Generate, inspect, and use node/text embeddings in Semantica — compute Node2Vec embeddings, find similar nodes, score link predictions, batch similarity, and pairwise similarity. Uses NodeEmbedder, SimilarityCalculator, LinkPredictor, and AgentContext. Sub-commands: compute, similar, similarity, predict-link…
A/B testing and feature optimization for AI agents. Pick the best option automatically using Multi-Armed Bandits and Contextual Bandits (LinUCB). No data warehouse needed — works from request.
Decision intelligence for AI agents. Analyze options, map decision dependencies with PageRank, detect when information sources conflict, and find the choices that matter most.
A pathfinding and task sequencing for AI agents. Find the optimal path through workflows, dependencies, and decision trees. K-shortest paths via Yen's algorithm. Cost/time/risk breakdown.
Set up an external AI agent to connect to the Life Memory System through MCP, including verified installation, retrieval, RawEvent writes, sync, diagnostics, and Working-Agent governance. Use when an agent needs to install or verify the Life Memory MCP bridge, onboard Codex/Claude/Cursor/Windsurf style clients, or…
Teach an external agent how to send links, files, images, tables, audio, and video into the Life Memory System as reviewable media note artifacts through MCP.