https://example.com/ Writing on GraphRAG, recommender systems, agentic finance workflows, and enterprise AI platforms. https://example.com/#blog Immutable source manifests, temporal facts, conflict handling, and citation-verifiable retrieval. https://example.com/#blog Candidate generation, profile compaction, preference deltas, contextual bandits, and high-trust ranking. https://example.com/#blog Leakage tests, as-of-date reasoning, numeric routing, source replay, and prompt/model versioning.