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低成本视频理解工具:B站链接/BV/本地视频 → 信息层(ASR+场景+对象轨迹+YOLO)→ 摘要+问答。问题驱动动态路由分层(L0/L1/L2)、语义层复用、预算上限。采用 Python 引擎:核心层需 faster-whisper / opencv / yt-dlp(约 200-300MB),可选语义层另需约 2GB 的 torch / transformers / ultralytics,内置 doctor --fix 一键建 venv 并装齐两者。
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Eyes for text-only DeepSeek on DeepSeek Harness: image understanding via Doubao Web by default (zero cost, no API key), Antigravity IDE quota (flash/pro), Gemini API, or Cockpit proxy — model-invokable vision tool, wrapper adapters, evidence memory, and a bilingual client panel.
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Model router & cost optimizer for DeepSeek Harness: heuristic tier routing between cheap and strong models, automatic fallback on transient failures, and a per-session token/cache/cost panel in the composer dock.
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dsh client bundle: a sidebar usage & cost dashboard — token stats, peak/off-peak aware per-model pricing, membership ladder, achievements and a daily heatmap.
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DeepSeek Harness web plugin: DeepSeek API spend (per session / all sessions) and account balance in a top-right overlay card. Only deepseek-official routes are billed; third-party models are reported as unbilled.
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CC Switch-style token consumption statistics for the DeepSeek Harness Web GUI: per-request usage log, real-consumption hero, request-time-bucketed trend chart, per-model peak/off-peak list pricing, per-project and per-model stats, and account balance.
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Per-model token usage, cost estimation and DeepSeek account balance for the DeepSeek Harness Web settings panel.
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A searchable, sortable model picker for the DeepSeek Harness Web UI — provider groups, favorites, live per-task cost, prices and context windows.
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Real-time token consumption HUD for DeepSeek Harness: a sleek tech-style panel showing live token usage, context pressure and cost estimates across sessions
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OpenTelemetry and Langfuse observability exporter for DeepSeek Harness: turn/step/tool/LLM spans, token and cost metrics, and sanitized LLM prompt/completion capture from the session/event stream, with async batching, bounded offline buffering, and retry with backoff.
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On-demand vision for text-only DSH sessions: images become markers, and a vision_describe tool sends only image + question to an OpenAI-compatible vision model
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DeepSeek Harness plugin: real-time DeepSeek API balance and usage timeline (cost / tokens / request count), rendered in a settings page.
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Cut token cost without cutting model intelligence — a DeepSeek Harness (dsh) bundle plugin: structure-aware compression + TOON-style lossless encoding first + reversible spill-to-disk + real-time dashboard.
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Per-session billing plugin for DeepSeek Harness: token buckets, cache hit rate, and peak-aware cost in the session header + a price-table settings page
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Accurate cache-hit rate, token usage, and cost estimates for the DeepSeek Harness Web UI: one-decimal hit rate, bucket breakdown, peak/off-peak pricing with auto price-switch, and a session usage panel.
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DSH plugin: a draggable workbench of mini-cards (API balance, token usage, session stats, goal, cost estimate) beside the conversation
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DSH web plugin: a status bar at the bottom of the conversation showing the estimated API cost of the current session (per-model token pricing, CNY) plus the live DeepSeek account balance queried through the official balance API.
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DSH web plugin: a floating usage/cost button with a hover panel (account balance, peak/off-peak bracket, cost estimate, session tokens, today's spend) and a General-settings on/off toggle, backed by the loopback-only GET /usage-status host route
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Cross-session usage & cost observatory for dsh — daily token charts, cache hit ring, 90d/1y heatmaps, model and project breakdowns, adaptive color themes and CSV export in the web UI
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API 用量/费用/余额仪表 — DeepSeek Harness 网页插件:按钮式用量条实时报价并显示余额;面板含按模型堆叠柱状图(当日逐小时×峰谷档位、官方调价按生效区间计价)、官方账单(platform.deepseek.com 今日/本月真实扣费)、消耗段位与梁祖分享卡片、上下文压力预警 + 一键压缩、预算提醒与检查更新/一键更新,并持久化跨会话账本。
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Cortex — 低成本高质量多模型递归任务编排、模型评测与智能路由平台(DSH 插件):任务画像/策略匹配/递归拆解/动态路由/四级质量门控/批量监督/恢复引擎/预算控制/策略沉淀/KPI
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DeepSeek API quota widget for the dsh web GUI: floating bottom-right card with a blood-bar of remaining balance vs month-opening balance, plus today/month spend and current conversation cost (fork of dsh-deepseek-quota).
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OpenCode Go subscription key rotator for DeepSeek Harness (dsh): per-request active-key routing, 429/quota cooldown rotation, cost accounting, dashboard quota scraping, and a web GUI settings section. Self-contained data dir under the plugin install folder — no machine-specific paths.
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Delegate light subagent tasks to cheaper models: automatic Flash/Pro routing for DeepSeek Harness subagent calls, with /delegate overrides, budget caps, and a routing-ledger panel.