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AI Finds Value in Dead Companies’ Data

AI Finds Value in Dead Companies’ Data

Google reportedly bid $10 million for Spirit Airlines’ internal enterprise data, including approximately 100 million emails and 500 million Microsoft Teams messages, in a bankruptcy asset auction. The deal signals the emergence of a market for acquiring sanitized corporate communications and work records to train AI systems and enterprise agents.

Aegis Puts Agent Actions Behind a Trusted Runtime

Aegis Puts Agent Actions Behind a Trusted Runtime

Aegis is a runtime governance system that treats agent outputs as action proposals, then evaluates and authorizes them through a trusted policy layer before tool execution. In a sandbox evaluation, it recorded zero governed mock-tool applications and zero governed risky side-effect completions, though the authors caution that this does not establish general agent safety.

Memory-Safe Agent Tools

Memory-Safe Agent Tools

SkillEffect is a checked-lowering runtime that converts agent-generated tool programs into audited, memory-bounded implementations before execution. Its shared runtime supports six operator families and rejects adversarial proposals while improving completion under fixed memory caps.

Tencent Reorients Its Multimodal AI Strategy

Tencent Reorients Its Multimodal AI Strategy

Tencent is reportedly reshaping its multimodal AI direction from content generation toward contextual understanding and action in the real world. The shift appears closer to Liang Wenfeng’s emphasis on reasoning and execution, and farther from Fei-Fei Li’s world-model-oriented research approach.

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