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Project Management for R&D Teams
Early-stage engineering isn't about building as much as possible. It's about reducing uncertainty before you run out of time and money.
Machines Should Retrieve, Models Should Reason
Many search and matching workloads don't need an LLM or a vector database. Use the cheapest computational primitive capable of solving the problem.
Glyph Query — Don't just search
Don't make the search algorithm do work the system can eliminate earlier. Fingerprints, LSH, and filters as a deliberate tradeoff; not a smaller Elasticsearch.