Intel / post

Since its release, FinFIRST has drawn a lot of interest.

Source: Ant Ling
Date: Published Sep 5, 2026

Context

FinFIRST, from Ant Ling, uses what it calls atomic rubrics: rather than a single pass or fail check on a final number, it breaks a finance task into scored components covering how an searches for information, handles time-sensitive real-world questions, combines multiple sources, judges which evidence is reliable, performs the calculation, and leaves its reasoning easy for a human to check.

The post introducing this is the start of a longer thread, and the specific model scores and comparisons it references were not captured here, so this account is limited to describing what FinFIRST evaluates rather than reporting any result it produced.

Terms in this piece · Glossary

AI agent — An AI system that doesn't just answer once but works toward a goal in a loop — taking actions, reading the results, and deciding what to do next.
benchmark — A standard public test set for comparing AI models — the shared scoreboards behind every "model X beats model Y" claim.

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