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FIELD NOTES

Inside industry AI

Methods and perspectives on turning domain knowledge into agents that can do useful work.

PVG / METHOD 001TASK → CONSTRAINTS → OUTCOME

From method
to useful capability

Post-training gives a model practice in work that matters to your business. A benchmark tells you whether that practice translates to better decisions.