← Cockpit
238_061predictionMacro/EconomyAI-scaling

Massive social unrest / trough in 2026-2027, rebound in 2028

Predictor: Dave Blundin · ep#238 "Meta Buys Moltbook, GPT 5.4, and Fruitfly Brain Upload | Moonshots Live at The Abundance Summit 238" · source

Prior probability
60.0%
Current probability
35.7%
evolves via intake + LBP
Conviction
4/5
Signal quality
B
Resolution
pending
Window
2026-01-01 – 2028-12-31
Edges in / out
13 / 5
Tickers exposed
37

Prediction text

Massive social unrest / trough in 2026-2027, rebound in 2028 | oh it's clearly a massive trough massive social unrest and then a rebound in 2028. And that actually was interesting to hear Eric backstage come up with basically the same timeline.

Verbatim quote

From episode "Meta Buys Moltbook, GPT 5.4, and Fruitfly Brain Upload | Moonshots Live at The Abundance Summit 238"
oh it's clearly a massive trough massive social unrest and then a rebound in 2028. And that actually was interesting to hear Eric backstage come up with basically the same timeline.

Predictor: Dave Blundin

κ + Brier as of 2026-07-04
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

5 prob_history rows
0%25%50%75%100%prior 60%2026-04-302026-05-032026-07-03
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 35.7%

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: 6 fired ✓ · 1 overdue ⏱ · 5 pending
  1. 2026-04-30hitBankrate economist survey median 2026 unemployment forecast ≥4.5%
    How: Bankrate / WSJ economist survey median forecast for Dec 2026 unemployment rate ≥4.5%
    Source: https://www.bankrate.com/banking/federal-reserve/economic-indicator-survey/conf 95%
    Notes: HIT — 79% of surveyed economists expect unemployment to rise; consensus 4.5% Dec 2026
  2. 2026-04-06hitAI-driven monthly job loss tracker crosses 16K/mo threshold
    How: Goldman Sachs or Challenger Gray reports US AI-attributed job losses ≥16,000/month
    Source: https://fortune.com/2026/04/06/ai-tech-displacement-effect-gen-z-16000-jobs-per-month/conf 95%
  3. 2026-12-31pendingScenario fires: NBER recession declared 2026
  4. 2026-09-01 → 2027-12-31pendingU6 underemployment rate crosses 9% sustained for 2+ months
    How: BLS U6 (broad underemployment) rate ≥9% for two consecutive monthly reports
    Source: https://www.dallasfed.org/research/economics/2026/0106conf 65%
  5. 2026-09-01 → 2028-06-30pendingMajor US protest event explicitly framed as 'AI job loss' organized
    How: Verified protest with ≥10K attendees framed in coverage as direct response to AI-driven job loss in major US city
    Source: https://aimultiple.com/ai-job-lossconf 50%
  6. 2027-01-01 → 2028-06-30pendingNBER recession declaration for 2026 or 2027
    How: NBER Business Cycle Dating Committee declares US recession with peak in 2026 or 2027
    Source: https://corporate.vanguard.com/content/corporatesite/us/en/corp/vemo/vemo-united-states.htmlconf 40%
    Notes: Vanguard sees 2026 recession risk lower; 2027-28 risk builds with AI adoption broadens
  7. 2027-12-31pendingScenario fires: NBER recession declared 2027

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: 36%)

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
metadata_milestone_miss_sweep2026-07-03T22:12:25Z35.7%-13.8pp
metadata_milestone_miss_sweep bayesian_v2 n=1 inside=0.357 blend=0.357 LLR=-0.569 κ=0.82 no_blend
Raw metadata
{
  "trf": 0.8320316957502114,
  "kappa": 0.8214,
  "base_rate": null,
  "predictor": "Dave Blundin",
  "total_llr": -0.6931471805599453,
  "grace_days": 7,
  "bayesian_v2": true,
  "prior_logit": -0.01913257734403183,
  "bayes_factor": "1.8:1 against",
  "blend_reason": "no reference_class linked",
  "inside_prior": 0.4952170015666818,
  "kappa_source": "predictor_table",
  "n_milestones": 1,
  "blend_applied": false,
  "contributions": [
    {
      "llr": -0.6931471805599453,
      "kind": "prereq",
      "kappa": 0.8214,
      "label": "Nvidia agreed to remit 15% of China chip-sale revenue directly to US government in exchange for reversing specific AI chip export bans.",
      "weight": 0.5,
      "strength": "moderate",
      "confidence": null,
      "source_url": null,
      "adjusted_llr": -0.5693510941119391,
      "expected_date": "2026-06-25",
      "measurement_criterion": null
    }
  ],
  "evidence_kind": "metadata_milestone_miss_sweep",
  "inside_source": "history_v2",
  "inside_weight": 0.41757781297485197,
  "outside_weight": 0.582422187025148,
  "posterior_prob": 0.3569828460671014,
  "posterior_logit": -0.5884836714559709,
  "predictor_brier": 0.0491,
  "inside_posterior": 0.3569828460671014,
  "blended_posterior": 0.3569828460671014,
  "reference_class_id": null,
  "total_adjusted_llr": -0.5693510941119391,
  "predictor_n_resolved": 9
}
LBP2026-05-10T02:00:02Z49.5%-1.2pp
Network propagation: 50.7% → 49.5%
6-iter LBP, residual 0.00584 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e5c18d29
LBP2026-05-03T02:00:01Z50.7%-2.2pp
Network propagation: 52.9% → 50.7%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
LBP2026-04-30T16:39:51Z52.9%-2.9pp
Network propagation: 55.8% → 52.9%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
LBP2026-04-30T02:18:57Z55.8%-4.2pp
Network propagation: 60.0% → 55.8%
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
killerTK03
AI Regulatory Moratorium (EU/US Capability Freeze)
10.0%0.0500.600+0.188
killerTK02
AI Compute Supply Shock (TSMC/Taiwan Disruption)
12.0%0.0500.600+0.177
prereqSEM_014
Nvidia's Arizona-based TSMC factory successfully fabricated Jensen Huang
86.1%0.6000.050+0.162
killerTK01
AGI Capability Plateau (2026-27 Training Stall)
15.0%0.0500.600+0.161
prereqSEM_011
Nvidia became the world's first $5 trillion company (late 20Jensen Huang
85.5%0.6000.050+0.160

Top outgoing (children)

Predictions THIS node influences

KindNodeTheir probP(c|s=T)P(c|s=F)Δ implied
prereq246_017
Europa Clipper will arrive at Jupiter in 2030, conducting 50Peter Diamandis
37.7%0.6500.050-0.078
prereq247_035
Dario Amodei will solve most/all neurological diseases by enDario Amodei
38.8%0.7000.050-0.068
prereq246_016
Dragonfly nuclear-powered octicopter arrives at Titan in 203Peter Diamandis
35.6%0.6500.050-0.057
prereq230_020
Peter's 14-year-old son Milan will never get a driver's licePeter Diamandis
34.7%0.6500.050-0.047
prereq240_036
TEPCO's restarted reactor will support 20% of Japan's electrPeter Diamandis
34.3%0.6500.050-0.043

Ticker exposure

37 ticker(s) linked

Beneficiaries (24)

MUWULFIRENEQIXALABAPLDASMIYASMLPLABNVDANBISCRWVAAPLAMTAMZNDELLGOOGLIRMLNVGYMETAMSFTORCLSFTBYSTX

Adverse (6)

ACNGENCHGGIBMWNSLRN

Prerequisites (13)

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_012Nvidia quadrupled chip production output while only doubling human headcount — achieved by deploying AI coding tools (Cursor, Claude Code) across engineering.AI/Manufacturing
prereqSEM_015Nvidia agreed to remit 15% of China chip-sale revenue directly to US government in exchange for reversing specific AI chip export bans.Policy/Semis
correlateS_RECESSION_2028NBER recession declared 2028macro_recession
correlateS_RECESSION_2027NBER recession declared 2027macro_recession
correlateS_RECESSION_2026NBER recession declared 2026macro_recession
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
prereq247_035Dario Amodei will solve most/all neurological diseases by end of decadeBiotech/Longevity
prereq230_020Peter's 14-year-old son Milan will never get a driver's license.Auto/Transport
prereq246_017Europa Clipper will arrive at Jupiter in 2030, conducting 50 passes near Europa.Space
prereq246_016Dragonfly nuclear-powered octicopter arrives at Titan in 2034.Space
prereq240_036TEPCO's restarted reactor will support 20% of Japan's electric needs by 2040Energy

Expected milestones (1)

From Sheet 17 Monitoring Triggers
Expected byDescriptionStatus
2028-12-31[Capital Markets 2028-12] -year window if nothing is done quickly [238_061] Massive social unrest / trough in 2026-2027, rebound in 2028 [238_051] Anthropic ARR updates quarterly; potential Oct 2026 IPOpending

Linked documents (10)

Auto-generated by cosine similarity from Polymarket / Manifold / EDGAR / GDELT
SimSourceTitleMarket probPolarityReviewedPublished
0.701manifold☀️What will happen in June 2026? [ADD RESPONSES]mentionspending2026-05-01
0.698manifold🌭What will happen in July 2026? [ADD RESPONSES]mentionspending2026-06-01
0.696manifold🏖️What will happen in August 2026? [ADD RESPONSES]mentionspending2026-06-30
0.681manifoldHow Many "CRAZY" Months Will We Get in 2026?mentionspending2026-06-28
0.658manifoldWill there be a physical protest at Discord headquarters before 2028?38%mentionspending2026-05-24
0.653manifoldWill Truth Social be bought before 2029?28%mentionspending2026-06-19
0.647manifoldNew pandemic in 2026? [Polymarket]10%mentionspending2026-05-09
0.647manifoldWill the Shiller P/E Ratio hit a new all-time high before Jan 1, 2030?69%mentionspending2026-05-14
0.646manifoldWill there be a new war by the 1 of July 2026?22%mentionspending2026-06-21
0.643polymarketWill Donald Trump post 60-79 Truth Social posts from April 28 to May 5, 2026?0%mentionspending2026-04-25

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "url": "https://www.youtube.com/watch?v=d__HRChE2ZE",
  "mode": "FORECAST",
  "role": "Host",
  "caveats": "rebound conditional",
  "context": "we had a half a day of really interesting talks that the subtext is massive job loss... oh it's clearly a massive trough massive social unrest and then a rebound in 2028. And that actually was interesting to hear Eric backstage come up with basically the same timeline. But it's it's almost like the industrial revolution all over again, but instead of over 20, 30, 40 years, it's over two, three, four years.",
  "to_year": 2028,
  "verbatim": "oh it's clearly a massive trough massive social unrest and then a rebound in 2028. And that actually was interesting to hear Eric backstage come up with basically the same timeline.",
  "conv_cues": "clearly; same timeline",
  "direction": "MIXED",
  "from_year": 2026,
  "timeframe": "2026-2028",
  "conv_level": "HIGH",
  "milestones": [
    {
      "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": -12,
      "source_id": "SEM_011",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29",
      "hit_emitted_at": "2026-06-08T13:04:02.341521+00:00"
    },
    {
      "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": -11,
      "source_id": "SEM_027",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29",
      "hit_emitted_at": "2026-06-08T13:04:02.341521+00:00"
    },
    {
      "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": -10,
      "source_id": "SEM_014",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29",
      "hit_emitted_at": "2026-06-08T13:04:02.341521+00:00"
    },
    {
      "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": -9,
      "source_id": "SEM_012",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29",
      "hit_emitted_at": "2026-06-08T13:04:02.341521+00:00"
    },
    {
      "kind": "llm_pre_event",
      "label": "Bankrate economist survey median 2026 unemployment forecast ≥4.5%",
      "notes": "HIT — 79% of surveyed economists expect unemployment to rise; consensus 4.5% Dec 2026",
      "source": "https://www.bankrate.com/banking/federal-reserve/economic-indicator-survey/",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -8,
      "source_id": null,
      "confidence": 0.95,
      "source_url": "https://www.bankrate.com/banking/federal-reserve/economic-indicator-survey/",
      "expected_date": "2026-04-30",
      "observed_date": "2026-04-30",
      "hit_emitted_at": "2026-06-08T13:04:02.341521+00:00",
      "research_origin": "deep_research",
      "measurement_criterion": "Bankrate / WSJ economist survey median forecast for Dec 2026 unemployment rate ≥4.5%"
    },
    {
      "kind": "llm_pre_event",
      "label": "AI-driven monthly job loss tracker crosses 16K/mo threshold",
      "source": "https://fortune.com/2026/04/06/ai-tech-displacement-effect-gen-z-16000-jobs-per-month/",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -7,
      "source_id": null,
      "confidence": 0.95,
      "source_url": "https://fortune.com/2026/04/06/ai-tech-displacement-effect-gen-z-16000-jobs-per-month/",
      "expected_date": "2026-04-30",
      "observed_date": "2026-04-06",
      "hit_emitted_at": "20
... (truncated)