Cost of Compute 2026: H200, B200, MI325X, and the TPU v6 Trendline
Per-FLOP and per-token cost trends across NVIDIA H200/B200, AMD MI325X, and Google TPU v6 in 2026 — and what the curve says about 2027.
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From the blog
Per-FLOP and per-token cost trends across NVIDIA H200/B200, AMD MI325X, and Google TPU v6 in 2026 — and what the curve says about 2027.
Roles and RACIs for cross-functional AI teams in 2026 — what works at startup scale, mid-market, and enterprise.
When custom CUDA via Triton beats stock PyTorch ops in 2026 — the patterns, the tooling, and what production teams have shipped.
AI training is hitting grid limits in 2026. The siting battles, the SMR experiments, and how power constraints are reshaping AI capex.
How production AI agents actually decide in 2026 — from cheap heuristics to Bayesian inference to utility-based scoring, and where each one wins.
DeepSeek V4 anchors a thriving Chinese open-model ecosystem. Qwen, Kimi, Yi, GLM — what each one does and how the ecosystem competes.
AI features evolve fast; users hate breaking changes. The 2026 patterns for clean deprecation, migration windows, and keeping users on board.
When an AI agent is wrong on a high-stakes call, calibration matters more than accuracy. The 2026 calibration techniques and how to operationalize them.
Stakeholders without technical depth need different scaffolding. The 2026 patterns for designing AI features that satisfy non-engineering reviewers.
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