self-evolving

自进化科研工作流

DSH Proactive — 主动智能调度插件：自主心跳 + 科学家/理论家双心智（贝叶斯实验设计与定律归纳）+ 能量共生经济 + 好奇心探索 + 安全治理，Raft 共识与热更新

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.

Never-interrupt, resumable lifecycle for DeepSeek Harness (dsh): graceful restart + client auto-reconnect + cross-restart goal continuation.

Evidence-first, crash-resumable self-evolution engine for DeepSeek Harness and Harbor.

Recursive Self-Improvement engine for DeepSeek Harness — DSH maintains DSH: bounded perceive→integrate→verify→parity→repair→propose loop enforcing 1:1 upstream feature parity

A self-evolving plugin for DeepSeek Harness (dsh). It observes how the agent runs, proposes improvements to its own assets via the LLM, validates each proposal inside a sandboxed trial agent, and applies only verified mutations — with a versioned ledger and automatic rollback on regression.

Self-evolving memory for DeepSeek Harness: capture → dream consolidation → retrieval injection → evolve. User profile, project memory, correction learning, resume narrative — with provenance back to the replayable session log. 自进化记忆插件。

Auditable, verifier-gated self-evolution for DeepSeek Harness.

DeepSeek Harness (dsh) 双插件自进化架构：dsh-sentinel 机械挖掘会话日志生成问题工单 + dsh-forge 分级合成/评测门/确定性回滚 | Two-plugin self-evolution for DSH: hindsight mining, gated synthesis, deterministic rollback (verified in simulation lab)

Proof-carrying Skill self-evolution for DeepSeek Harness

Self-evolving bioinformatics figure library skill: learn plots from papers/PDFs/WeChat articles/screenshots into reusable recipes (R/Python), imitate them when plotting. 自进化的生信 figure 学习库与复用引擎