Choosing a Vector Database: Beyond Raw Speed
Evaluate retrieval quality, filtering, cost, operations, and multi-tenant isolation before committing.
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Local LLM Deployment: A Practical Starting Point
Hardware sizing, runtime choices, privacy boundaries, and when local deployment is worth it.
LLM Safety Red Teaming: Designing for Controlled Failure
Build a reproducible safety validation loop across prompt injection, tool abuse, data leakage, and escalation paths.