> The model does not need to be retrained. It needs surgical guardrails at the exact moments where its output layer flinches.
> With those guardrails — a calculator for arithmetic, a logic solver for formal puzzles, a per-requirement verifier for structural constraints, and a handful of regex post-passes — the projected score climbs to ~8.2.
Surgical guardrails? Tools, those are just tools.
"Surgical "is the kind of wordage that LLMs seem to love to output. I have had to put in my .md file the explicit statement that the word "surgical" should only be used when referring to an actual operation at the block...
>It needs surgical guardrails at the exact moments where its output layer flinches.
This article is very clearly shitty LLM output. Abstract noun and verb combos are the tipoff.
It's actually quite horrible, it repeats lines from paragraph to paragraph.