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
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
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
Alpha Schools expanding (Texas Sports Academy, wilderness school, monastery school variants).
Predictor: Joe Liemandt
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
This node isn't linked to a reference class. The Bayesian update applies without outside-view blending.
Probability over time
Milestone chain
- 2025-09-01hitTexas Sports Academy already operating as Alpha-derivative modelHow: Public reporting confirms Texas Sports Academy operational as a Timeback-platform school distinct from Alpha flagshipSource: 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.
- 2025-10-19hitLiemandt publicly commits Timeback as productized platform for entrepreneursHow: Liemandt publicly announces Timeback will be available to homeschoolers, entrepreneurs, and public schoolsSource: https://frankhecker.com/2025/10/19/more-joe-liemandt-on-alpha-school/conf 90%
- 2026-01-01 → 2026-06-30overdueAlpha launches >=2 new non-flagship schools by mid-2026How: Alpha/Timeback publicly opens >=2 distinct schools (beyond original Alpha flagship + Texas Sports Academy) using Timeback platformSource: Alpha.school site, press releasesconf 65%Notes: Liemandt mentioned wilderness school + monastery school as concept models.
- 2026-02-01 → 2026-09-30pendingFirst independent (non-Alpha-owned) school launches on Timeback platformHow: Press release confirms a school NOT owned/operated by Alpha-Trilogy uses Timeback as core academic platformSource: Industry press, EdSurge, Timeback announcementsconf 45%Notes: Critical for thesis — proof of platform-effect rather than just brand expansion.
- 2026-03-01 → 2026-09-30pendingTimeback platform commercially available to homeschoolers by 2026How: Timeback offers paid SaaS subscription to individual families (not just full schools)Source: Alpha/Timeback product announcementsconf 40%
What if this resolves?
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
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
}Network propagation neighbors
Top incoming (parents)
Edges that influence THIS node's belief
| Kind | Node | Their prob | P(c|s=T) | P(c|s=F) | Δ implied |
|---|---|---|---|---|---|
| killer | TK09 Energy Grid Cap (Data Center Power Wall) | 35.0% | 0.050 | 0.650 | -0.096 |
| prereq | SEM_015 Nvidia agreed to remit 15% of China chip-sale revenue direct — Jensen Huang | 66.3% | 0.650 | 0.050 | -0.083 |
| prereq | SEM_027 Nvidia Data Center revenue +66% YoY, contributing ~90% of $5 — Joseph Moore | 68.3% | 0.650 | 0.050 | -0.082 |
| killer | TK05 Rate Regime Persistence (10y > 5% through 2028) | 30.0% | 0.050 | 0.650 | -0.066 |
| killer | TK03 AI Regulatory Moratorium (EU/US Capability Freeze) | 10.0% | 0.050 | 0.650 | +0.054 |
Top outgoing (children)
Predictions THIS node influences
| Kind | Node | Their prob | P(c|s=T) | P(c|s=F) | Δ implied |
|---|---|---|---|---|---|
| prereq | 232_055 We're exiting the industrial age permanently as recursive se — Peter Diamandis | 35.5% | 0.700 | 0.050 | +0.039 |
| prereq | 244_019 Peter's son won't need a driver's license in 2 years — Peter Diamandis | 48.4% | 0.920 | 0.050 | +0.025 |
| prereq | 230_020 Peter's 14-year-old son Milan will never get a driver's lice — Peter Diamandis | 34.7% | 0.650 | 0.050 | +0.020 |
| prereq | 242_031 Most large companies' business models will be disrupted in 2 — Peter Diamandis | 36.1% | 0.650 | 0.050 | +0.006 |
| prereq | 247_023 AI will be able to do everything a white collar worker does — Dave Blundin | 40.8% | 0.720 | 0.050 | -0.004 |
Ticker exposure
Beneficiaries (24)
Adverse (6)
Prerequisites (10)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| prereq | SEM_011 | Nvidia became the world's first $5 trillion company (late 2025), operating a near-monopoly on advanced AI chips. | Capital Markets | — |
| prereq | SEM_027 | Nvidia Data Center revenue +66% YoY, contributing ~90% of $57B fiscal Q3 revenue; >$4.5T market cap entirely underpinned by AI silicon. | Capital Markets | — |
| prereq | SEM_014 | Nvidia's Arizona-based TSMC factory successfully fabricated cutting-edge semiconductors on US soil for first time in decades (October 2025). | Manufacturing | — |
| prereq | SEM_012 | Nvidia quadrupled chip production output while only doubling human headcount — achieved by deploying AI coding tools (Cursor, Claude Code) across engineering. | AI/Manufacturing | — |
| prereq | SEM_015 | Nvidia agreed to remit 15% of China chip-sale revenue directly to US government in exchange for reversing specific AI chip export bans. | Policy/Semis | — |
| killer | TK09 | Energy Grid Cap (Data Center Power Wall) | — | — |
| killer | TK05 | Rate Regime Persistence (10y > 5% through 2028) | — | — |
| killer | TK01 | AGI Capability Plateau (2026-27 Training Stall) | — | — |
| killer | TK02 | AI Compute Supply Shock (TSMC/Taiwan Disruption) | — | — |
| killer | TK03 | AI Regulatory Moratorium (EU/US Capability Freeze) | — | — |
Dependents (5)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| prereq | 244_019 | Peter's son won't need a driver's license in 2 years | Auto/Transport | — |
| prereq | 247_023 | AI will be able to do everything a white collar worker does imminently | AI | — |
| prereq | 232_055 | We're exiting the industrial age permanently as recursive self-improvement unfolds. | AI | — |
| prereq | 242_031 | Most large companies' business models will be disrupted in 2-5 years | Markets/Stocks | — |
| prereq | 230_020 | Peter's 14-year-old son Milan will never get a driver's license. | Auto/Transport | — |
Linked documents (7)
| Sim | Source | Title | Market prob | Polarity | Reviewed | Published |
|---|---|---|---|---|---|---|
| 0.592 | manifold | Will I get into any MATS tracks in the Autumn 2026 cohort? | 21% | mentions | pending | 2026-06-03 |
| 0.577 | manifold | LessOnline 2027 will use brand new event software | 60% | mentions | pending | 2026-05-28 |
| 0.560 | manifold | Will Hampshire College be open in 2028? | 19% | mentions | pending | 2026-05-11 |
| 0.559 | manifold | When will Principal's Day at Phillips Exeter Academy be in 2026? (Cash prize) | — | mentions | pending | 2026-04-26 |
| 0.551 | manifold | 2026 Undefeated NCAA Football Teams | — | mentions | pending | 2026-06-06 |
| 0.535 | polymarket | Arizona Diamondbacks vs. Texas Rangers | 52% | mentions | pending | 2026-05-07 |
| 0.533 | polymarket | Arizona Diamondbacks vs. Texas Rangers | 50% | mentions | pending | 2026-05-05 |
Raw metadata
{
"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,
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"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",
"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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"source": "https://frankhecker.com/2025/10/19/more-joe-liemandt-on-alpha-school/",
"status": "hit",
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"expected_date": "2025-10-19",
"observed_date": "2025-10-19",
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},
{
"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"
},
"measurement_criterion": "Alpha/Timeback publicly opens >=2 distinct schools (beyond original Alpha flagship + Texas Sports Academy) using Timeback platform"
},
{
"kind": "prereq",
"label": "Nvidia became the world's first $5 trillion company (late 2025), operating a near-monopoly on advanced AI chips.",
"status": "hit"
... (truncated)