Localllama
2 articles about localllama.
State Management in Multi-Agent Systems - OS Is Shared State
·3 min read
When multiple AI agents control the same desktop, the OS becomes shared mutable state. File locks, coordination protocols, and conflict resolution are
multi-agentstate-managementconcurrencyfile-locksdesktop-agentlocalllama
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-planebudgetinglocalllama
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