Beam 501B Self-Hosting Cost, When Owning Beats Renting
We audit the real Beam 501B self-hosting cost, from GPU memory floors to fine-tuning and ops, and where owning weights beats renting a frontier API.
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We audit the real Beam 501B self-hosting cost, from GPU memory floors to fine-tuning and ops, and where owning weights beats renting a frontier API.
LLM prompt caching can cut agent loop input costs up to 90%. Compare OpenAI, Anthropic, Gemini, and Bedrock on TTLs, breakpoints, and real savings math.