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dsh-continual-evolve

Continual self-evolution plugin for DeepSeek Harness providing versioned, auditable, and rollback-safe harness state refinement.

UI & ProductivityTerminal & TUIDeveloper ToolsSecurity & PolicySkills & Workflows
19GitHub Stars0ForksUpdated2026-09-26

Install

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Plugin Overview & Capabilities

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source-grounded
dsh-continual-evolve is an installable DeepSeek Harness plugin that converts agent session trajectories into versioned, auditable, and rollback-safe state such as prompt notes, memories, skills, and subagent specs. It features code-enforced schema validation, atomic state writes, deterministic inverse-edit rollbacks, promotion policies between local and global scopes, and a benchmark-driven validation loop with encrypted rubrics.

Key Capabilities

  • Refines session trajectories into prompt notes, memories, executable skills, and subagent specs
  • Maintains local per-session and global cross-session stores with merge semantics and promotion guards
  • Supports deterministic rollback with code-generated inverse edits
  • Provides automatic review gates and local-fate lifecycle proposals (promote, archive, keep)
  • Includes a benchmark validation loop that evaluates refinements against frozen cases
  • Injects prompt notes and directory indices into the system prompt with zero token overhead when empty
  • Offers in-session slash commands (/evolve) and agent tools for state management

Useful For

  • Persisting durable facts, reusable procedures, and prompt adjustments across Harness sessions
  • Safely evolving agent behavior with automated benchmark testing and human approval gates
  • Hot-mounting generated executable skills directly into DeepSeek Harness

Who It Fits

  • DeepSeek Harness power users and developers seeking persistent agent memory and automated self-improvement
  • Engineers building long-running, self-refining agent workflows

Documented Limitations

  • Requires Node.js ^22.19.0 or >=24.0.0
  • Global state writes require human approval and strict promotion threshold criteria
  • Benchmark rubric decryption requires an encryption key (auto-generated or configured via DSH_EVOLVE_RUBRIC_KEY)

DSH Compatibility

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Not tested yetNo runtime compatibility tests have been published yet.

Security Signals

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Dependency Counts

package.json declares 0 runtime, 13 development, 5 peer, and 0 optional dependencies.

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Dsh Bundle Declared

package.json declares DSH bundle metadata.

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License Declared

GitHub reports the repository license as MIT.

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Package Manifest Available

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Prepare Script Detected

package.json declares a prepare lifecycle script that may run during relevant package installation workflows.

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Source Available

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Source & Registry Notes

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Source repository
ZK-Andy/dsh-continual-evolve
Registry source
GitHub · dsh-plugin topic
Registry classification
Plugin
Source checked
05876de · 2026-09-28

This project is independently indexed from public source information. DSH Plugin is not affiliated with DeepSeek or the plugin author. Always check the author repository before installation.

Repository Activity

GitHub stars
19GitHub stars
Forks
0
Open issues
0
Last commit
2026-09-26
Last release
2026-09-26
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