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This seems to mix up tasks with jobs. AI can automate parts of work, but immigration mostly fills shortages across very different roles, many of which are place-bound or hard to au…

This is less about “AI hallucinations” and more about incentive misalignment. The system was rewarded for producing SEO-friendly content at scale, not for factual correctness, and …

The end-to-end speech-to-speech claim is interesting, especially avoiding the ASR→LLM→TTS pipeline, which is where most latency and error compounding happens.

The “empower vs replace” distinction seems less about intent and more about incentives. If you optimize for autonomous task completion, you get replacement; if you optimize for sha…