Skip to content
Signalcrest
Back to feed
githubai

ai-torture-chamber — The AI Torture Chamber: steering small open models into strong valence states and measuring what they say and do. Live

Examines methods to push small models into extreme valence states for safety testing.

Steady
Signal score
2
Trajectory
↓ Cooling
7-day est. ~0

Why this scored 2

every term, weighted
Velocity+0.0 / 40

Engagement gained per hour since the last capture, against the fastest item on its own source

Acceleration+12.2 / 25

Whether that velocity is itself speeding up, as a per-hour rate

Cross-source spread+0.0 / 25

How many independent communities are talking about the same entity

Recency+2.4 / 10

Decays to zero over 14 days

Saturation penalty−12.8 / 30

Subtracted once something is big and old — we rank what's next, not what's peaked

Composite1.8

Weights are hand-tuned, not learned — we're calibrating them against realized trends as history accumulates. On a topic's first sighting there's no previous reading to compare against, so acceleration starts from a neutral prior rather than a measurement, and velocity falls back to engagement over its whole lifetime until a second reading exists. Full methodology

Outlook

low confidence · estimate, not a guarantee

7-day

~0

range 0–12

14-day

~0

range 0–14

30-day

~0

range 0–19

Signal history

7-day window (free)
016

projected trajectory (estimate, not a guarantee)

Entities

aitorturechamber
Embed a live signal badge
Signalcrest signal badge
[![Signalcrest signal](https://www.signalcrest.app/api/badge/gh%3A1385768572)](https://www.signalcrest.app/topic/gh%3A1385768572)

Drop this in a README or blog post — it updates automatically as the score moves.