Thousands of Medev-like one-person unicorns will be created, following power law.
Predictor: Alex Wissner-Gross · ep#246 "SpaceX Goes Public, Claude's Mythos Release, and the US Data Center Delay | EP #246" · source
Prediction text
Thousands of Medev-like one-person unicorns will be created, following power law. | they'll f follow some sort of power law distribution so if there are indeed thousands of companies to be built like Medv they're going to millions of smaller businesses.
Verbatim quote
they'll f follow some sort of power law distribution so if there are indeed thousands of companies to be built like Medv they're going to millions of smaller businesses.
Predictor: Alex Wissner-Gross
Calibration plot (stated vs observed)
Evidence about this node from Alex Wissner-Gross 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
- 2026-04-01hitMedvi proves micro-team unicorn template ($401M Y1 revenue, $1.8B run-rate, ~2 FTE)How: First named example of micro-team company with unicorn-class economics — anchor for power-law thesisSource: deep_research_enrichedconf 90%
- 2026-10-23pendingQ1 window check-in (25%)
- 2026-09-01 → 2027-09-30pendingCohort accumulation — at least 10 named micro-team (<=5 FTE) companies cross $50M ARRHow: Independent press / pitchdeck disclosure documents at least 10 distinct sub-5-FTE companies with >=$50M ARR; consistent with power-law tail beginning to populateSource: deep_research_enrichedconf 55%
- 2027-04-18pendingQ2 window check-in (50%)
- 2027-10-11pendingQ3 window check-in (75%)
- 2027-06-01 → 2028-12-31pendingCohort scaling — 100+ named micro-team companies cross $10M ARR (millions-of-small-businesses signal)How: Public datasets (Stripe Atlas / SaaStr / pitchdeck reports) show >=100 micro-team companies at >=$10M ARR; YC / Sequoia portfolio mix tilts toward solo-foundersSource: deep_research_enrichedconf 45%
- 2027-09-01 → 2029-03-31pendingPower-law tail formalized — at least 1 micro-team company crosses $10B valuation, multiple at $1BHow: Mainstream venture press confirms cohort with >=1 sub-5-FTE company at $10B post-money and >=5 at $1B+; Pareto distribution evidentSource: deep_research_enrichedconf 30%
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
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 |
|---|---|---|---|---|---|
| prereq | S_AGI_MID_2029 AGI mid: Kurzweil 2029 path | 35.0% | 0.450 | 0.050 | -0.161 |
| killer | TK03 AI Regulatory Moratorium (EU/US Capability Freeze) | 10.0% | 0.050 | 0.450 | +0.059 |
| killer | TK01 AGI Capability Plateau (2026-27 Training Stall) | 15.0% | 0.050 | 0.450 | +0.039 |
| killer | TK14 Superbubble Pop (S&P 500 -40%, Moonshot Capital Evaporates) | 20.0% | 0.050 | 0.450 | +0.019 |
Top outgoing (children)
Predictions THIS node influences
No outgoing edges.
Ticker exposure
Beneficiaries (23)
Adverse (6)
Prerequisites (4)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| prereq | S_AGI_MID_2029 | AGI mid: Kurzweil 2029 path | agi_general_capability | — |
| 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 (0)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| No dependents | ||||
Linked documents (8)
| Sim | Source | Title | Market prob | Polarity | Reviewed | Published |
|---|---|---|---|---|---|---|
| 0.595 | arxiv | Magic Relations and Critical Varieties of Feynman Integrals | — | mentions | pending | 2026-05-28 |
| 0.569 | arxiv | Non-abelian field cohomology, its relation with spontaneous symmetry breaking and Morse's Theorem | — | mentions | pending | 2026-05-07 |
| 0.551 | arxiv | Double twist knots and lattice paths | — | mentions | pending | 2026-05-04 |
| 0.550 | arxiv | Causal self-dual nonlinear electrodynamics from the Born-Infeld theory | — | mentions | pending | 2026-05-07 |
| 0.543 | arxiv | Emergent Closed Universes in Symmetric Orbifold CFTs | — | mentions | pending | 2026-06-03 |
| 0.542 | arxiv | Stable Magnetic Lorentz-Violating Vacua in Gauge-Invariant Nonlinear Electrodynamics | — | mentions | pending | 2026-05-05 |
| 0.538 | arxiv | Mass-Flow Invariance of $Q$-Cohomology in BMN Matrix Quantum Mechanics | — | mentions | pending | 2026-06-03 |
| 0.527 | arxiv | Half-Spacetime Gauging of 2-Group Symmetry in 3d | — | mentions | pending | 2026-05-07 |
Raw metadata
{
"nia": false,
"qty": "Thousands of unicorns, millions of small businesses",
"url": "https://www.youtube.com/watch?v=cFI-SqnvQK8",
"mode": "PREDICTION",
"role": "Host",
"context": "they'll f follow some sort of power law distribution so if there are indeed thousands of companies to be built like Medv they're going to millions of smaller businesses.",
"verbatim": "they'll f follow some sort of power law distribution so if there are indeed thousands of companies to be built like Medv they're going to millions of smaller businesses.",
"conv_cues": "tend to think",
"direction": "NUMERIC_TARGET",
"timeframe": "Near-term",
"conv_level": "MEDIUM",
"milestones": [
{
"kind": "llm_pre_event",
"label": "Medvi proves micro-team unicorn template ($401M Y1 revenue, $1.8B run-rate, ~2 FTE)",
"source": "deep_research_enriched",
"status": "hit",
"weight": 0.4,
"ordinal": -6,
"source_id": null,
"confidence": 0.9,
"source_url": "https://www.pymnts.com/artificial-intelligence-2/2026/the-one-person-billion-dollar-company-is-here/",
"expected_date": "2026-04-01",
"observed_date": "2026-04-01",
"research_origin": "deep_research",
"measurement_criterion": "First named example of micro-team company with unicorn-class economics — anchor for power-law thesis"
},
{
"kind": "quartile_checkpoint",
"label": "Q1 window check-in (25%)",
"status": "pending",
"weight": 0.05,
"ordinal": -5,
"source_id": null,
"expected_date": "2026-10-23",
"observed_date": null
},
{
"kind": "llm_pre_event",
"label": "Cohort accumulation — at least 10 named micro-team (<=5 FTE) companies cross $50M ARR",
"source": "deep_research_enriched",
"status": "pending",
"weight": 0.4,
"ordinal": -4,
"source_id": null,
"confidence": 0.55,
"source_url": "https://horasis.org/will-2026-be-the-year-a-billion-dollar-company-is-built-with-just-one-employee/",
"expected_date": "2027-03-17",
"research_origin": "deep_research",
"expected_date_range": {
"to": "2027-09-30",
"from": "2026-09-01"
},
"measurement_criterion": "Independent press / pitchdeck disclosure documents at least 10 distinct sub-5-FTE companies with >=$50M ARR; consistent with power-law tail beginning to populate"
},
{
"kind": "quartile_checkpoint",
"label": "Q2 window check-in (50%)",
"status": "pending",
"weight": 0.05,
"ordinal": -3,
"source_id": null,
"expected_date": "2027-04-18",
"observed_date": null
},
{
"kind": "quartile_checkpoint",
"label": "Q3 window check-in (75%)",
"status": "pending",
"weight": 0.05,
"ordinal": -2,
"source_id": null,
"expected_date": "2027-10-11",
"observed_date": null
},
{
"kind": "llm_pre_event",
"label": "Cohort scaling — 100+ named micro-team companies cross $10M ARR (millions-of-small-businesses signal)",
"source": "deep_research_enriched",
"status": "pending",
"weight": 0.4,
"ordinal": -1,
"source_id": null,
"confidence": 0.45,
"source_url": "https://www.humai.blog/one-person-billion-dollar-business-how-ai-agents-are-making-the-solo-unicorn-a-real-possibility/",
"expected_date": "2028-03-16",
"research_origin": "deep_research",
"expected_date_range": {
"to": "2028-12-31",
"from": "2027-06-01"
},
"measurement_criterion": "Public datasets (Stripe Atlas / SaaStr / pitchdeck reports) show >=100 micro-team companies at >=$10M ARR; YC / Sequoia portfolio mix tilts toward solo-founders"
},
{
"kind": "event",
"label": "Thousands of Medev-like one-person unicorns will be created, following power law.",
"status": "pending",
"weight": 1,
"ordinal": 0,
"source_id": "246_034",
... (truncated)