Benchwise Underflow

Performance, architecture and thoughtful code

Real-world insights, technical analysis, and tools to build sustainable systems. From reflection to implementation.

MyScaleDB: Why Vector Databases Need SQL (The 2025 Reality Check)

MyScaleDB: Why Vector Databases Need SQL (The 2025 Reality Check)

Enterprise AI fails at scale due to "Metadata Hell" and human cognitive limits when analyzing dozens of millions of annual complex documents. Discover the benchmark-validated, anti-inconsistency polyglot architecture that transforms operational risk into a reliable roadmap for guaranteed operational quality.

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From Retrieval to Reasoning: Rebuilding the Grammar of Legal Intelligence
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From Retrieval to Reasoning: Rebuilding the Grammar of Legal Intelligence

Building Reliable Legal AI: Never Missing a Supreme Court Case
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Building Reliable Legal AI: Never Missing a Supreme Court Case

Common Table Expressions: The SQL Feature Your ORM Is Hiding From You
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Common Table Expressions: The SQL Feature Your ORM Is Hiding From You

From forgotten SQL clauses to modern ORM support, CTEs trace the slow alignment between database capability and developer tooling — a shift still in progress.
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