Proactive associative memory for DSH: zero-prompt recall injected before the model speaks, three-layer auto-consolidation, skill crystallization, and Astra-style context management - handoff ledgers, PLAN whiteboard, water-level sensing. Local-first, model-agnostic, zero deps. 主动联想记忆+Astra 式上下文管理：自动唤回/自动沉淀/技能固化/交接账本与白板跨窗口续命/水位感知。
Real-time chain-of-thought anchoring monitor & intervention plugin for DeepSeek Harness: three-band (spec/mixed/react) fingerprint detection, L1 hint / L2 reset / L3 restart interventions, liquid-glass web overlay + rheostat bar, standalone monitor process with JSONL experiment logs.
DSH Literature 文献侧窗插件：在 DeepSeek Harness 侧边栏识别 DOI/arXiv/标题、抓取元数据与全文、写入本地文献库或导出目录，内置 PDF 阅读器。
DeepSeek绘画抽卡 · 给 DeepSeek Harness 的发送按钮旁加一根 3D 拉杆，用模型思维链文本信号开一局像素风「滑动变祖器」抽卡。Just for fun.
Intent fitting for DSH: the agent predicts a few directions, asks in batches, and converges one — before it acts. 记忆拟合：先立靶子再问，收敛后提案待确认。
