SkinDeepRESEARCHSteve Seguin

Functional check

Qwen browser execution check

The saved four-message run for caching and batching.

This saved browser check used four real messages, with two passes per path. Every path got only 1 of 4 correct. It checks that the execution paths run; it does not establish useful moderation accuracy.

All 24 Qwen layers ran. No layers were skipped. Loading and warmup are excluded; instruction-cache creation and copying are included in cached-path time.

PathCorrect / 4Time / 4Changed answers
Full input each time114.19 s0
Reuse instructions110.36 s0
Groups of four117.30 s0
Reuse + groups of four112.68 s0

Qwen 0.5B q4, one WASM thread, 64 message tokens maximum. This differs from the trained float32 Python classifiers. Four messages are too few for a general speed or quality claim.

Reuse instructions

Run this browser comparison · Related Python study

Process a queue

Run this browser comparison · Related Python study

Combine both

Run this browser comparison · Related Python study

Detailed evidence

Every request and timing · Run protocol · Implementation and checks