causal-graph

Open-source causal graph memory for AI agents. 89.9% on LoCoMo. MCP server with ACT-R scoring, spreading activation, and active forgetting.

This is an official repository for "Exploring Multi-Modal Data with Tool-Augmented LLM Agents for Precise Causal Discovery".

EMNLP'22, CEM improves MHCH performance by correcting prediction bias and training an auxiliary cost simulator based on user state and labor cost causal graph, without requiring complex model crafting.

Local-first long-term memory for AI coding tools — causal graphs, hybrid BM25+vector search, 2.46x context augmentation

Embodied intelligence memory for physical AI robots. Built on PowerMem + SeekDB. Zero ROS dependency. Brain-like architecture with spatial-temporal-causal graphs, DTW trajectory search, and gRPC.

A graph-based failure modeling and deterministic detection system for LLM agent runtimes.

An application of causal inference methods to optimizing the location of delivery drivers.

Machine-readable protocol for immutable, causally linked decision records with validator-backed integrity.

S.A.G.A. — Story Analysis, Generation, and Archives. Canon-aware narrative intelligence for analysis, retrieval, timelines, and story generation.

dsh-engram-relay 公开镜像（上游：dsh-external/dsh-engram-relay）：跨会话分层记忆 + 哈希×语义×因果超稀疏唤醒，13 个 engram_* 工具，BSD-3-Clause

Project Memory — organizational, causal memory for AI teams. Ask why, not just what.

Editable, auditable, branchable AI reasoning as a causal graph

🌕 Append-only event DAG prototypes with RECENT_A trace-closure frontier + conflict-pair bound signals. ➢ core.rec.ooo

Continuity, causal invalidation, and proof for long-running coding agents

Consumer endpoint monitor for Windows: logs every outbound connection, reconstructs the causal chain that caused it, explains it in plain English. Local-only, no kernel driver, no automatic response.

Causa Proxima

Trace what an agent's actions depended on, and what becomes affected when those dependencies fail.

A navigable causal map of the forces shaping working-class life.

Graph-based timeline engine for causal event simulation and world-state replay

Graph-first desktop workbench for debugging multi-agent runs — understand any execution in 30 seconds