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Personal directives for DeepSeek Harness — system-prompt injection, tools, and a top-bar runtime toggle, shipping neutral placeholder instructions you replace with your own.

Add missing reasoning-effort declarations to custom pi-ai models through DSH settings, enabling the native effort picker and handling models added later.

Bring OpenCode Zen free models to DSH: 8 live-discovered providers with zero config, no API key; includes persistent quota tracker with rate-limit detection and reset countdown.

Model Health panel in Settings: lists every model configured in settings.yaml and batch-tests availability and latency for each.

Registers Kimi, Grok, Codex, and MiniMax as DeepSeek Harness model routes, vendor subagent recipes, and kernel_status / kernel_run / kernel_switch tools.

Qwen Token Plan CN Responses provider for DeepSeek Harness via the OpenAI Responses API, with Qwen server-side tools, DSH local function tools, text/reasoning/tool-call multi-turn history, persisted image attachments, and a per-release official model catalog snapshot.

LLM request retry plugin for DeepSeek Harness: when a model request fails with a configured HTTP status code, machine code, or provider field=value match, it sleeps for the per-rule delay and re-issues the request automatically, so subscription quota and rate-limit errors (429 / insufficient_quota) do not interrupt a run.

Taojian (陶笺): Claude-inspired DSH theme with warm paper, clay accent, Noto Serif SC, and Cascadia Mono.

Sakura theme, companion notifications (approval/job/answer), message read-aloud, and voice settings for the DSH web GUI.

Two-level theme manager for the DSH Web UI: pick a culture / scene, a national flag, a developer palette, or a high-contrast pairing first, then a concrete style (58 built-in palettes, light and dark).

Classic Macintosh (System 7) pixel theme: desktop pattern canvas, Finder sidebar, monochrome buttons and dialogs, light/dark support.

Twelve curated palettes, eight accent colours, a contrast slider and font/scale overrides for the DSH web UI, with an inlined first-paint script that prevents theme flash.

An unofficial Arknights P.R.T.S.-inspired interface theme for DSH Web with appearance presets, accessibility controls, and conversation navigation.

Real-time token estimates for the DSH conversation composer, combining the current context baseline with the draft and showing exact or heuristic counts.

Token usage dashboard for the DSH web GUI — today/week/month totals, per-model breakdown and a stacked 30-day chart, with a 4-language UI.

Shows MiniMax Token Plan usage beside the DSH Web UI model selector with compact 5h/7d bars, click-to-refresh, automatic idle and heartbeat refreshes, and endpoint fallback. Reuses subscription keys configured under Settings → Model and appears only for MiniMax Token Plan providers.

Real-time DeepSeek account balance readout in the session header: host /api/balance route resolves the API key through the credentials seam (never sent to the browser), 60-second auto-poll plus manual refresh.

One-click update for the self-built Linux dsh-desktop: check fork releases, download the deb, swap the app and restart.

Provider balance and quota status bar for DSH Web, with model capability settings, external JSON health monitoring, visual field binding, and per-model status details.

Shows DeepSeek API balance and tells whether the current moment is peak or off-peak pricing time, with a live countdown to the next switch.

Cumulative token usage tracking for DeepSeek Harness, with per-model and per-day breakdowns, a settings-page dashboard and an online-changeable data directory.

Local-first personal usage insights in Settings, with 1/7/30-day token heatmaps and a 30-day calendar, token composition, model mix, and skill-call status.

Floating GPU monitor for the DSH Web UI: a compact, draggable strip with one row per discrete GPU (exact name, utilization, VRAM, temperature, power draw) from nvidia-smi, stays visible over side panels and side cards, with a top-VRAM-process list when the driver reports it; degrades to an n/a pill on machines without an NVIDIA driver.

Aipx toolkit: skills plus a Hub Console that fronts every MCP server with ~4 meta tools — server pool health, per-tool enable/disable, a tool catalog, and a search playground showing exactly what mcp_search hands the model.