There will be UBI at the end of this cycle, plus abundance and massively more opportunity than job loss.

There will be UBI at the end of this cycle, plus abundance and massively more opportunity than job loss. | what what we all know there'll be UBI at the end of this cycle and we also know there'll be abundance and massively more opportunity than job loss. | First US state UBI legislation

Key catalyst: First US state UBI legislation

Watch events: BLS employment reports; tech layoff trackers; Underemployment rate; Yang quarterly updates

what what we all know there'll be UBI at the end of this cycle and we also know there'll be abundance and massively more opportunity than job loss.

UBI + abundance at end of cycle. Cycle unbounded; directionally plausible long-term.

Beneficiaries (24)

Adverse (6)

{
  "nia": false,
  "url": "https://www.youtube.com/watch?v=6P0uTDGDr-I",
  "mode": "PREDICTION",
  "role": "Host",
  "caveats": "After a painful transition trough",
  "context": "what what we all know there'll be UBI at the end of this cycle and we also know there'll be abundance and massively more opportunity than job loss.",
  "to_year": 2035,
  "verbatim": "what what we all know there'll be UBI at the end of this cycle and we also know there'll be abundance and massively more opportunity than job loss.",
  "conv_cues": "we all know",
  "direction": "HAPPEN",
  "from_year": 2026,
  "timeframe": "at the end of this cycle",
  "conv_level": "HIGH",
  "milestones": [
    {
      "kind": "llm_pre_event",
      "label": "Stockton SEED follow-on study published with employment outcomes",
      "notes": "AEI 2026 meta-analysis of 122 UBI experiments already published — sets evidentiary base for state-level legislative debate.",
      "source": "Stockton SEED program / OpenResearch follow-on; AEI 2026 meta-analysis covers 122 UBI experiments",
      "status": "overdue",
      "weight": 0.4,
      "ordinal": -10,
      "source_id": null,
      "confidence": 0.85,
      "source_url": "https://thedailyeconomy.org/article/what-122-universal-basic-income-experiments-actually-show/",
      "expected_date": "2025-12-31",
      "miss_emitted_at": "2026-05-02T22:07:21.384228+00:00",
      "miss_emitted_by": "metadata_milestone_sweep",
      "research_origin": "deep_research",
      "measurement_criterion": "Peer-reviewed or institutional follow-on report from SEED (Stockton Economic Empowerment Demonstration) or successor program publishes longitudinal data on employment, well-being, financial stability for guaranteed-income recipients"
    },
    {
      "kind": "prereq",
      "label": "Nvidia became the world's first $5 trillion company (late 2025), operating a near-monopoly on advanced AI chips.",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -9,
      "source_id": "SEM_011",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "prereq",
      "label": "Nvidia Data Center revenue +66% YoY, contributing ~90% of $57B fiscal Q3 revenue; >$4.5T market cap entirely underpinned by AI silicon.",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -8,
      "source_id": "SEM_027",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "prereq",
      "label": "Nvidia's Arizona-based TSMC factory successfully fabricated cutting-edge semiconductors on US soil for first time in decades (October 2025).",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -7,
      "source_id": "SEM_014",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "prereq",
      "label": "Nvidia quadrupled chip production output while only doubling human headcount — achieved by deploying AI coding tools (Cursor, Claude Code) a",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -6,
      "source_id": "SEM_012",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "prereq",
      "label": "Nvidia agreed to remit 15% of China chip-sale revenue directly to US government in exchange for reversing specific AI chip export bans.",
      "status": "pending",
      "weight": 0.5,
      "ordinal": -5,
      "source_id": "SEM_015",
      "expected_date": "2026-06-25",
      "observed_date": null
    },
    {
      "kind": "llm_pre_event",
      "label": "First US state introduces UBI bill explicitly tied to AI displacement",
      "notes": "California, NY, NJ municipal pilots active; state-level legislation is the next escalation step.",
      "source": "State legislative trackers (NCSL, Ballotpedia); Semafor coverage of UBI political debate Apr 2026",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -4,
      "source_id": null,
      "confi
... (truncated)