Meta tag

Production AI

2 articles

Evaluation Debt Is Becoming AI’s Quiet Production Failure

AIRewritten

db#5381

Mallika Rao warns that production AI fails where metrics stop looking

AI systems do not always fail loudly; often they drift into semantic mistakes that existing metrics never catch.

29 May 2026

TDA-RC tries to shorten AI reasoning without losing structure

AIRewritten

db#3648

AI reasoning is trying to get shorter without getting sloppier

The TDA-RC paper tries to combine the quality of multi-round reasoning with the speed of a single response, using topology to compare the structure of thought.

08 Apr 2026

Meta tag

Production AI

2 articles

AIRewritten

db#5381

Mallika Rao warns that production AI fails where metrics stop looking

AI systems do not always fail loudly; often they drift into semantic mistakes that existing metrics never catch.

29 May 2026

AIRewritten

db#3648

AI reasoning is trying to get shorter without getting sloppier

The TDA-RC paper tries to combine the quality of multi-round reasoning with the speed of a single response, using topology to compare the structure of thought.

08 Apr 2026