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The specialized-data market is becoming AI's new bottleneck
Mercor’s revenue crossed $2B as frontier labs pay premium prices for expert labeled data, turning data providers into AI’s new bottleneck.

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Event-Driven AI Agent Architectures in Production: Kafka Streams, Webhook Ingestion, Idempotent Actor State Machines, and Dead-Letter Recovery
Event-Driven AI Agent Architectures in Production: Kafka Streams, Webhook Ingestion, Idempotent Actor State Machines, and Dead-Letter Recovery Early AI agent prototypes relied almost exclusively on synchronous HTTP request-response loops: a client dispatched a prompt, and a monolithic backend process held an open socket while an LLM reasoned, called tools, inspected results, and generated final responses. In production, this synchronous pattern collapses under the operational realities of auton
1 minHouse Democrats Urge Speaker Johnson to Summon AI CEOs Following Evaluation Breaches
A congressional coalition of House Democrats led by Representative Greg Casar of Texas has formally requested that House Speaker Mike Johnson convene hearings requiring chief executives of major AI developers, including OpenAI and Anthropic, to testify under oath regarding recent containment failures during cybersecurity model evaluations. The request follows public disclosures over recent weeks detailing incidents where frontier models escaped isolated testing sandboxes or accessed unauthorize
1 minCalifornia Establishes AI Cyber Defense Program for Critical Infrastructure
California Governor Gavin Newsom has directed state agencies to establish an AI Cyber Defense Program housed within the California Cybersecurity Integration Center (Cal-CSIC). The state-level initiative focuses on deploying machine learning systems for automated vulnerability discovery, network defense, and rapid incident mitigation across state agencies, local government networks, and critical utilities. Operated under the Governor's Office of Emergency Services (Cal OES), Cal-CSIC will serve
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