feat: Dhee V2.0 — Self-Evolving Cognition Plugin#11
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Ashish-dwi99 merged 1 commit intomainfrom Mar 30, 2026
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Transforms Dhee from a memory layer into a self-improving cognition plugin for any agent framework (MCP, OpenAI, LangChain, AutoGen), including edge/humanoid hardware. Phase 1 — Universal Plugin: - DheePlugin: framework-agnostic API (remember/recall/context/checkpoint) - DheeEdge: offline hardware plugin (GGUF+ONNX, <500MB) - BuddhiMini + TraceSegmenter: trainable model scaffold with 3 task heads Phase 2 — Self-Evolving Cognition: - ContrastiveStore: success/failure pairs with MaTTS re-ranking - HeuristicDistiller: abstract reasoning patterns at 3 abstraction levels - MetaBuddhi: self-referential strategy mutation and promotion loop - ProgressiveTrainer: 3-stage SFT→DPO→RL training pipeline - HyperContext now includes contrasts and heuristics Phase 3 — Scale: - EvolvingGraph: entity versioning, personalized PageRank - HiveMemory: multi-agent shared cognition over engram-bus - CRDT sync: LWW-Register, G-Counter, OR-Set for offline/edge - Framework adapters: OpenAI, LangChain, AutoGen, system prompt - EdgeTrainer: on-device LoRA micro-training (CPU, rank-4) Research basis: DGM-Hyperagents, ERL, ReasoningBank, AgeMem, Structured Agent Distillation. Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
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Transforms Dhee from a memory layer into a self-improving cognition plugin for any agent framework (MCP, OpenAI, LangChain, AutoGen), including edge/humanoid hardware.
Phase 1 — Universal Plugin:
Phase 2 — Self-Evolving Cognition:
Phase 3 — Scale:
Research basis: DGM-Hyperagents, ERL, ReasoningBank, AgeMem, Structured Agent Distillation.