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AIVentureBeat · 10h ago

At Waymo, an AI project isn't ready until its evals are — not when the model performs well

Waymo uses "eval-centric development," making continuous evaluation a core engineering practice rather than a final deployment check. The company has driven over 220 million fully autonomous miles with 17 times fewer serious crash injuries than human drivers.

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Meta announced personal AI agents as a core component of its future revenue strategy during second-quarter earnings on July 29, 2026, with CEO Mark Zuckerberg calling them "the foundation for our next wave of products and revenue lines." The company has not yet launched this consumer agent business but plans to provide additional details in coming months.

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Enterprise AI agents lack infrastructure to communicate, be authorized, and be audited effectively. Five startups are developing solutions including BAND, which creates a coordination layer allowing agents to discover each other, delegate tasks conversationally, and return summarized results to users.

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Web Search Agents perform 21% more accurate research while consuming 51% fewer tokens than comparable AI search alternatives. The system combines self-learning retrieval strategies, proprietary web indexes, and live web access for domain-specific enterprise search capabilities.

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