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TokenSieve is an enterprise-grade, stateful caching proxy that sits transparently between developer workflows (Claude Code, Gemini CLI, Cursor, Copilot) and upstream LLM APIs. It applies multi-strategy semantic delta-compression to eliminate the repeated context bloat that drives token costs skyward in continuous agentic loops.