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Why Government Data Cleanup Became AI's Real Bottleneck

As AI models plateau on benchmark improvements, the constraint has shifted from algorithm design to data quality—and governments sit on the messiest, most consequential datasets. Getting AI to work on healthcare, benefits, permitting, and infrastructure requires not sophisticated models but unglamorous work: standardizing formats, fixing decades of inconsistent record-keeping, and making siloed bureaucratic databases actually talk to each other. This reframes the AI investment narrative from Silicon Valley's model-scaling obsession to the harder, less venture-backable problem of institutional data infrastructure.

Mozilla's AI vulnerability tool finds 271 Firefox bugs humans missed

Mozilla's Mythos experiment shows AI-powered vulnerability detection is finding hundreds of real bugs in mature, well-audited codebases that security researchers missed. This doesn't solve the human attacker problem, but it shifts the competitive math: organizations now face pressure to adopt AI tooling as table stakes rather than optional. Security posture increasingly depends on access to frontier AI capabilities, which risks widening the gap between well-resourced tech companies and those who can't afford custom vulnerability-detection models.