EverOS
EverMind-AI
One portable memory layer for every AI agent: local-first, Markdown-native, user-owned, and self-evolving across apps, tools, and workflows.
chenzheshushi-commits/dsh-evolve
dsh-evolve is a tool for DeepSeek Harness. Self-evolving memory + skill lifecycle for DeepSeek Harness — durable cross-session memory with zero-token deterministic recall, tiered approval, reinforcement learning from repetition, and anti-bloat convergence for both skills and memory.

REVIEW SCORECARD
✓ No risk detected · Automated scan results are for reference only, not an official endorsement
AI DEEP REVIEW
A well-documented, actively maintained memory and skill-lifecycle plugin with graceful degradation and no obvious securi
README documents a build step, smoke tests, a registration probe, and web-route e2e tests, plus graceful fallbacks when SQLite/FTS5 or git/tar are missing, indicating deliberate engineering.
No download-and-execute or credential handling is described; the plugin stores data locally, uses an isolated no-tools LLM review pass, and takes reversible backups, though the install command is listed as unknown and the code itself was not inspected.
It targets the common and real pain of agents forgetting between sessions, adding durable memory, skill crystallization, tiered approval, and anti-bloat pruning that most memory plugins lack.
Last updated 2026-08-25, not archived, MIT licensed, and the README references a pinned v0.5.2 release, indicating ongoing releases.
The README covers requirements, install commands, feature behavior, and degradation semantics in detail, though the directory's install command field is unknown and the excerpt is truncated mid-sentence.
Generated by AI after reading the project README — a decision aid, not an endorsement. Neutral scores are given when information is limited.
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Open repositoryPROJECT TOPICS
VALIDATION LADDER
FAQ
Self-evolving memory + skill lifecycle for DeepSeek Harness — durable cross-session memory with zero-token deterministic recall, tiered approval, reinforcement learning from repetition, and anti-bloat convergence for bot
dsh-evolve has 5 stars and 0 forks on GitHub, last updated 2026-08-25.
dsh-evolve is distributed under the MIT license.
dsh-evolve is listed in the DSH Universe directory as a tool for DeepSeek Harness. This plugin is listed in the DSH Universe directory and covered by its validation pipeline.
CLASSIFICATION EVIDENCE
The system checks GitHub Topics against the site taxonomy and keyword rules. Current matches:skills、long-term-memory、memory。