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Decision Intelligence


Why Intelligent Systems Fail Without Memory, Time, and Execution Discipline
Smart systems don’t fail because insight is wrong. They fail when decisions don’t survive time, change, and execution. This essay explores why memory, timing, and discipline matter, and how Taurion is built to make decisions hold.
Sam Sur
18 hours ago8 min read


Decision Intelligence Architecture: Why Vector Databases Are the Wrong Backbone
Vector databases excel at similarity search, but decision systems require something fundamentally different. When decisions must survive time, changing conditions, and real consequences, treating similarity as state causes commitments to drift and execution to fail. This essay explains why decisions need durability, invalidation logic, and deterministic boundaries—not just better retrieval.
Sam Sur
Jan 148 min read


Insight vs. Execution: Why Insight Alone Rarely Guarantees Execution
Organizations have more data and better analysis than ever, yet execution still fails. This essay explains why insight alone is not enough—and how decisions break down when systems can’t carry them forward as time and conditions change.
Sam Sur
Jan 128 min read
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