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DeepSeek Harness용 토큰 비용 파이프라인: 압력 인식 계층형 압축(컨텍스트 압력 40% 미만에서는 무손실 프로젝션, 그 이상에서는 LLM 요약), 에이전트별 도구 허용 목록, 장문 텍스트→이미지 변환 후 비전 요약, 그리고 압력·단계·절약된 토큰을 추적하는 /token-status 명령.

DeepSeek Harness 模型优惠时钟 —— 实时显示此刻最划算的模型、全天成本热力带、限时优惠倒计时与「等一等更省」调度建议，并汇总各家资源包特惠。内置国内 11 家平台的时间窗优惠数据，每条优惠均带官方来源与核实时间。

Shows token and CNY cost per turn and per session in the harness's own statistics form, a whole-account bill over 1/7/30-day windows with cost-per-unit-of-work trends, and an advisor that re-measures its own suggestions after you adopt them.

Multi-agent frugality defense plugin: read-ledger dedup metrics, compaction-immune rules, completion gate, cheap-model review lane.

DeepSeek bills peak hours at 2x, and peak is 09-12 and 14-18 Beijing time. npx dsh-lean audit shows what your session paid and what it costs off-peak. DeepSeek 峰时按 2 倍计费，峰时正好是上班时间。