· Large Language Models
Why LLMs Struggle With Tables
An interactive essay on tabular and relational foundation models, why token streams lose table structure, and how TabFM and KumoRFM read it natively.
Prompt: "reason step by step"
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Turning research into products people actually use.
Picked things I'm genuinely into.
Thoughts on AI, leadership, and where this is all going.
The tools I reach for every day.
An interactive essay on tabular and relational foundation models, why token streams lose table structure, and how TabFM and KumoRFM read it natively.
Enterprise AI's hidden cost is the human labour of verifying and correcting AI output. The fix is a semantic and governance layer that gives models real context.
Most multi-agent systems are fixed-role teams. CORAL lets agents explore, learn and share through memory so they co-evolve, beating evolutionary methods 3-10x.