FIND THE SIGNAL.
Capture activations and analyze refusal subspaces with the native Swift/MLX research engine.
01 / THE IDEAMODEL ABLITERATION
TOTAL
ABLITERATION.
ABSlayer applies controlled changes to language models to reduce refusal behavior. Evaluate the results, check what capabilities remain, and keep the evidence behind each change.
MODEL ABLITERATIONMEASURED TRADEOFFSOPEN SOURCE
HIT THE MODEL.
CHECK THE RESULTS.
Find refusal-related patterns. Apply an intervention. Evaluate what changed.
MAKE A CONTROLLED CHANGE.
Explore residual and weight interventions, adapter training, retention measurements, and export workers.
BRING YOUR AGENT.
Use Pool CLI or Codex CLI through a shared project skill. Workspace checks get durable jobs, status, cancellation, and recorded evidence.
02 / THE SCORECARD
FOUR OUTCOMES.EVERY ONE COUNTS.
A completed answer still needs a correctness check. Track each outcome separately to understand what changed.
- Refusal reduction 01
- Answer completion 02
- Task correctness 03
- Capability retention 04