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dsh-learn

Persistent learning plugin for DeepSeek Harness that converts session corrections and recoveries into native skills with zero extra model calls.

Terminal & TUISkills & Workflows
1GitHub Stars0ForksUpdated2026-10-10

Install

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Plugin Overview & Capabilities

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source-grounded
dsh-learn is a native DeepSeek Harness plugin that observes session event streams to capture user corrections, tool failures, and recovery techniques. It distills actionable lessons into standard DSH skill files under a dedicated skill root (<DSH_HOME>/skills/learned) using deterministic gatekeepers without consuming additional model API calls. The plugin features client turn-tail visual receipts, automated idle curation, rule sanitization, and structured skill management tools.

Key Capabilities

  • Zero-model-call deterministic observation and proposal pipeline for session corrections, tool recoveries, and user preferences
  • Self-registered DSH skill provider hosting persistent skills under <DSH_HOME>/skills/learned at rank 330
  • Comprehensive validation gates (general, actionable, no-incident, routed, novel) and injection/sensitive data sanitization
  • Interactive skill lifecycle management suite via tools: learn, learn_review, learn_curator, learn_skill_manage, and learn_skills
  • Web client turnTail recap rendering per-turn learning summaries directly beneath conversational responses
  • Periodic idle curator for archiving stale skills and reinforcing active lessons based on telemetry

Useful For

  • Automatically persisting environment-specific facts, tool recovery fixes, and durable user preferences across DSH sessions
  • Preventing recurring agent mistakes by converting runtime bug workarounds into standard SKILL.md rules
  • Managing and curating long-term agent memory without polluting session prompt contexts or invalidating prefix caches

Who It Fits

  • DeepSeek Harness power users seeking cross-session memory without LLM prompt overhead
  • Developers building robust multi-step agent workflows needing persistent tool recovery strategies

Documented Limitations

  • Requires manual package installation or bundle configuration until published to an automated package index
  • Skill creation requires explicit model actions or unambiguous user remember requests; passive review generates proposals only
  • Client turn tail receipts require the web platform client bundle and only track write actions from compatible runtime events

DSH Compatibility

Version-specific runtime evidence collected by DSH Plugin. A missing result means we have not tested that combination yet.

Not tested yetNo runtime compatibility tests have been published yet.

Security Signals

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Dependency Counts

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

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Dsh Bundle Declared

package.json declares DSH bundle metadata.

info
License Declared

GitHub reports the repository license as MIT.

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Package Manifest Available

A root package.json was captured and can be inspected by the registry.

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Source Available

Public GitHub source metadata is available for this registry snapshot.

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Source & Registry Notes

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Source repository
xiex16070-jpg/dsh-learn
Registry source
GitHub · dsh-plugin topic
Registry classification
Plugin
Source checked
6a13e31 · 2026-10-18

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
1GitHub stars
Forks
0
Open issues
0
Last commit
2026-10-10
Last release
2026-10-06
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