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231_054predictionLabor/JobsAI-scaling

Uncertain whether people will have any purpose at all a year from today.

Predictor: Dave Blundin · ep#231 "Top AI News: Sonnet 4.6, Grok 4.2, Gemini 3 Deep Think, and OpenClaw | EP #231" · source

Prior probability
50.0%
Current probability
41.9%
evolves via intake + LBP
Conviction
2/5
Signal quality
C
Resolution
pending
Window
2027-01-01 – 2027-12-31
Edges in / out
10 / 5
Tickers exposed
37

Prediction text

Uncertain whether people will have any purpose at all a year from today. | will people have any purpose at all a year from today? You know, relative to just an all AI agent army TBD.

Verbatim quote

From episode "Top AI News: Sonnet 4.6, Grok 4.2, Gemini 3 Deep Think, and OpenClaw | EP #231"
will people have any purpose at all a year from today? You know, relative to just an all AI agent army TBD.

Predictor: Dave Blundin

κ + Brier as of 2026-05-22
κ (discount)
0.821
Brier
0.0491
excellent
Hits / Misses
3 / 2
of 9 resolved
Hit rate
33.3%
Calibration plot (stated vs observed)

Evidence about this node from Dave Blundin is multiplied by κ in /api/intake. Lower κ = less weight; floors at 0.10 (effectively silenced) and caps at 1.00 (full weight).

Reference class

Not linked

This node isn't linked to a reference class. The Bayesian update applies without outside-view blending.

Probability over time

4 prob_history rows
0%25%50%75%100%prior 50%2026-04-302026-05-032026-05-10
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 41.9%

Milestone chain

Pre-event signals (upstream prereqs + window checkpoints) → resolution event → downstream cascades. Status/dates update from linked nodes; re-derive nightly via scripts/ops/derive_milestones.py.
Leading chain: 7 fired ✓ · 3 pending
  1. 2026-02-15hitAnthropic 2026 Agentic Coding Trends Report: agents reshaping coding work
    How: Anthropic 2026 Agentic Coding Trends Report shows agents now drafting majority of code at frontier labs; widely cited as work-displacement signal
    Source: https://resources.anthropic.com/hubfs/2026%20Agentic%20Coding%20Trends%20Report.pdfconf 85%
  2. 2026-04-15hitAndon Market: full retail store managed by AI agent (Luna) opens
    How: Andon Labs opens fully AI-managed retail store in SF; concrete example of AI agent in a job category traditionally human (retail manager)
    Source: https://www.nbcnews.com/tech/innovation/ai-store-sf-san-francisco-bay-area-andon-labs-market-boss-rcna267013conf 85%
  3. 2026-06-01 → 2027-09-30pendingMainstream-press cover-story: "What is human purpose in age of AI?"
    How: Cover story / lead feature in Atlantic / NYT Magazine / The New Yorker / Wired / Time directly framing the human-purpose question post-AI displacement
    Source: https://www.linkedin.com/in/david-blundin/conf 70%
  4. 2026-09-01 → 2027-09-30pendingBLS US labor force participation prints below 62% for 3 consecutive months
    How: BLS Employment Situation Report shows civilian LFPR <62% for 3 consecutive months (vs ~62.5% in early 2026); structural-disengagement signal
    Source: https://www.linkventures.com/team/dave-blundinconf 40%
  5. 2026-09-01 → 2027-12-31pendingUBI pilot announced at federal or major-state level
    How: Federal bill (Yang-style FED) or state-level program (CA, NY, IL) announces UBI pilot citing AI-displacement; press coverage in WSJ / NYT / FT
    Source: https://us.cnn.com/2026/01/29/politics/alpha-school-trump-ai-teachingconf 30%
  6. 2027-06-01 → 2028-12-31pendingCascade: aggregate "all-AI agent army" headcount across labs > human workforce of those labs
    How: Public statement from frontier lab (Anthropic / OpenAI / Google) confirms internal agent count exceeds human FTE; or Anthropic 2027 trends report quantifies same
    Source: https://www.anthropic.com/news/introducing-anthropic-labsconf 55%

What if this resolves?

Clamp this prediction TRUE or FALSE and run a counterfactual Gibbs sample. Surfaces the predictions whose marginals shift most under that assumption.
(live posterior: 42%)

Click a button to clamp this prediction and run a Gibbs sample. Returns the predictions whose marginals shift most. ~30s per run; ideal for stress-testing "if X resolves, what else moves?"

Evidence chain

Every probability update with full Bayesian provenance — chronological, latest first
LBP2026-05-10T02:00:02Z41.9%-1.0pp
Network propagation: 42.9% → 41.9%
6-iter LBP, residual 0.00584 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e5c18d29
LBP2026-05-03T02:00:01Z42.9%-1.6pp
Network propagation: 44.5% → 42.9%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
LBP2026-04-30T16:39:51Z44.5%-2.4pp
Network propagation: 46.8% → 44.5%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
LBP2026-04-30T02:18:57Z46.8%-3.2pp
Network propagation: 50.0% → 46.8%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v1 · run 592311ef

Network propagation neighbors

Top edges sorted by latest LBP cross-impact
All propagation →

Top incoming (parents)

Edges that influence THIS node's belief

KindNodeTheir probP(c|s=T)P(c|s=F)Δ implied
killerTK09
Energy Grid Cap (Data Center Power Wall)
35.0%0.0500.500-0.077
prereqSEM_027
Nvidia Data Center revenue +66% YoY, contributing ~90% of $5Joseph Moore
68.3%0.5000.050-0.067
killerTK05
Rate Regime Persistence (10y > 5% through 2028)
30.0%0.0500.500-0.054
killerTK03
AI Regulatory Moratorium (EU/US Capability Freeze)
10.0%0.0500.500+0.036
prereqSEM_012
Nvidia quadrupled chip production output while only doublingJensen Huang
75.0%0.5000.050-0.035

Top outgoing (children)

Predictions THIS node influences

KindNodeTheir probP(c|s=T)P(c|s=F)Δ implied
prereq248_033
Superhuman AI will make BCI-enhanced humans irrelevant compaDave Blundin
36.7%0.6000.050-0.090
prereq244_019
Peter's son won't need a driver's license in 2 yearsPeter Diamandis
48.4%0.9200.050-0.075
prereq242_031
Most large companies' business models will be disrupted in 2Peter Diamandis
36.1%0.6500.050-0.064
prereq230_020
Peter's 14-year-old son Milan will never get a driver's licePeter Diamandis
34.7%0.6500.050-0.049
prereq232_055
We're exiting the industrial age permanently as recursive sePeter Diamandis
35.5%0.7000.050-0.037

Ticker exposure

37 ticker(s) linked

Beneficiaries (24)

MUWULFIRENEQIXALABAPLDASMIYASMLPLABNVDANBISCRWVAAPLAMTAMZNDELLGOOGLIRMLNVGYMETAMSFTORCLSFTBYSTX

Adverse (6)

ACNGENCHGGIBMWNSLRN

Prerequisites (10)

Predictions that must hit first
TypePredTitleDomainLag
prereqSEM_011Nvidia became the world's first $5 trillion company (late 2025), operating a near-monopoly on advanced AI chips.Capital Markets
prereqSEM_027Nvidia Data Center revenue +66% YoY, contributing ~90% of $57B fiscal Q3 revenue; >$4.5T market cap entirely underpinned by AI silicon.Capital Markets
prereqSEM_014Nvidia's Arizona-based TSMC factory successfully fabricated cutting-edge semiconductors on US soil for first time in decades (October 2025).Manufacturing
prereqSEM_029Blackwell RTX PRO 5000 (72GB) engineered with 50% memory boost over previous generation — deliberate architectural concession for larger AI training.Semis/Products
prereqSEM_012Nvidia quadrupled chip production output while only doubling human headcount — achieved by deploying AI coding tools (Cursor, Claude Code) across engineering.AI/Manufacturing
killerTK09Energy Grid Cap (Data Center Power Wall)
killerTK05Rate Regime Persistence (10y > 5% through 2028)
killerTK01AGI Capability Plateau (2026-27 Training Stall)
killerTK02AI Compute Supply Shock (TSMC/Taiwan Disruption)
killerTK03AI Regulatory Moratorium (EU/US Capability Freeze)

Dependents (5)

Predictions enabled by this
TypePredTitleDomainLag
prereq244_019Peter's son won't need a driver's license in 2 yearsAuto/Transport
prereq232_055We're exiting the industrial age permanently as recursive self-improvement unfolds.AI
prereq242_031Most large companies' business models will be disrupted in 2-5 yearsMarkets/Stocks
prereq230_020Peter's 14-year-old son Milan will never get a driver's license.Auto/Transport
prereq248_033Superhuman AI will make BCI-enhanced humans irrelevant compared to AI 2 years from today.AI

Linked documents (1)

Auto-generated by cosine similarity from Polymarket / Manifold / EDGAR / GDELT
SimSourceTitleMarket probPolarityReviewedPublished
0.565manifoldA year on to the day, will I consider the results of the Albertan Secession Referendum having been honoured?80%mentionspending2026-05-25

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "url": "https://www.youtube.com/watch?v=HklyjXKYFng",
  "mode": "SPECULATION",
  "role": "Host",
  "caveats": "Explicitly TBD",
  "context": "will people have any purpose at all a year from today? You know, relative to just an all AI agent army TBD. But, uh, but as of right now in the Jarvis moment, this is exactly that last quote is the part of the slide that really matters.",
  "to_year": 2027,
  "verbatim": "will people have any purpose at all a year from today? You know, relative to just an all AI agent army TBD.",
  "direction": "UNCLEAR",
  "from_year": 2027,
  "timeframe": "a year from today (2027)",
  "conv_level": "LOW",
  "milestones": [
    {
      "kind": "llm_pre_event",
      "label": "Anthropic 2026 Agentic Coding Trends Report: agents reshaping coding work",
      "source": "https://resources.anthropic.com/hubfs/2026%20Agentic%20Coding%20Trends%20Report.pdf",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -10,
      "source_id": null,
      "confidence": 0.85,
      "expected_date": "2026-02-15",
      "observed_date": "2026-02-15",
      "research_origin": "deep_research",
      "measurement_criterion": "Anthropic 2026 Agentic Coding Trends Report shows agents now drafting majority of code at frontier labs; widely cited as work-displacement signal"
    },
    {
      "kind": "llm_pre_event",
      "label": "Andon Market: full retail store managed by AI agent (Luna) opens",
      "source": "https://www.nbcnews.com/tech/innovation/ai-store-sf-san-francisco-bay-area-andon-labs-market-boss-rcna267013",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -9,
      "source_id": null,
      "confidence": 0.85,
      "expected_date": "2026-04-15",
      "observed_date": "2026-04-15",
      "research_origin": "deep_research",
      "measurement_criterion": "Andon Labs opens fully AI-managed retail store in SF; concrete example of AI agent in a job category traditionally human (retail manager)"
    },
    {
      "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": -8,
      "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": -7,
      "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": -6,
      "source_id": "SEM_014",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "prereq",
      "label": "Blackwell RTX PRO 5000 (72GB) engineered with 50% memory boost over previous generation — deliberate architectural concession for larger AI ",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -5,
      "source_id": "SEM_029",
      "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": -4,
      "source_id": "SEM_012",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "llm_pre_event",
      "label": "Mainstream-press cover-story: \"What is human purpose in age of AI?\"",
      "source": "https://www.linkedin.com/in/david-blundin/",
      "status": "pending",
      "weight"
... (truncated)