Evaluate AI agent context compression with task outcomes, decision equivalence, constraint retention, and cost per successful task.
Use MentalHealthBench as a diagnostic, then add severe-failure rates, escalation tradeoffs, worst-slice floors, independent review, and deployment gat
Astra scored 62.7% or 99.9% on ARC-AGI-3 under different harnesses. Here is what changed, what the numbers mean, and what remains unproven.
WikiProfile separates facts classified as not encoded from facts with behavioral encoding evidence that remain hard to recall.