token-accounting

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Bounded GenAI metrics and keyed summaries from OpenTelemetry traces

dscache

python agent cli cost-optimization deepseek llm-cost prefix-cache token-accounting ai-radar cn-model

Local, deterministic, report-only Token ROI and multi-agent worktree accounting

Deterministic benchmark for agent instruction adherence, with token and round-trip cost verified by a recording proxy

Conformance invariants and runnable harnesses for tools that count LLM tokens and cost from agent transcripts. Two catalogs, eleven upstream fixes.

observability ai-agents conformance llm token-accounting

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