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Anthropic releases open source interactive demos built on top of Qwen models, in partnership with Neuronpedia.
Following a $250 million lawsuit settlement over false advertising of delayed Siri AI features, Apple's WWDC 2026 keynote showcased more realistic, real-time demos to restore credibility, contrasting with the overproduced promises of 2024.
The article explains why 80% of agentic AI demos fail to reach production due to hallucination, tool use error compounding, edge cases, cost, latency, and observability issues. It highlights the keys to success: narrow scope, verifiable outputs, human checkpoints, real observability, confidence-based gating, and boring architecture.