Control Plane
3 articles about control plane.
Why We Need a Proper Control Plane for LLM Usage - Budget Caps and Semantic Caching
·2 min read
Budget caps per action and semantic caching can reduce LLM costs by 40%. The missing infrastructure layer for managing AI agent spending.
llmcost-managementcontrol-planesemantic-cachingbudget
Spawning 5+ Claude Agents in Parallel Makes Your API Bill a Second Rent Payment
·2 min read
Without a proper LLM control plane, parallel agents burn tokens on repeated context. Route simple tasks locally, batch API calls, and prune aggressively.
llmparallel-agentsapi-costscontrol-planebudgeting
Your AI Agent Needs a Control Plane - LLM Routing, Token Budgets, and Fallbacks
·3 min read
Why AI agents need infrastructure for routing between Claude and local models, tracking token budgets, retrying with fallback, and audit logging.
llmcontrol-planeroutingtoken-budgetinfrastructure
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