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dsh-passwords: a server-grade gateway that turns DeepSeek Harness into a multi-tenant platform — remote access + automatic HTTPS, per-subuser permissions & quotas, sandbox enforcement, first-run setup, SQLite auth with at-rest encryption, rate-limit and audit log (bilingual zh/en UI)
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Tuning Engines CLI, MCP server, and Python agent runtime adapters for governed model, agent, skill, and MCP workflows. Fine-tune open-source LLMs, run inference, manage datasets/evaluations, and connect LangGraph or Temporal while Tuning Engines handles policy, audit, usage, and token economics.
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DSH WebUI capability controls for skills, MCP servers, tools, prompt injections, approvals, and safety guards at session, project, and global levels.
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Forgetting engine for AI agents — memory TTL, decay, eviction, audit. The opposite of memory programming.
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Persistent credential vault for DeepSeek Harness (DSH): manage API tokens, server logins, and site credentials in one settings panel. Secrets live in the DSH credential store and are consumed by the model via vault_status / vault_get tools.