3B vision model on accuracy at 180x the speed, on the hardest images online. Why engineering beats brute-force inference.https://ure.us/articles/benchmarking-nvfp4-blackwell/Mon, 08 Jun 2026 00:00:00 +0000https://ure.us/articles/benchmarking-nvfp4-blackwell/An independent 16-arm benchmark of FP8, INT4-AWQ and NVFP4 vs BF16 on a 96 GB Blackwell workstation: quality, throughput, and cross-validation vs NVIDIA.https://ure.us/articles/gpu-fleet-aiops-llm-backend-benchmark/Tue, 07 Apr 2026 00:00:00 +0000https://ure.us/articles/gpu-fleet-aiops-llm-backend-benchmark/Benchmarking seven LLM backends as autonomous operators for an 8,000-GPU cluster with six realistic failure scenarios and deterministic checklist scoring.https://ure.us/articles/292x-why-batch-inference-breaks-on-api-pricing/Thu, 02 Apr 2026 00:00:00 +0000https://ure.us/articles/292x-why-batch-inference-breaks-on-api-pricing/One rented B200 GPU processed a million documents in 11 hours for $70. The same workload through API providers costs up to $20,419 and takes 144 days.https://ure.us/articles/best-local-llm-scaling-coding-swarms/Mon, 09 Mar 2026 00:00:00 +0000https://ure.us/articles/best-local-llm-scaling-coding-swarms/Per-task throughput plateaus at four concurrent agents and holds flat through eight. Agents five through eight are free. The contention wall is a floor.https://ure.us/articles/best-local-llm-coding-agent-swarm/Sat, 07 Mar 2026 00:00:00 +0000https://ure.us/articles/best-local-llm-coding-agent-swarm/MoE is 4.9x faster than Dense when four coding agents share one GPU. We ran the concurrent-load benchmark nobody published - single-request numbers lied.https://ure.us/articles/the-heat-nobody-counts/Sat, 07 Mar 2026 00:00:00 +0000https://ure.us/articles/the-heat-nobody-counts/PUE measures the data center envelope. It ignores gigawatts of waste heat from on-site power generation. Space data centers won't fix it.https://ure.us/articles/best-local-llm-agentic-coding/Fri, 06 Mar 2026 00:00:00 +0000https://ure.us/articles/best-local-llm-agentic-coding/Real benchmarks on dual RTX 3090: the best local setup for agentic coding is one GPU and an MoE model. 168 tok/s, NVLink optional. Data and recommendations.https://ure.us/articles/the-concorde-problem-in-ai-infrastructure/Wed, 25 Feb 2026 00:00:00 +0000https://ure.us/articles/the-concorde-problem-in-ai-infrastructure/The Concorde was a triumph of engineering and a failure of economics. The 747 won by collapsing cost, not speed. AI infrastructure is replaying the same bet.https://ure.us/articles/why-foreign-ai-specialists-keep-failing/Mon, 02 Feb 2026 00:00:00 +0000https://ure.us/articles/why-foreign-ai-specialists-keep-failing/AI context is now portable - but domain gravity and the human translation layer still decide who wins when building real products in real markets.https://ure.us/articles/ai-and-society-the-three-phases-of-technological-adoption/Tue, 27 Jan 2026 00:00:00 +0000https://ure.us/articles/ai-and-society-the-three-phases-of-technological-adoption/A three-phase model of tech adoption through infrastructure economics: disruption follows collapsing constraints in cost, capacity, and reliability.https://ure.us/articles/the-entropy-of-sovereign-ai-why-the-map-is-not-the-territory/Mon, 26 Jan 2026 00:00:00 +0000https://ure.us/articles/the-entropy-of-sovereign-ai-why-the-map-is-not-the-territory/Sovereign AI isn't a policy memo - it's a moving contest of leverage, export controls, incentives, and real infrastructure built under shifting rules.https://ure.us/articles/it-took-a-pandemic-to-learn-why-standards-failed/Fri, 23 Jan 2026 00:00:00 +0000https://ure.us/articles/it-took-a-pandemic-to-learn-why-standards-failed/Outside-in SOPs drift, create friction, and weaken shared fate. Resilient standards are generated in workflow by the people who operate them.https://ure.us/articles/why-gpu-fleet-control-starts-with-a-map/Wed, 07 Jan 2026 00:00:00 +0000https://ure.us/articles/why-gpu-fleet-control-starts-with-a-map/GPU operations starts with footprint truth: a living map of where compute really is, across sites, standards, and drift.https://ure.us/articles/project-atlas-technical-stack/Mon, 05 Jan 2026 00:00:00 +0000https://ure.us/articles/project-atlas-technical-stack/Technical architecture of Atlas: Redpanda, TimescaleDB, Hasura GraphQL, and deck.gl for capacity planning and workload placement.https://ure.us/articles/ai-infrastructure-placement-business-decision/Thu, 11 Dec 2025 00:00:00 +0000https://ure.us/articles/ai-infrastructure-placement-business-decision/AI compute can't be cached at the edge. Every inference needs real GPU cycles. Latency rings reveal which populations get responsive AI -and which don't.