A motivational learning bundle with video game designers will be released in 2026.
Predictor: Joe Liemandt · ep#233 "This $40M AI Company Is Using AI Tutors to Teach 2 Hours/Day | #233" · source
Prediction text
A motivational learning bundle with video game designers will be released in 2026. | So we have some of the world's best video game designers that that's going to be released in 2026. We work with some of these biggest influencers, right? and packaging all this up where... it's a bundle >> motivation plus the learning
Verbatim quote
So we have some of the world's best video game designers that that's going to be released in 2026. We work with some of these biggest influencers, right? and packaging all this up where... it's a bundle >> motivation plus the learning
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
- 2026-01-01 → 2026-05-31overdueInfluencer-packaged motivational learning bundle announcedHow: Alpha School / Trilogy / 2 Hour Learning publicly announces a bundled product combining motivation, top-tier influencer content, and AI-tutor academicsSource: Alpha School blog, https://alpha.school/blog/conf 50%
- 2026-01-01 → 2026-08-31overdueTimeback platform launches as Alpha's commercial education engineHow: Timeback platform / EducationOS publicly launches with announced AAA-game integrationSource: https://alpha.school/the-future-of-education-joe-liemandts-vision-for-alpha-school/conf 70%Notes: Timeback explicitly framed as 2026 launch; AAA game referenced as bundled.
- 2026-04-01 → 2026-09-30pendingPublic press coverage names specific game-designer collaboratorsHow: Mainstream tech/education press article names specific game designers (e.g., from Riot, Activision, Roblox, indie marquee) joined with Alpha/TrilogySource: Tech press (TechCrunch, The 74, EdSurge)conf 35%
- 2026-03-01 → 2026-12-31pendingGame-based learning module ships with named designer creditHow: Alpha School / 2HL ships a learning game with publicly named AAA-tier game designer attributionSource: Alpha School / Joe Liemandt podcast statements, https://alpha.school/joe-liemandt-and-the-future-of-education/conf 45%
- 2026-06-01 → 2027-06-30pendingBundle uptake measured: enrollment in non-Alpha-school Timeback pilotsHow: >=10,000 students using Timeback / motivational bundle outside Alpha brick-and-mortar campusesSource: Alpha School corporate communications, K-12 ed-tech market reportsconf 30%
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Evidence chain
Raw metadata
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}Raw metadata
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}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 | TK03 AI Regulatory Moratorium (EU/US Capability Freeze) | 10.0% | 0.050 | 0.450 | +0.055 |
| killer | TK01 AGI Capability Plateau (2026-27 Training Stall) | 15.0% | 0.050 | 0.450 | +0.035 |
| killer | TK14 Superbubble Pop (S&P 500 -40%, Moonshot Capital Evaporates) | 20.0% | 0.050 | 0.450 | +0.015 |
| prereq | SEM_042 2025 will be the definitive year that agentic systems finall — Kevin Weil | 73.8% | 0.450 | 0.050 | -0.014 |
| prereq | SEM_012 Nvidia quadrupled chip production output while only doubling — Jensen Huang | 75.0% | 0.450 | 0.050 | -0.008 |
Top outgoing (children)
Predictions THIS node influences
| Kind | Node | Their prob | P(c|s=T) | P(c|s=F) | Δ implied |
|---|---|---|---|---|---|
| prereq | 231_013 Math is cooked (will be solved), physics cooked, biology cha — Alex Wissner-Gross | 35.4% | 0.620 | 0.050 | -0.096 |
| prereq | 241_043 ASI will arrive within 2 years to 5 years to this next decad — Peter Diamandis | 35.9% | 0.650 | 0.050 | -0.090 |
| prereq | 235_030 Ray Kurzweil predicts Longevity Escape Velocity (LEV) by 203 — Ray Kurzweil | 39.2% | 0.750 | 0.050 | -0.087 |
| prereq | CMQ_002 By 2028, AI systems will reach 'independent researcher' leve — Sam Altman | 31.4% | 0.550 | 0.050 | -0.082 |
| prereq | 232_055 We're exiting the industrial age permanently as recursive se — Peter Diamandis | 35.5% | 0.700 | 0.050 | -0.068 |
Ticker exposure
Beneficiaries (23)
Adverse (6)
Prerequisites (7)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| prereq | 238_009 | Recursive self-improvement is already happening now (no longer three years out) | AI | — |
| prereq | SEM_008 | Training runs costing $10 billion for a single model will commence sometime in 2025. | AI | — |
| prereq | SEM_042 | 2025 will be the definitive year that agentic systems finally hit the mainstream. | AI/Agents | — |
| 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 | — |
| killer | TK14 | Superbubble Pop (S&P 500 -40%, Moonshot Capital Evaporates) | — | — |
| killer | TK01 | AGI Capability Plateau (2026-27 Training Stall) | — | — |
| killer | TK03 | AI Regulatory Moratorium (EU/US Capability Freeze) | — | — |
Dependents (5)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| prereq | 235_030 | Ray Kurzweil predicts Longevity Escape Velocity (LEV) by 2033. | Biotech/Longevity | — |
| prereq | 232_055 | We're exiting the industrial age permanently as recursive self-improvement unfolds. | AI | — |
| prereq | 241_043 | ASI will arrive within 2 years to 5 years to this next decade | AI | — |
| prereq | 231_013 | Math is cooked (will be solved), physics cooked, biology char broiled. | AI | — |
| prereq | CMQ_002 | By 2028, AI systems will reach 'independent researcher' level — driving autonomous scientific discoveries without human intervention. | AI | — |
Linked documents (10)
Raw metadata
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"url": "https://www.youtube.com/watch?v=X94eBT-VZnc",
"mode": "PREDICTION",
"role": "Guest-CEO",
"context": "how do we package up both a motivational component with the learning component. So we have some of the world's best video game designers that that's going to be released in 2026. We work with some of these biggest influencers, right? and packaging all this up where it's a bundle >> motivation plus the learning and that >> is hard.",
"to_year": 2026,
"verbatim": "So we have some of the world's best video game designers that that's going to be released in 2026. We work with some of these biggest influencers, right? and packaging all this up where... it's a bundle >> motivation plus the learning",
"conv_cues": "that's going to be released in 2026",
"direction": "HAPPEN",
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... (truncated)