Results for "safety cost"

Cost to run models in production.

Cost of model training.

Stepwise reasoning patterns that can improve multi-step tasks; often handled implicitly or summarized for safety/privacy.

Tradeoff between safety and performance.

Accelerating safety relative to capabilities.

Selecting the most informative samples to label (e.g., uncertainty sampling) to reduce labeling cost.

Observing model inputs/outputs, latency, cost, and quality over time to catch regressions and drift.

How many requests or tokens can be processed per unit time; affects scalability and cost.

Techniques to handle longer documents without quadratic cost.

Finding control policies minimizing cumulative cost.

Optimal control for linear systems with quadratic cost.

Automated detection/prevention of disallowed outputs (toxicity, self-harm, illegal instruction, etc.).

Hard constraints preventing unsafe actions.

Ensuring robots do not harm humans.

Systems where failure causes physical harm.

Assigning AI costs to business units.