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Solve the AI goldfish brain: a personal memory layer for DeepSeek Harness — preferences, project conventions, workflows, and error lessons, stored locally as auditable, evidence-backed Markdown/JSON. 解决 AI 金鱼脑:偏好、项目约定、工作方式与纠错教训的本地可审计记忆层。
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Local-first, evidence-backed session retrospectives for DeepSeek Harness
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Replay real DeepSeek Harness turns against Standard, Minimal, Anchored, or plugin candidates with frozen request-surface evidence
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记忆搬家:把 Claude / ChatGPT / Claude Code 的历史记忆搬进 DeepSeek Harness —— 带逐字证据,逐条批准 | Move your Claude & ChatGPT memory into DeepSeek Harness (DSH), with verbatim evidence and one-by-one approval
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Design, observe, diagnose, and reuse evidence-backed multi-Agent work in DeepSeek Harness
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DeepSeek Harness plugin for evidence-backed repository analysis and reviewable, bounded change proposals.
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DSH-native vision bridge for text-only models with native image attachments, multi-image evidence batching, and session-scoped validated Evidence caching.
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Popper: a falsification-driven correction loop for agent sessions — claim commitment, gate falsification, and mutually exclusive hypothesis revision, with an append-only evidence ledger
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Task contracts, approval gates, checkpoints, verification evidence, and best-effort rollback for DeepSeek Harness
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Content-addressed conformance proof across recorded DSH ToolRuntime, MCP JSON-RPC and CLI JSON surfaces
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A Jupyter-shaped, Git-backed research surface for DeepSeek Harness: session lineage, stable script attempts, visual evidence, provenance, safe previews, and explicitly confirmed reruns.
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Two-stage intent and evidence review, deterministic completion gates, and bounded repair for DeepSeek Harness agents
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Cache-prefix stabilization and evidence-based cache metrics for DeepSeek Harness
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Content-addressed proof that a DeepSeek Harness profile declaration, pnpm lock and installed bundles agree
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Better Harness evidence lanes — session, project readiness, and agent assets — as one DeepSeek Harness bundle of three routable skills.
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Evidence-backed application-security assurance for DeepSeek Harness
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A Git-native research graph for literature-grounded research expansion inside DeepSeek Harness.
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Starship-bridge orchestration for DeepSeek Harness: the captain issues plain-language orders from the bridge; the XO drafts verifiable missions; away-team subagents (recon/engineer/medic/scribe) execute in isolated workspaces with evidence-based acceptance and an append-only campaign ledger.
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Controlled A/B comparisons and evidence-backed reports for DeepSeek Harness plugins and presets.
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Durable workstreams, peer collaboration and evidence-based delivery for DeepSeek Harness
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Persistent project memory, context-safe agent handoffs, checkpointing, evidence tracking, and long-running task continuity for DeepSeek Harness
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Kestrel — adversarial deep-research engine for DeepSeek Harness. Mechanically-verified citations, independent-corroboration scoring that exposes syndication laundering, prosecutor/defender claim tribunal, and a compounding evidence graph.
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DeepBrain (深脑) plugin for DeepSeek Harness: give your agent an organization's second brain — judgments with evidence chains, verbatim-verified quotes, people's historical positions, and 200+ analysis methods it can borrow
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Evidence-governed experience memory for DeepSeek Harness