Model Analysis
Gemini 2.5 Pro — Impact on Industrial Entity Retrieval
Analysis of how Gemini 2.5 Pro changes citation weighting for manufacturing entities in the SF Bay Area knowledge cluster.
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Model Updates
Tracking how AI model releases impact industrial brand visibility.
Analysis of Gemini, GPT-4o, and other LLMs for supply chain and manufacturing queries.
RAG Research
GPT-4o Retrieval Patterns for Supply Chain Queries
Mapping how GPT-4o prioritizes supplier data during RAG retrieval for B2B industrial queries.
Interpretability
Mechanistic Interpretability: Steering Industrial Citations
Technical paper on using activation patching to understand how LLMs weight brand authority signals in manufacturing verticals.