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Notebook Knowledge Studio — NotebookLM-like local knowledge workspace for DeepSeek Harness: Notebooks, Sources, source-grounded Chat with citations, and Studio artifacts (Mind Map / Reports / Flashcards / Quiz / Infographic / Slide Deck / Data Table), stored as OKF v0.2 markdown under the workspace.
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Deterministic, CI-safe golden-output evaluation for DeepSeek Harness
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Semantic long-term memory for DeepSeek Harness: embedding-based retrieval over a persistent cross-session memory store, with model-facing tools, proactive per-question recall, automatic conversation summarization, and auto-selected embedding provider (apiKey present → API, otherwise local).
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dsh的跨会话记忆管理插件,让agent记住每一个任务的内容和进度。包含命题图、三层内存漏斗、混合向量 + 词法检索(RRF)以及浏览器端审查面板。 | Cross-session memory management for DSH — lets the agent remember the content and progress of every task while executing. Includes a proposition graph, three-layer memory funnel, hybrid vector + lexical retrieval (RRF), and a browser-side review panel.
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Persistent project intelligence and memory plugin for DSH: architecture analysis, cross-session context, TODOs, and optional hybrid retrieval
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Controlled A/B comparisons and evidence-backed reports for DeepSeek Harness plugins and presets.
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边做边学知识库:CRAG 式纠错检索(L1 Markdown wiki + L2 Hindsight)→ 未命中后台经 L3 限流联网补料 → 蒸馏落 staged → 两段式 commit 升入 L1。
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Evidence-governed experience memory for DeepSeek Harness
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DeepSeek Harness plugin: multi-tier memory management, semantic retrieval, structured memory, and model-context awareness for infinite context.
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Reflect2Evolve memory plugin: layered L1/L2/L3 memory, reflection-weighted value backprop, cross-task policy induction, skill crystallization, and three-tier retrieval for OpenClaw, Hermes Agent, and DeepSeek Harness.
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DSH-native multi-runtime baseline, ablation, and reproducible evaluation control plane
Harzva
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Replay real DeepSeek Harness turns against Standard, Minimal, Anchored, or plugin candidates with frozen request-surface evidence
tbxy09
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A durable, bounded lifecycle supervisor with scheduled evaluation for live DeepSeek Harness sessions
acosmi
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Plugin value auditor for DeepSeek Harness: judge a plugin before install and audit installed ones — heuristic scan + LLM judge, with model-switch re-audit reminders. · DSH 插件价值裁判:装前判断值不值得装,装后审计是否还该留,模型切换时提醒复核。
pengxuding
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Agent benchmark evaluation plugin for DeepSeek Harness: web panel, slash commands, headless CLI, test-set import, model/judge switching, orchestration, scoring, and reports.
yan77-h
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Pre-write reuse firewall for DeepSeek Harness: before the agent writes a new helper/service, surface the existing implementations that already cover that intent. Deterministic retrieval (no LLM) backed by the Auto_code_audit capability channel.
keyiadiannao
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RAG 检索增强生成:向量数据库、嵌入、语义搜索、减少幻觉、来源引用。受 wshobson/agents(38k★ MIT)启发。
satan9394
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DeepSeek Harness plugin exposing the CX Agent Studio Scripting API CLI (cxas-scrapi / 'cxas') as model-facing tools: apps, deployments, evaluations, conversations, traces, tools, callbacks, variables, pull/push, and lint.
Yash-Kavaiya
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DeepSeek-MATLAB file-IPC bridge tools: ping/eval/editor/workspace + Simulink model tools.
rencl3
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Kimi WebBridge for DeepSeek Harness: drive the user's real browser (navigate, click, fill, snapshot, screenshot, evaluate, network, upload, PDF) through the local Kimi WebBridge daemon
Bernardxu123
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Deterministic regression tests for DSH policy decisions, evaluated without invoking the protected tool body.
MkaliezZ
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Agent observability plugin for DSH — behavior audit, cost tracking, anomaly detection
dsh-plugin-evaluation
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Evidence-first multi-model coding comparison workbench for DeepSeek Harness
shengshifantang
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Turn explicit coding-agent corrections into executable DeepSeek Harness regression tests.
chenghaoYang