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▶ 9:35 · AI Infrastructure · Local model inference and massive token spend signal compute shift to inference-time scaling

now playing · AI Infrastructure

AI Infrastructuretailwindscore 7/10charlie holtz

Local model inference and massive token spend signal compute shift to inference-time scaling

Holtz runs local TTS (Parakeet) on 128GB RAM Mac, spends $22k/month on API tokens, and anticipates agents running 10x longer in cloud environments unconstrained by local hardware, highlight…

AI Coding Agentstailwindscore 8/10charlie holtz

AI coding shifts from writing code to orchestrating agent fleets with prompts as core IP

Charlie Holtz describes a workflow where he manages multiple concurrent AI agents like a conductor, reviewing PRs rather than writing code; he argues code becomes 'sawdust' while prompts be…

←

▶ 9:35 · AI Infrastructure · Local model inference and massive token spend signal compute shift to inference-time scaling

now playing · AI Infrastructure

AI Infrastructuretailwindscore 7/10charlie holtz

Local model inference and massive token spend signal compute shift to inference-time scaling

Holtz runs local TTS (Parakeet) on 128GB RAM Mac, spends $22k/month on API tokens, and anticipates agents running 10x longer in cloud environments unconstrained by local hardware, highlight…

AI Coding Agentstailwindscore 8/10charlie holtz

AI coding shifts from writing code to orchestrating agent fleets with prompts as core IP

Charlie Holtz describes a workflow where he manages multiple concurrent AI agents like a conductor, reviewing PRs rather than writing code; he argues code becomes 'sawdust' while prompts be…