What Model, Where, At What Cost — The Three Decisions That Define Your AI Stack episode artwork

EPISODE · Mar 12, 2026 · 28 MIN

What Model, Where, At What Cost — The Three Decisions That Define Your AI Stack

from The Weight Update · host Kris Moore

Instead of the usual news roundup, this episode walks through the three decisions every technology leader deploying AI in 2026 needs to articulate: which model, where to run it, and which harness wraps it.The model landscape now includes 7+ serious contenders across 4 countries, with a 36x price spread between frontier and budget tiers. The inference provider market has fragmented into four tiers — direct API, custom silicon (Groq, Cerebras, SambaNova), GPU-optimized (Fireworks, Together), and self-hosted. And the most important finding in AI tooling this year: harness design drives 22% of performance variance, while model selection drives just 1%.Three worked scenarios show how these decisions compound: AI coding assistants, customer-facing agents, and batch processing pipelines — with real pricing and architecture trade-offs for each.The episode splits at the 40-minute mark. The first half is the framework for your next board meeting or leadership discussion. The second half is detailed data — model-by-model pricing, provider-by-provider throughput, tool-by-tool comparison — for the technical leads on your team who need to build the evaluation.Plus: GTC preview, Oracle's $50B infrastructure raise, defense AI hiring data, and the 90-day trajectory for multi-model routing, custom silicon adoption, and harness convergence.38 sources cited. Full source list in show notes.AI Disclosure: This episode was produced with AI assistance. Research synthesis and script writing used Claude (Anthropic) under human editorial direction. Audio narration by Microsoft Edge TTS (en-US-AndrewNeural voice).

Episode metadata supplied by the publisher feed · Published Mar 12, 2026

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What Model, Where, At What Cost — The Three Decisions That Define Your AI Stack

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