By 2026, AI will reach 'intern-level' capability — millions of virtual interns performing supervised, economically useful tasks.
Predictor: Sam Altman
Prediction text
By 2026, AI will reach 'intern-level' capability — millions of virtual interns performing supervised, economically useful tasks. | OpenAI GPT-5/6-class agent releases
Key catalyst: OpenAI GPT-5/6-class agent releases
Watch events: OpenAI agent product releases; GDPval-style benchmarks; labor-substitution evidence from early enterprise deployments.
Resolution evidence
Consistent with OpenAI agent releases (Operator, Deep Research, ChatGPT agents) approaching intern-level task execution through 2025-2026.
Predictor: Sam Altman
Calibration plot (stated vs observed)
Evidence about this node from Sam Altman 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: agi_breakthrough_5y
Major capability discontinuity (e.g. AGI by named target year, 5-year horizon)
Tetlock-style outside view: at TRF=1 (just predicted), outside view dominates (w_in=0.3). At TRF=0 (deadline), inside view dominates (w_in=1.0). The blend regularizes overconfident inside views toward the historical base rate.
Probability over time
Milestone chain
- 2026-02-14overdueQ1 window check-in (25%)
- 2026-03-30overdueQ2 window check-in (50%)
- 2026-05-13overdueQ3 window check-in (75%)
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
{
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"kappa": 0.5833,
"base_rate": 0.2,
"predictor": "Sam Altman",
"total_llr": -0.4054651081081644,
"grace_days": 7,
"bayesian_v2": true,
"prior_logit": 0.5653088523306947,
"bayes_factor": "1.3:1 against",
"blend_reason": "blend 68% inside / 31% outside (TRF=0.449, base_rate=0.200 from agi_breakthrough_5y)",
"inside_prior": 0.6376800141997431,
"kappa_source": "predictor_table",
"n_milestones": 1,
"blend_applied": true,
"contributions": [
{
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"label": "Q3 window check-in (75%)",
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"strength": "weak",
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"source_url": null,
"adjusted_llr": -0.2365077975594923,
"expected_date": "2026-05-13",
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}
],
"evidence_kind": "metadata_milestone_miss_sweep",
"inside_source": "history_v2",
"inside_weight": 0.6858417811092643,
"outside_weight": 0.3141582188907357,
"posterior_prob": 0.4476895519386729,
"posterior_logit": 0.3288010547712024,
"predictor_brier": 0.0625,
"inside_posterior": 0.5814676264348703,
"blended_posterior": 0.4476895519386729,
"reference_class_id": "agi_breakthrough_5y",
"total_adjusted_llr": -0.2365077975594923,
"predictor_n_resolved": 1
}Raw metadata
{
"trf": 0.481731855298543,
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"base_rate": null,
"predictor": "Sam Altman",
"total_llr": 0.6931471805599453,
"bayesian_v2": true,
"prior_logit": 0.3904375358084699,
"bayes_factor": "1.5:1 favoring",
"blend_reason": "no reference_class linked",
"inside_prior": 0.5963880226965899,
"kappa_source": "predictor_table",
"blend_applied": false,
"contributions": [
{
"llr": 0.6931471805599453,
"kappa": 0.5833,
"label": "Weeks-long autonomous task capability is well beyond 'intern-level'.",
"adjusted_llr": 0.4043127504206161
}
],
"evidence_kind": "intake_event_update",
"inside_source": "history_v2",
"inside_weight": 1,
"outside_weight": 0,
"posterior_prob": 0.6888503979684238,
"evidence_origin": "daily_intake",
"llm_suggestions": [
{
"polarity": "corroborates",
"status_change": "unchanged",
"evidence_strength": "moderate",
"delta_prob_suggestion": 0.05
}
],
"posterior_logit": 0.7947502862290861,
"predictor_brier": 0.0625,
"evidence_doc_ids": [],
"inside_posterior": 0.6888503979684238,
"blended_posterior": 0.6888503979684238,
"reference_class_id": null,
"total_adjusted_llr": 0.4043127504206161,
"predictor_n_resolved": 1
}Raw metadata
{
"trf": 0.5517581791161151,
"kappa": 0.5833,
"base_rate": null,
"predictor": "Sam Altman",
"total_llr": -0.8109302162163288,
"grace_days": 7,
"bayesian_v2": true,
"prior_logit": 1.0675603953538413,
"bayes_factor": "1.6:1 against",
"blend_reason": "no reference_class linked",
"inside_prior": 0.7441326937015715,
"kappa_source": "predictor_table",
"n_milestones": 2,
"blend_applied": false,
"contributions": [
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"label": "Q1 window check-in (25%)",
"weight": 0.05,
"strength": "weak",
"confidence": null,
"source_url": null,
"adjusted_llr": -0.2365077975594923,
"expected_date": "2026-02-14",
"measurement_criterion": null
},
{
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"kind": "quartile_checkpoint",
"kappa": 0.5833,
"label": "Q2 window check-in (50%)",
"weight": 0.05,
"strength": "weak",
"confidence": null,
"source_url": null,
"adjusted_llr": -0.2365077975594923,
"expected_date": "2026-03-30",
"measurement_criterion": null
}
],
"evidence_kind": "metadata_milestone_miss_sweep",
"inside_source": "history_v2",
"inside_weight": 0.6137692746187193,
"outside_weight": 0.38623072538128067,
"posterior_prob": 0.6444072531106255,
"posterior_logit": 0.5945448002348567,
"predictor_brier": 0.0625,
"inside_posterior": 0.6444072531106255,
"blended_posterior": 0.6444072531106255,
"reference_class_id": null,
"total_adjusted_llr": -0.4730155951189846,
"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 | TK03 AI Regulatory Moratorium (EU/US Capability Freeze) | 10.0% | 0.050 | 0.720 | +0.205 |
| killer | TK01 AGI Capability Plateau (2026-27 Training Stall) | 15.0% | 0.050 | 0.720 | +0.172 |
| prereq | 238_009 Recursive self-improvement is already happening now (no long — Alex Wissner-Gross | 78.1% | 0.720 | 0.050 | +0.120 |
Top outgoing (children)
Predictions THIS node influences
| Kind | Node | Their prob | P(c|s=T) | P(c|s=F) | Δ implied |
|---|---|---|---|---|---|
| prereq | 241_057 Elon Musk believes robot building robot is imminent — Elon Musk | 44.8% | 0.550 | 0.050 | -0.143 |
| prereq | 242_001 Elon's Terafab will build 1 terawatt of AI compute per year, — Elon Musk | 43.9% | 0.550 | 0.050 | -0.134 |
| prereq | 233_021 AI learning will improve via closed-loop reinforcement learn — Joe Liemandt | 38.7% | 0.450 | 0.050 | -0.133 |
| prereq | 237_023 Baby AGI agents will need and develop an 'immune system' for — Alex Wissner-Gross | 40.7% | 0.500 | 0.050 | -0.128 |
| prereq | 238_052 $100 trillion companies within 5 years (3 years from now, pe — Elon Musk | 41.7% | 0.550 | 0.050 | -0.112 |
Ticker exposure
Beneficiaries (13)
Prerequisites (5)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| prereq | 238_009 | Recursive self-improvement is already happening now (no longer three years out) | AI | — |
| correlate | S_AGI_MID_2029 | AGI mid: Kurzweil 2029 path | agi_general_capability | — |
| correlate | S_AI_PAUSE_2026 | Major-country AI pause beginning 2026 | ai_regulatory_pause | — |
| killer | TK01 | AGI Capability Plateau (2026-27 Training Stall) | — | — |
| killer | TK03 | AI Regulatory Moratorium (EU/US Capability Freeze) | — | — |
Dependents (14)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| prereq | 235_030 | Ray Kurzweil predicts Longevity Escape Velocity (LEV) by 2033. | Biotech/Longevity | — |
| prereq | 241_043 | ASI will arrive within 2 years to 5 years to this next decade | AI | — |
| prereq | CMQ_002 | By 2028, AI systems will reach 'independent researcher' level — driving autonomous scientific discoveries without human intervention. | AI | — |
| prereq | 232_047 | Mass drivers on the moon will shoot AI satellites into deep space; self-sustaining lunar city will follow. | Space | — |
| prereq | 239_009 | People will be on Mars within 10 years | Space | — |
| prereq | 241_057 | Elon Musk believes robot building robot is imminent | Robotics | — |
| prereq | 242_001 | Elon's Terafab will build 1 terawatt of AI compute per year, 50x current global production | AI | — |
| prereq | SEM_034 | True artificial general intelligence will be achieved between 2032 and 2042 — 'first we solve AI, then use AI to solve everything else'. | AI/AGI | — |
| prereq | 238_052 | $100 trillion companies within 5 years (3 years from now, per Diamandis interpretation of Musk) | Markets/Stocks | — |
| prereq | 239_008 | Moon base will exist in 10 years | Space | — |
| prereq | 237_023 | Baby AGI agents will need and develop an 'immune system' for prompt injection and cybersecurity threats in real time. | AI | — |
| prereq | 239_010 | Mass driver on the moon within 10 years | Space | — |
| prereq | 233_021 | AI learning will improve via closed-loop reinforcement learning cycle making results keep increasing. | AI | — |
| prereq | 230_022 | Elon plans to produce tens of millions of robots per year in just a few years. | Robotics | — |
Linked documents (10)
Raw metadata
{
"nia": false,
"qty": "intern-level",
"mode": "FORECAST",
"role": "Cited-CEO",
"context": "Altman's capability roadmap: 2026 intern-level; 2028 independent researcher; 2030 surpass peak human expert in all cognitive domains. Framed AGI as a 'phase shift' rather than a finish line.",
"to_year": 2026,
"conv_cues": "will reach; specific year; CEO FIRST_PERSON",
"direction": "HAPPEN",
"from_year": 2026,
"timeframe": "by 2026",
"conv_level": "HIGH",
"milestones": [
{
"kind": "quartile_checkpoint",
"label": "Q1 window check-in (25%)",
"status": "overdue",
"weight": 0.05,
"ordinal": -4,
"source_id": null,
"expected_date": "2026-02-14",
"observed_date": null,
"miss_emitted_at": "2026-05-02T22:07:21.384228+00:00",
"miss_emitted_by": "metadata_milestone_sweep"
},
{
"kind": "quartile_checkpoint",
"label": "Q2 window check-in (50%)",
"status": "overdue",
"weight": 0.05,
"ordinal": -3,
"source_id": null,
"expected_date": "2026-03-30",
"observed_date": null,
"miss_emitted_at": "2026-05-02T22:07:21.384228+00:00",
"miss_emitted_by": "metadata_milestone_sweep"
},
{
"kind": "prereq",
"label": "Recursive self-improvement is already happening now (no longer three years out)",
"status": "hit",
"weight": 0.5,
"ordinal": -2,
"source_id": "238_009",
"expected_date": "2026-04-29",
"observed_date": "2026-04-29"
},
{
"kind": "quartile_checkpoint",
"label": "Q3 window check-in (75%)",
"status": "overdue",
"weight": 0.05,
"ordinal": -1,
"source_id": null,
"expected_date": "2026-05-13",
"observed_date": null,
"miss_emitted_at": "2026-05-30T22:15:00.756418+00:00",
"miss_emitted_by": "metadata_milestone_sweep"
},
{
"kind": "event",
"label": "By 2026, AI will reach 'intern-level' capability — millions of virtual interns performing supervised, economically useful tasks.",
"status": "pending",
"weight": 1,
"ordinal": 0,
"source_id": "CMQ_001",
"expected_date": "2026-06-26",
"observed_date": null
},
{
"kind": "cascade",
"label": "Baby AGI agents will need and develop an 'immune system' for prompt injection and cybersecurity threats in real time.",
"status": "pending",
"weight": 0.5,
"ordinal": 1,
"source_id": "237_023",
"expected_date": "2027-06-18",
"observed_date": null
},
{
"kind": "cascade",
"label": "AI learning will improve via closed-loop reinforcement learning cycle making results keep increasing.",
"status": "pending",
"weight": 0.5,
"ordinal": 2,
"source_id": "233_021",
"expected_date": "2028-06-22",
"observed_date": null
},
{
"kind": "cascade",
"label": "Elon plans to produce tens of millions of robots per year in just a few years.",
"status": "pending",
"weight": 0.5,
"ordinal": 3,
"source_id": "230_022",
"expected_date": "2029-12-10",
"observed_date": null
},
{
"kind": "cascade",
"label": "$100 trillion companies within 5 years (3 years from now, per Diamandis interpretation of Musk)",
"status": "pending",
"weight": 0.5,
"ordinal": 4,
"source_id": "238_052",
"expected_date": "2030-09-15",
"observed_date": null
},
{
"kind": "cascade",
"label": "Ray Kurzweil predicts Longevity Escape Velocity (LEV) by 2033.",
"status": "pending",
"weight": 0.5,
"ordinal": 5,
"source_id": "235_030",
"expected_date": "2033-07-30",
"observed_date": null
},
{
"kind": "cascade",
"label": "Mass drivers on the moon will shoot AI satellites into deep space; self-sustaining lunar city will follow.",
"status": "pending",
"weight": 0.5,
... (truncated)