World-class AI programmers will appear within 1-2 years (by 2027-2028).
Predictor: Eric Schmidt
Prediction text
World-class AI programmers will appear within 1-2 years (by 2027-2028). | SWE-Bench + enterprise code-gen share reports
Key catalyst: SWE-Bench + enterprise code-gen share reports
Watch events: SWE-Bench / METR evals; Claude Code / Cursor enterprise adoption metrics
Resolution evidence
Claude Opus 4.7 / Claude Code already at 42-54% global code-gen market share per workbook Thematic_Findings. SWE-Bench scores from frontier models already matching median professional programmers.
Predictor: Eric Schmidt
Calibration plot (stated vs observed)
Evidence about this node from Eric Schmidt 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: ai_capability_milestone_2y
AI reaches specific named capability (intern-level / world-class programmer / etc) within 2y of stated target
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
- 2026-08-01 → 2027-03-31pendingSWE-Bench Verified reaches ≥95%How: Top model score on SWE-Bench Verified ≥95% — within margin-of-error of 'world-class human engineer' baselineSource: Anthropic blog, OpenAI evals, Papers With Code, METRconf 65%
- 2026-09-01 → 2027-08-31pendingAI achieves Codeforces Grandmaster (2400+) or top-100 ICPC equivalentHow: AI lab demonstrates an AI system competing in Codeforces Round at Grandmaster division (rating ≥2400) OR scoring at top-100 ICPC World Finals level on equivalent problem setSource: Codeforces.com, ICPC.global, lab blog posts (DeepMind AlphaCode follow-ups)conf 70%Notes: DeepMind AlphaCode 2 already at top-15% in 2023; 'Grandmaster' is a specific public rating threshold.
- 2027-01-01 → 2027-12-31pendingFrontier lab uses 'world-class programmer' framing in official communicationsHow: Anthropic, OpenAI, or Google explicitly characterizes a model as 'world-class', 'expert-level', or 'top-1%' programmer in official lab communication, citing specific benchmarksSource: Lab blog posts, conference keynotes (Davos, OpenAI DevDay, Google I/O), CEO interviewsconf 65%Notes: Schmidt's claim (the prediction author) is itself a directional bet — labs will validate via marketing language well before consensus.
- 2027-04-01 → 2028-06-30pendingAI solves research-level (PhD-difficulty) coding problem unaidedHow: Public demonstration of AI agent solving a problem from RE-Bench, FrontierMath-coding, or similar research-level eval suite with no human interventionSource: METR.org, Apollo Research, lab blog posts, arXiv papersconf 55%
- 2027-06-01 → 2028-12-31pendingFrontier model passes standardized senior+ engineering interview processHow: Public demonstration or hiring-leader testimony that a model passes the standardized senior+ ('staff', 'principal') engineering interview at a top-tier tech company (FAANG/MAANG-level) including system design, coding, and behavioral roundsSource: Lab blogs, hiring leader posts on LinkedIn/Twitter, Levels.fyi, possibly leaked internal interview rubricsconf 50%Notes: Resolution proxy — once frontier models pass real hiring bars, the prediction is essentially confirmed.
- 2028-01-01 → 2028-12-31pendingCascade: open-source model crosses world-class programmer thresholdHow: Open-source / open-weights model achieves ≥85% on SWE-Bench Verified or comparable, demonstrating commoditizationSource: HuggingFace leaderboards, Llama/DeepSeek/Qwen model card releasesconf 55%Notes: Cascade — affects scenarios where AI capability commoditization changes labor displacement timing.
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": 0.8712612462476746,
"kappa": 0.6875,
"base_rate": null,
"predictor": "Eric Schmidt",
"total_llr": 1.6094379124341,
"bayesian_v2": true,
"prior_logit": 0.3492657634762088,
"bayes_factor": "3.0:1 favoring",
"blend_reason": "no reference_class linked",
"inside_prior": 0.5864395171566453,
"kappa_source": "predictor_table",
"blend_applied": false,
"contributions": [
{
"llr": 1.6094379124341,
"kappa": 0.6875,
"label": "Capability acceleration curve (4.3-month doubling) puts 'world-class programmer' threshold within 2027.",
"adjusted_llr": 1.106488564798444
}
],
"evidence_kind": "intake_event_update",
"inside_source": "history_v2",
"inside_weight": 1,
"outside_weight": 0,
"posterior_prob": 0.8108824513148017,
"evidence_origin": "daily_intake",
"llm_suggestions": [
{
"polarity": "corroborates",
"status_change": "unchanged",
"evidence_strength": "strong",
"delta_prob_suggestion": 0.06
}
],
"posterior_logit": 1.455754328274653,
"predictor_brier": 0.0064,
"evidence_doc_ids": [],
"inside_posterior": 0.8108824513148017,
"blended_posterior": 0.8108824513148017,
"reference_class_id": null,
"total_adjusted_llr": 1.106488564798444,
"predictor_n_resolved": 3
}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 | 242_057 Artemis 2 launches April 1, 2026 - circumlunar mission — Peter Diamandis | 56.2% | 0.720 | 0.050 | -0.280 |
| prereq | 247_058 Jury selection begins April 27, 2026 for Musk v OpenAI trial — Peter Diamandis | 71.4% | 0.720 | 0.050 | -0.175 |
| prereq | SEM_042 2025 will be the definitive year that agentic systems finall — Kevin Weil | 73.8% | 0.720 | 0.050 | -0.159 |
| prereq | 235_038 David Sinclair begins partial epigenetic reprogramming trial — Peter Diamandis | 74.0% | 0.720 | 0.050 | -0.156 |
| prereq | SEM_012 Nvidia quadrupled chip production output while only doubling — Jensen Huang | 75.0% | 0.720 | 0.050 | -0.150 |
Top outgoing (children)
Predictions THIS node influences
| Kind | Node | Their prob | P(c|s=T) | P(c|s=F) | Δ implied |
|---|---|---|---|---|---|
| prereq | 234_036 Job displacement will be issue 6-10 not top 5 in 10 years; A — Alex Wissner-Gross | 28.8% | 0.450 | 0.050 | +0.010 |
Ticker exposure
Beneficiaries (23)
Adverse (6)
Prerequisites (12)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| prereq | 235_038 | David Sinclair begins partial epigenetic reprogramming trials with Life Biosciences in March 2026. | Biotech/Longevity | — |
| prereq | 238_009 | Recursive self-improvement is already happening now (no longer three years out) | AI | — |
| prereq | 247_058 | Jury selection begins April 27, 2026 for Musk v OpenAI trial | AI | — |
| prereq | SEM_008 | Training runs costing $10 billion for a single model will commence sometime in 2025. | AI | — |
| 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_042 | 2025 will be the definitive year that agentic systems finally hit the mainstream. | AI/Agents | — |
| prereq | 242_057 | Artemis 2 launches April 1, 2026 - circumlunar mission | Space | — |
| correlate | S_AGI_MID_2029 | AGI mid: Kurzweil 2029 path | agi_general_capability | — |
| correlate | S_ASI_MID_2034 | ASI mid: Schmidt 'ASI in 6 years' | asi_recursive_self_improvement | — |
| correlate | S_AI_PAUSE_2026 | Major-country AI pause beginning 2026 | ai_regulatory_pause | — |
| killer | TK04 | Macro Recession 2026-27 (Structural Deleveraging) | — | — |
| killer | TK07 | Labor Political Backlash (UBI Mandate / AI Tax) | — | — |
Dependents (1)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| prereq | 234_036 | Job displacement will be issue 6-10 not top 5 in 10 years; AI discoveries will dominate | Labor/Jobs | — |
Expected milestones (1)
| Expected by | Description | Status |
|---|---|---|
| 2027-09-30 | [Capability 2027-09] [SEM_036] SWE-Bench / METR evals; Claude Code / Cursor enterprise adoption metrics [SEM_049] SWE-Bench + METR long-horizon eval results; enterprise code-gen market share | pending |
Validations (1)
| Observed at | Status | By | Notes |
|---|---|---|---|
| 2026-04-29 | partial | thesis_timeline_v1.0_import | Claude Opus 4.7 / Claude Code already at 42-54% global code-gen market share per workbook Thematic_Findings. SWE-Bench scores from frontier models already matching median professional programmers. |
Linked documents (6)
| Sim | Source | Title | Market prob | Polarity | Reviewed | Published |
|---|---|---|---|---|---|---|
| 0.900 | codex_research_pack | METR - Measuring AI Ability to Complete Long Tasks | — | corroborates | pending | 2025-03-19 |
| 0.900 | codex_research_pack | OECD - Exploring Possible AI Trajectories Through 2030 | — | corroborates | pending | 2026-04-26 |
| 0.630 | manifold | When will the Jai programming language be public? | — | mentions | pending | 2026-05-10 |
| 0.615 | manifold | which will happen first? (Codeforces Rating) | — | mentions | pending | 2026-05-24 |
| 0.596 | manifold | Will MNX hire a backend developer before Manifest? | 26% | mentions | pending | 2026-04-30 |
| 0.567 | manifold | 2026 F1 Canada Qualification who qualifies better in each team | — | mentions | pending | 2026-05-04 |
Raw metadata
{
"nia": false,
"mode": "FORECAST",
"role": "Cited-Executive",
"context": "Schmidt forecasts AI programmers matching world-class human level within 1-2y window.",
"to_year": 2028,
"conv_cues": "appearing within 1-2 years",
"direction": "HAPPEN",
"from_year": 2026,
"timeframe": "1-2 years",
"conv_level": "HIGH",
"milestones": [
{
"kind": "prereq",
"label": "David Sinclair begins partial epigenetic reprogramming trials with Life Biosciences in March 2026.",
"status": "hit",
"weight": 0.5,
"ordinal": -10,
"source_id": "235_038",
"expected_date": "2026-04-29",
"observed_date": "2026-04-29"
},
{
"kind": "prereq",
"label": "Nvidia quadrupled chip production output while only doubling human headcount — achieved by deploying AI coding tools (Cursor, Claude Code) a",
"status": "hit",
"weight": 0.5,
"ordinal": -9,
"source_id": "SEM_012",
"expected_date": "2026-04-29",
"observed_date": "2026-04-29"
},
{
"kind": "prereq",
"label": "Training runs costing $10 billion for a single model will commence sometime in 2025.",
"status": "hit",
"weight": 0.5,
"ordinal": -8,
"source_id": "SEM_008",
"expected_date": "2026-04-29",
"observed_date": "2026-04-29"
},
{
"kind": "prereq",
"label": "2025 will be the definitive year that agentic systems finally hit the mainstream.",
"status": "hit",
"weight": 0.5,
"ordinal": -7,
"source_id": "SEM_042",
"expected_date": "2026-04-29",
"observed_date": "2026-04-29"
},
{
"kind": "prereq",
"label": "Jury selection begins April 27, 2026 for Musk v OpenAI trial",
"status": "hit",
"weight": 0.5,
"ordinal": -6,
"source_id": "247_058",
"expected_date": "2026-04-29",
"observed_date": "2026-04-29"
},
{
"kind": "prereq",
"label": "Artemis 2 launches April 1, 2026 - circumlunar mission",
"status": "hit",
"weight": 0.5,
"ordinal": -5,
"source_id": "242_057",
"expected_date": "2026-04-30",
"observed_date": "2026-04-30"
},
{
"kind": "llm_pre_event",
"label": "SWE-Bench Verified reaches ≥95%",
"source": "Anthropic blog, OpenAI evals, Papers With Code, METR",
"status": "pending",
"weight": 0.4,
"ordinal": -4,
"source_id": null,
"confidence": 0.65,
"expected_date": "2026-11-30",
"research_origin": "training",
"expected_date_range": {
"to": "2027-03-31",
"from": "2026-08-01"
},
"measurement_criterion": "Top model score on SWE-Bench Verified ≥95% — within margin-of-error of 'world-class human engineer' baseline"
},
{
"kind": "llm_pre_event",
"label": "AI achieves Codeforces Grandmaster (2400+) or top-100 ICPC equivalent",
"notes": "DeepMind AlphaCode 2 already at top-15% in 2023; 'Grandmaster' is a specific public rating threshold.",
"source": "Codeforces.com, ICPC.global, lab blog posts (DeepMind AlphaCode follow-ups)",
"status": "pending",
"weight": 0.4,
"ordinal": -3,
"source_id": null,
"confidence": 0.7,
"expected_date": "2027-03-02",
"research_origin": "training",
"expected_date_range": {
"to": "2027-08-31",
"from": "2026-09-01"
},
"measurement_criterion": "AI lab demonstrates an AI system competing in Codeforces Round at Grandmaster division (rating ≥2400) OR scoring at top-100 ICPC World Finals level on equivalent problem set"
},
{
"kind": "llm_pre_event",
"label": "Frontier lab uses 'world-class programmer' framing in official communications",
"notes": "Schmidt's claim (the prediction author) is itself a directional bet — labs will validate via marketing language well before consensus.",
"source": "Lab blog posts, conference keynotes (Davo
... (truncated)