UBI/stimulus needed in 1-3 year timeframe, UBS in 3-8 years

UBI/stimulus needed in 1-3 year timeframe, UBS in 3-8 years | When I think about the time frames here the challenging time frame uh where UBI stimulus checks capital into to sort of quelch the fear and uncertainty is like the 1 to threeyear time frame you know bringing bringing universal basic services I think is you know starts coming in maybe in 3 years to the 5 8-year time frame right I I I've always viewed that uh you know the challenges are the next 3 to 8 years

When I think about the time frames here the challenging time frame uh where UBI stimulus checks capital into to sort of quelch the fear and uncertainty is like the 1 to threeyear time frame you know bringing bringing universal basic services I think is you know starts coming in maybe in 3 years to the 5 8-year time frame right I I I've always viewed that uh you know the challenges are the next 3 to 8 years

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Adverse (7)

{
  "nia": false,
  "qty": "1-3 years UBI; 3-8 years UBS",
  "url": "https://www.youtube.com/watch?v=toE56X2h0wk",
  "mode": "FORECAST",
  "role": "Host",
  "context": "the challenging time frame uh where UBI stimulus checks capital into to sort of quelch the fear and uncertainty is like the 1 to threeyear time frame you know bringing bringing universal basic services I think is you know starts coming in maybe in 3 years to the 5 8-year time frame",
  "to_year": 2034,
  "verbatim": "When I think about the time frames here the challenging time frame uh where UBI stimulus checks capital into to sort of quelch the fear and uncertainty is like the 1 to threeyear time frame you know bringing bringing universal basic services I think is you know starts coming in maybe in 3 years to the 5 8-year time frame right I I I've always viewed that uh you know the challenges are the next 3 to 8 years",
  "conv_cues": "I think; I've always viewed",
  "direction": "HAPPEN",
  "from_year": 2027,
  "timeframe": "2027-2034",
  "conv_level": "MEDIUM",
  "milestones": [
    {
      "kind": "llm_pre_event",
      "label": "Andrew Yang declares 'AI jobpocalypse is here' triggering urgent UBI/stimulus framing",
      "source": "deep_research_enriched",
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      "weight": 0.4,
      "ordinal": -9,
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      "source_url": "https://fortune.com/2026/02/25/andrew-yang-former-presidential-candidate-artifical-intelligence-job-apocalypse-white-collar-cuts-prediction-universal-basic-income/",
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      "expected_date": "2026-04-17",
      "observed_date": "2026-04-17",
      "research_origin": "deep_research",
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    },
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      "confidence": 0.5,
      "source_url": "https://taxproject.org/universal-high-income/",
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      "expected_date_range": {
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    },
    {
      "kind": "llm_pre_event",
      "label": "AI-displacement triggers ≥10M white-collar US job losses YoY (forcing UBI political consensus)",
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... (truncated)