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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。

Agent governance suite: policy-based tool gating (allow/deny/ask with wildcards and priorities), a structured JSONL audit trail, and per-agent token quotas against the host token meter, with state under $DSH_HOME/gov.

Ambient fullscreen status grid for DeepSeek Harness sessions with token/rate graphs, plus ntfy push and alarm notifications when a turn ends, errors, or waits for approval.

Notes and todos as plain Markdown files in your workspace: type /ml plus a sentence to jot into today's journal; todos come in three flavors — deadline, sleep-until-a-date (auto-wakes when due), and anytime; /ml view fuzzy-opens any file with a few keystrokes. Zero tokens throughout — nothing goes through the model, and your notes stay ordinary local files that git and any editor can read.

Floating cost crystal for the Web UI: balance card, real-time tok/s, peak/off-peak billing countdown, last-24h spend, and a 🔮 next-message cost forecast, all timezone-aware.

Settings-page usage dashboard: per-provider/model token summary across all sessions, with today/7-day/30-day CSS-bar trends and a cache-hit rate.

DSH usage and balance panel with official live balance, per-event official peak/off-peak pricing, all-channel spend estimates from daily balance snapshots, and a Codex-style 12-month token activity timeline. Fork of Ychris12138/dsh-usage-stats.

Real-time cost tracking for the current DSH conversation: a composer-dock line showing the running token usage and DeepSeek official price estimate (base and peak/valley pricing).

Codex-style @file/@folder mentions for the DSH web composer: workspace file/folder picker menu, plain-text colored mention tokens via the platform lexicon scan, and a nested-git-aware file index.

Model sampling sliders (temperature / maxTokens) in the composer: override every model request for all providers via the agent/request hook, with hot/persist modes.

DSH Web 컴포저 독에 세션 예상 비용 표시(tokenUsage × 설정 가능한 가격표, 원클릭 공식 가격 새로고침)

DeepSeek Harness용 에이전트 FinOps / 토큰 분석: 사용량 수집, 시간 인식 비용 엔진, 캐시 분석, 세션 드릴다운

DeepSeek Harness용 페일클로즈드(fail-closed) 방식의 턴별 단계·도구 호출·프로바이더 토큰 예산 제한

로컬 AI 코드 리뷰 게이트: 관리형 ocr.js를 통해 워크스페이스/브랜치/커밋 diff를 리뷰하고 토큰 통계와 함께 구조화된 발견 사항을 반환; gate 모드에서는 발견 사항이 있으면 실패 처리