Welcome to the “find out” stage of AI

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A conference report from HumanX 2026 arguing that AI has moved past the experimental phase into a 'find out' stage where real business value must be demonstrated. Key themes include the shift from wonder to reliability and trust in enterprise AI deployments, the ballooning cost of token spend as agentic systems multiply, the challenge of monetization (even Anthropic and OpenAI don't expect profitability until 2028–2030), and growing social concerns about AI's psychological and economic effects. The piece highlights that hallucinations, identity/access controls, and observability are the main trust challenges, while multi-agent orchestration is driving costs up rapidly.

11m read timeFrom stackoverflow.blog
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The dream machine grows upAI’m a business, manAnxiety among the inference classFinding out fast

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