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●Measured savings across 11 LLMs, from Claude Opus 4.7 to Gemini Flash.→ See per-model data
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Token-budget-contracts v0.3.0 adds LangGraph and CrewAI adapters

Token-budget-contracts v0.3.0 introduces native adapters for LangGraph and CrewAI, plus OpenTelemetry integration for tracking multi-agent token spend across frameworks.

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Token-budget-contracts v0.3.0 now ships with native adapters for LangGraph and CrewAI, bringing multi-agent token governance directly into the frameworks teams already use. The library allocates token budgets across agents by priority, reallocates spare capacity when one agent exhausts its limit mid...

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Method & sources
Source type
Primary publication (lab/vendor blog) — our analysis + implication
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r/ai-agents
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UTC
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By the gotcontext.ai team (editorial standards)
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corrections@gotcontext.ai

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