Accountability
When your business uses a decision model, you remain responsible for the decisions it informs and for mitigating the risks they create.
Ryan Porter · 4 min read
Research and evidence
Research articles
The research behind cyclotron.
For a task-focused starting point, visit Learn.
Calibration
On 8,801 sentiment examples, Jev's confidence ranked answers usefully but overstated accuracy. Calibration changed what a review threshold could mean.
Ryan Porter · 3 min read
Bias testing
Swapping a pronoun changed Jev and Laya's occupation verdicts. Our mitigation experiments show why higher accuracy and a passed gate need separate outcome checks.
Ryan Porter · 3 min read
Model evaluation
Asked about an unseen fair-die roll, Jev chose one in all 2,880 requests. Kev and Laya had different preferences. Reported probabilities need an outcome check.
Ryan Porter · 3 min read