MODEL COLLAPSE
when the loop eats its own output
a pipeline failure analysis in 56 seconds
STREAM // 4ORT.MOV
T+00:00
ERROR-AS-DATA PROTOCOL
render.farm / the-feed-back
INPUT / ground truth truth samples: 1.0M OUTPUT / rendered generation #1 feed-back: previous output, used as next reference
SCENE 02 // THE LOOP
T+00:09
CAROL'S MAP · CHADWICK'S BEARING
ground truth soap bubble of itself variance: 100%
SCENE 03 // NARROWING
T+00:21
DISTRIBUTION DRIFT, GENERATION OVER GENERATION
FRESH GROUND TRUTH re-injected every epoch HARNESS validates against reality rejects self-feedback drift HALT the loop is broken here
SCENE 04 // THE HARNESS
T+00:29
ERROR LOGGED AS DATA, NOT NOISE
THE HARNESS IS THE HERO
not the model
this week, in the news: guardrails before gradient descent
SCENE 05 // HEADLINE
T+00:38
TECHRUCH · 2026-08-21
any process that feeds its own output
back unchecked converges on itself.
break the loop. re-inject reality.
STREAM // 4ORT.MOV
END
MODEL COLLAPSE — THE FEED-BACK
for carol & chadwick