Machine Learning

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DoorDash Launches DashBench to Rigorously Evaluate AI Code Review Accuracy Beyond Simple Metrics

DoorDash Launches DashBench to Rigorously Evaluate AI Code Review Accuracy Beyond Simple Metrics

Jul 08, 2026
DoorDash

DoorDash launches DashBench, a rigorous AI code review benchmark that replays historical pull requests to surface real developer findings, revealing that multi-stage architectures dramatically outperform single-pass models and that trustworthy AI evaluation demands triangulating multiple imperfect signals rather than relying on any one metric.

Google's AI Research Assistants Now Used by 100% of Team, Evaluating 200,000 Models at Once to Accelerate Scientific Discovery

Google's AI Research Assistants Now Used by 100% of Team, Evaluating 200,000 Models at Once to Accelerate Scientific Discovery

Jul 06, 2026
The Deep View

Google Research's AI-powered Empirical Research Assistants are now used by 100% of its team, evaluating up to 200,000 computational models simultaneously to accelerate breakthroughs in genomics, neuroscience, and epidemiology, while also tackling science's reproducibility crisis — though human expertise remains critical to prevent AI from generating physically impossible results.

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