Model-driven context management (Active Context Pruning / ACP) for the DeepSeek Harness — the model decides when and what to compress. Ported from billion-context-pi (ranxianglei); acp-kernel reused verbatim. CompactionEngine backend with compress/decompress/search_context/acp_status tools.
AI argues. Code settles. The losses stay on the page. A real HK + US brokerage account run by agents that must debate every call, settled by code the model never touches. Install the same decision workflow into your own agent: OpenClaw, Claude Code, Codex, or DeepSeek Harness.
Installable DSH bundle: the dsh-plugin-guide plugin-development knowledge base as an on-demand agent skill. Official docs archive (EN/ZH), Cordis primer, 114-repo community archive, 1654 archived Discussions, 20+ battle-tested pitfalls.
One-click portable launcher for DeepSeek Harness (dsh) Web UI on Windows. Auto-installs Node.js and dsh with China mirror fallback, 3-stage progress with retries and resume, zero-download fast path when ready. No admin needed.
A self-contained DeepSeek Harness (DSH) plugin that registers a global model tool parse_docs: parse local PDF / DOCX / PPTX / XLSX / TIFF and image batches into Markdown with local MinerU.
A DSH Web plugin for managing archived and active local sessions, with batch archive/restore/delete, session details, disk usage, produced files, and record-folder access.