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233_007predictionEducationAI-scaling

In 2026, Alpha will launch new schools beyond the flagship model based on the Timeback platform.

Predictor: Joe Liemandt · ep#233 "This $40M AI Company Is Using AI Tutors to Teach 2 Hours/Day | #233" · source

Prior probability
65.0%
Current probability
41.2%
evolves via intake + LBP
Conviction
5/5
Signal quality
C
Resolution
in_progress
Window
2026-01-01 – 2026-09-30
Edges in / out
10 / 5
Tickers exposed
37

Prediction text

In 2026, Alpha will launch new schools beyond the flagship model based on the Timeback platform. | We're building a whole set of other schools based on it which will be different model. So we've launched Texas Sports Academy... We have a wilderness school right? So you can we have a monastery school. So you can imagine all these different models that as soon as you have this magic of two-hour learning you can start to say what should we do in the afternoon? And so next year in 2026, you're going to see all these other models beyond just alpha that roll out based on this time back software.

Verbatim quote

From episode "This $40M AI Company Is Using AI Tutors to Teach 2 Hours/Day | #233"
We're building a whole set of other schools based on it which will be different model. So we've launched Texas Sports Academy... We have a wilderness school right? So you can we have a monastery school. So you can imagine all these different models that as soon as you have this magic of two-hour learning you can start to say what should we do in the afternoon? And so next year in 2026, you're going to see all these other models beyond just alpha that roll out based on this time back software.

Resolution evidence

Status: in_progress

Alpha Schools expanding (Texas Sports Academy, wilderness school, monastery school variants).

Predictor: Joe Liemandt

κ + Brier as of 2026-07-04
κ (discount)
0.565
Brier
0.1545
Hits / Misses
2 / 0
of 2 resolved
Hit rate
100.0%
Calibration plot (stated vs observed)

Evidence about this node from Joe Liemandt 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 65%2026-04-302026-05-022026-07-03
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 41.2%

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 ✓ · 3 overdue ⏱ · 1 pending
  1. 2025-09-01hitTexas Sports Academy already operating as Alpha-derivative model
    How: Public reporting confirms Texas Sports Academy operational as a Timeback-platform school distinct from Alpha flagship
    Source: https://alpha.school/the-future-of-education-joe-liemandts-vision-for-alpha-school/conf 95%
    Notes: HIT — Texas Sports Academy already operating per Alpha public materials; first non-flagship variant.
  2. 2025-10-19hitLiemandt publicly commits Timeback as productized platform for entrepreneurs
    How: Liemandt publicly announces Timeback will be available to homeschoolers, entrepreneurs, and public schools
    Source: https://frankhecker.com/2025/10/19/more-joe-liemandt-on-alpha-school/conf 90%
  3. 2026-01-01 → 2026-06-30overdueAlpha launches >=2 new non-flagship schools by mid-2026
    How: Alpha/Timeback publicly opens >=2 distinct schools (beyond original Alpha flagship + Texas Sports Academy) using Timeback platform
    Source: Alpha.school site, press releasesconf 65%
    Notes: Liemandt mentioned wilderness school + monastery school as concept models.
  4. 2026-02-01 → 2026-09-30overdueFirst independent (non-Alpha-owned) school launches on Timeback platform
    How: Press release confirms a school NOT owned/operated by Alpha-Trilogy uses Timeback as core academic platform
    Source: Industry press, EdSurge, Timeback announcementsconf 45%
    Notes: Critical for thesis — proof of platform-effect rather than just brand expansion.
  5. 2026-03-01 → 2026-09-30pendingTimeback platform commercially available to homeschoolers by 2026
    How: Timeback offers paid SaaS subscription to individual families (not just full schools)
    Source: Alpha/Timeback product announcementsconf 40%

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: 41%)

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_sweep2026-07-03T22:12:25Z41.2%-9.7pp
metadata_milestone_miss_sweep bayesian_v2 n=1 inside=0.412 blend=0.412 LLR=-0.392 κ=0.57 no_blend
Raw metadata
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  "total_llr": -0.6931471805599453,
  "grace_days": 7,
  "bayesian_v2": true,
  "prior_logit": 0.037696798794287466,
  "bayes_factor": "1.5:1 against",
  "blend_reason": "no reference_class linked",
  "inside_prior": 0.5094230838366278,
  "kappa_source": "predictor_table",
  "n_milestones": 1,
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  "contributions": [
    {
      "llr": -0.6931471805599453,
      "kind": "prereq",
      "kappa": 0.5651,
      "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": -0.3916974717344251,
      "expected_date": "2026-06-25",
      "measurement_criterion": null
    }
  ],
  "evidence_kind": "metadata_milestone_miss_sweep",
  "inside_source": "history_v2",
  "inside_weight": 0.7733371514980255,
  "outside_weight": 0.2266628485019745,
  "posterior_prob": 0.41241260567864974,
  "posterior_logit": -0.35400067294013765,
  "predictor_brier": 0.15445,
  "inside_posterior": 0.41241260567864974,
  "blended_posterior": 0.41241260567864974,
  "reference_class_id": null,
  "total_adjusted_llr": -0.3916974717344251,
  "predictor_n_resolved": 2
}
metadata_milestone_miss_sweep2026-06-09T22:16:28Z50.9%-2.7pp
metadata_milestone_miss_sweep bayesian_v2 n=1 inside=0.509 blend=0.509 LLR=-0.106 κ=0.58 no_blend
Raw metadata
{
  "trf": 0.4120290193067896,
  "kappa": 0.5833,
  "base_rate": null,
  "predictor": "Joe Liemandt",
  "total_llr": -0.4054651081081644,
  "grace_days": 7,
  "bayesian_v2": true,
  "prior_logit": 0.14412530769605905,
  "bayes_factor": "1.1:1 against",
  "blend_reason": "no reference_class linked",
  "inside_prior": 0.5359690856688696,
  "kappa_source": "predictor_table",
  "n_milestones": 1,
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  "contributions": [
    {
      "llr": -0.4054651081081644,
      "kind": "llm_pre_event",
      "kappa": 0.262485,
      "label": "First independent (non-Alpha-owned) school launches on Timeback platform",
      "weight": 0.4,
      "strength": "weak",
      "confidence": 0.45,
      "source_url": null,
      "adjusted_llr": -0.10642850890177154,
      "expected_date": "2026-06-01",
      "measurement_criterion": "Press release confirms a school NOT owned/operated by Alpha-Trilogy uses Timeback as core academic platform"
    }
  ],
  "evidence_kind": "metadata_milestone_miss_sweep",
  "inside_source": "history_v2",
  "inside_weight": 0.7115796864852473,
  "outside_weight": 0.2884203135147527,
  "posterior_prob": 0.5094230838366278,
  "posterior_logit": 0.037696798794287514,
  "predictor_brier": 0.0064,
  "inside_posterior": 0.5094230838366278,
  "blended_posterior": 0.5094230838366278,
  "reference_class_id": null,
  "total_adjusted_llr": -0.10642850890177154,
  "predictor_n_resolved": 1
}
metadata_milestone_miss_sweep2026-05-02T22:07:21Z53.6%-3.8pp
metadata_milestone_miss_sweep bayesian_v2 n=1 inside=0.536 blend=0.536 LLR=-0.154 κ=0.58 no_blend
Raw metadata
{
  "trf": 0.5517581791161151,
  "kappa": 0.5833,
  "base_rate": null,
  "predictor": "Joe Liemandt",
  "total_llr": -0.4054651081081644,
  "grace_days": 7,
  "bayesian_v2": true,
  "prior_logit": 0.2978553761097291,
  "bayes_factor": "1.2:1 against",
  "blend_reason": "no reference_class linked",
  "inside_prior": 0.5739181621633598,
  "kappa_source": "predictor_table",
  "n_milestones": 1,
  "blend_applied": false,
  "contributions": [
    {
      "llr": -0.4054651081081644,
      "kind": "llm_pre_event",
      "kappa": 0.37914500000000007,
      "label": "Alpha launches >=2 new non-flagship schools by mid-2026",
      "weight": 0.4,
      "strength": "weak",
      "confidence": 0.65,
      "source_url": "https://alpha.school/no-priors-reinventing-k-12-education-using-ai-with-alpha-school-principal-joe-liemandt/",
      "adjusted_llr": -0.15373006841367,
      "expected_date": "2026-04-01",
      "measurement_criterion": "Alpha/Timeback publicly opens >=2 distinct schools (beyond original Alpha flagship + Texas Sports Academy) using Timeback platform"
    }
  ],
  "evidence_kind": "metadata_milestone_miss_sweep",
  "inside_source": "history_v2",
  "inside_weight": 0.6137692746187193,
  "outside_weight": 0.38623072538128067,
  "posterior_prob": 0.5359690856688696,
  "posterior_logit": 0.1441253076960591,
  "predictor_brier": 0.0064,
  "inside_posterior": 0.5359690856688696,
  "blended_posterior": 0.5359690856688696,
  "reference_class_id": null,
  "total_adjusted_llr": -0.15373006841367,
  "predictor_n_resolved": 1
}
LBP2026-04-30T16:39:51Z57.4%-3.1pp
Network propagation: 60.5% → 57.4%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
LBP2026-04-30T02:18:57Z60.5%-4.5pp
Network propagation: 65.0% → 60.5%
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
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10.0%0.0500.650+0.178
killerTK02
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12.0%0.0500.650+0.166
prereqSEM_014
Nvidia's Arizona-based TSMC factory successfully fabricated Jensen Huang
86.1%0.6500.050+0.149
killerTK01
AGI Capability Plateau (2026-27 Training Stall)
15.0%0.0500.650+0.148
prereqSEM_011
Nvidia became the world's first $5 trillion company (late 20Jensen Huang
85.5%0.6500.050+0.147

Top outgoing (children)

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prereq232_055
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34.7%0.6500.050-0.018

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_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
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
prereq247_023AI will be able to do everything a white collar worker does imminentlyAI
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

Linked documents (10)

Auto-generated by cosine similarity from Polymarket / Manifold / EDGAR / GDELT

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "url": "https://www.youtube.com/watch?v=X94eBT-VZnc",
  "mode": "PREDICTION",
  "role": "Guest-CEO",
  "context": "We've launched gifted talented school which is for the kids who love academics... Um and so you have different ones. We have a wilderness school right? So you can we have a monastery school. So you can imagine all these different models that as soon as you have this magic of two-hour learning you can start to say what should we do in the afternoon? And so next year in 2026, you're going to see all these other models beyond just alpha that roll out based on this time back software.",
  "to_year": 2026,
  "verbatim": "We're building a whole set of other schools based on it which will be different model. So we've launched Texas Sports Academy... We have a wilderness school right? So you can we have a monastery school. So you can imagine all these different models that as soon as you have this magic of two-hour learning you can start to say what should we do in the afternoon? And so next year in 2026, you're going to see all these other models beyond just alpha that roll out based on this time back software.",
  "conv_cues": "you're going to see; roll out",
  "direction": "HAPPEN",
  "from_year": 2026,
  "timeframe": "2026",
  "conv_level": "HIGH",
  "milestones": [
    {
      "kind": "llm_pre_event",
      "label": "Texas Sports Academy already operating as Alpha-derivative model",
      "notes": "HIT — Texas Sports Academy already operating per Alpha public materials; first non-flagship variant.",
      "source": "https://alpha.school/the-future-of-education-joe-liemandts-vision-for-alpha-school/",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -10,
      "source_id": null,
      "confidence": 0.95,
      "source_url": "https://alpha.school/the-future-of-education-joe-liemandts-vision-for-alpha-school/",
      "expected_date": "2025-09-01",
      "observed_date": "2025-09-01",
      "hit_emitted_at": "2026-06-08T13:04:02.341521+00:00",
      "research_origin": "deep_research",
      "measurement_criterion": "Public reporting confirms Texas Sports Academy operational as a Timeback-platform school distinct from Alpha flagship"
    },
    {
      "kind": "llm_pre_event",
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      "status": "hit",
      "weight": 0.4,
      "ordinal": -9,
      "source_id": null,
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      "source_url": "https://frankhecker.com/2025/10/19/more-joe-liemandt-on-alpha-school/",
      "expected_date": "2025-10-19",
      "observed_date": "2025-10-19",
      "hit_emitted_at": "2026-06-08T13:04:02.341521+00:00",
      "research_origin": "deep_research",
      "measurement_criterion": "Liemandt publicly announces Timeback will be available to homeschoolers, entrepreneurs, and public schools"
    },
    {
      "kind": "llm_pre_event",
      "label": "Alpha launches >=2 new non-flagship schools by mid-2026",
      "notes": "Liemandt mentioned wilderness school + monastery school as concept models.",
      "source": "Alpha.school site, press releases",
      "status": "overdue",
      "weight": 0.4,
      "ordinal": -8,
      "source_id": null,
      "confidence": 0.65,
      "source_url": "https://alpha.school/no-priors-reinventing-k-12-education-using-ai-with-alpha-school-principal-joe-liemandt/",
      "expected_date": "2026-04-01",
      "miss_emitted_at": "2026-05-02T22:07:21.384228+00:00",
      "miss_emitted_by": "metadata_milestone_sweep",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2026-06-30",
        "from": "2026-01-01"
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      "measurement_criterion": "Alpha/Timeback publicly opens >=2 distinct schools (beyond original Alpha flagship + Texas Sports Academy) using Timeback platform"
    },
    {
      "kind": "prereq",
      "label": "Nvidia became th
... (truncated)