99% of code generation will be entirely automated by the end of 2025 — the elimination of the primary human bottleneck in digital creation, making the automation of the AI researcher by 2027 a mechanical certainty.
Predictor: Kevin Weil
Prediction text
99% of code generation will be entirely automated by the end of 2025 — the elimination of the primary human bottleneck in digital creation, making the automation of the AI researcher by 2027 a mechanical certainty. | Next Octoverse or Stack Overflow dev-survey publication
Key catalyst: Next Octoverse or Stack Overflow dev-survey publication
Watch events: GitHub Octoverse quarterly reports; enterprise code-automation surveys
Resolution evidence
GitHub Octoverse 2025: >50% of new code suggested by Copilot; Cursor/Claude Code assist majority of new code; 99% threshold hyperbolic but directional.
Predictor: Kevin Weil
Calibration plot (stated vs observed)
Evidence about this node from Kevin Weil 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
- 2025-04-02overdueQ1 window check-in (25%)
- 2025-07-02overdueQ2 window check-in (50%)
- 2025-10-01overdueQ3 window check-in (75%)
- 2026-01-15 → 2026-04-30pendingGitHub Octoverse 2025 report publishes AI-generated code shareHow: GitHub publishes annual Octoverse report disclosing % of new code that is AI-generated (Copilot suggestions accepted, in particular)Source: GitHub Octoverse (https://octoverse.github.com), GitHub blogconf 85%Notes: Sundar Pichai stated 25% AI-generated at Google in Oct 2024 — industry-wide is far below 99%. Almost certainly retrospective MISS.
- 2026-05-15 → 2026-08-31pendingStack Overflow Developer Survey 2026 resultsHow: Stack Overflow's annual developer survey reports % of code respondents say is AI-assisted/AI-generated; cross-checks GitHub OctoverseSource: Stack Overflow Developer Survey (https://survey.stackoverflow.co)conf 85%
- 2026-06-01 → 2026-12-31pendingRetrospective MISS verdict on 99% claim with revised 'realistic' thresholdHow: Public consensus among industry analysts (Stratechery, Gergely Orosz, Pragmatic Engineer) that 99% claim has missed but lower thresholds (25-50%) are achievableSource: Industry newsletter analysis, conference talksconf 80%
- 2026-03-01 → 2027-12-31pendingMajor tech CEO publicly states >50% AI-generated code at companyHow: Sundar Pichai, Satya Nadella, Mark Zuckerberg, or peer states >50% of new code is AI-generated, citing internal trackingSource: Earnings call transcripts, internal memo leaks, Reuters/Bloombergconf 65%Notes: Pichai already at 25% in late 2024; trajectory toward 50% within 2 years is plausible but 99% remains far.
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
{
"source": "backfill_resolution_history.py",
"status": "partial",
"bayesian_v2": false,
"outcome_prob": 0.5,
"evidence_kind": "resolution_terminal",
"posterior_prob": 0.5,
"delta_to_outcome": 0.09999999999999998,
"inside_posterior": 0.4,
"validation_notes": "GitHub Octoverse 2025: >50% of new code suggested by Copilot; Cursor/Claude Code assist majority of new code; 99% threshold hyperbolic but directional.",
"validation_status": "hit",
"pre_resolution_prob": 0.4,
"resolution_evidence": "GitHub Octoverse 2025: >50% of new code suggested by Copilot; Cursor/Claude Code assist majority of new code; 99% threshold hyperbolic but directional.",
"does_not_update_current_prob": true
}Network propagation neighbors
No propagation data yet. Run inference/.venv/bin/python scripts/ops/run_loopy_belief_propagation.py on the droplet, or wait for the Sunday 02:00 UTC weekly cron.
Prerequisites (1)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| correlate | S_AGI_FAST_2027 | AGI fast: drop-in remote worker by 2027-09 | agi_general_capability | — |
Dependents (0)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| No dependents | ||||
Validations (1)
| Observed at | Status | By | Notes |
|---|---|---|---|
| 2026-04-29 | hit | thesis_timeline_v1.0_import | GitHub Octoverse 2025: >50% of new code suggested by Copilot; Cursor/Claude Code assist majority of new code; 99% threshold hyperbolic but directional. |
Linked documents (2)
| Sim | Source | Title | Market prob | Polarity | Reviewed | Published |
|---|---|---|---|---|---|---|
| 0.691 | manifold | Will any frontier lab be near-fully automated before 2029? | 30% | mentions | pending | 2026-05-10 |
| 0.554 | manifold | When will 25% of broiler chickens in the UK be slower-growing breeds? | — | mentions | pending | 2026-04-30 |
Raw metadata
{
"nia": false,
"qty": "99% code automated",
"mode": "FORECAST",
"role": "Cited-Other",
"context": "Weil's aggressive near-term code-automation claim, more specific than AI_010 (Karpathy Slopacolypse) or AI_011 (Schmidt programmers replaced). Per source, dated end of 2025 — technically retrospective.",
"to_year": 2025,
"conv_cues": "explicit % claim; CPO framing",
"direction": "HAPPEN",
"from_year": 2025,
"timeframe": "end-2025",
"conv_level": "HIGH",
"milestones": [
{
"kind": "quartile_checkpoint",
"label": "Q1 window check-in (25%)",
"status": "overdue",
"weight": 0.05,
"ordinal": -3,
"source_id": null,
"expected_date": "2025-04-02",
"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%)",
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"expected_date": "2025-07-02",
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"miss_emitted_at": "2026-05-02T22:07:21.384228+00:00",
"miss_emitted_by": "metadata_milestone_sweep"
},
{
"kind": "quartile_checkpoint",
"label": "Q3 window check-in (75%)",
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"expected_date": "2025-10-01",
"observed_date": null,
"miss_emitted_at": "2026-05-02T22:07:21.384228+00:00",
"miss_emitted_by": "metadata_milestone_sweep"
},
{
"kind": "event",
"label": "99% of code generation will be entirely automated by the end of 2025 — the elimination of the primary human bottleneck in digital creation, ",
"status": "partial",
"weight": 1,
"ordinal": 0,
"source_id": "ROB_002",
"expected_date": "2025-12-31",
"observed_date": "2025-12-31"
},
{
"kind": "llm_pre_event",
"label": "GitHub Octoverse 2025 report publishes AI-generated code share",
"notes": "Sundar Pichai stated 25% AI-generated at Google in Oct 2024 — industry-wide is far below 99%. Almost certainly retrospective MISS.",
"source": "GitHub Octoverse (https://octoverse.github.com), GitHub blog",
"status": "pending",
"weight": 0.4,
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"source_id": null,
"confidence": 0.85,
"expected_date": "2026-03-08",
"research_origin": "training",
"expected_date_range": {
"to": "2026-04-30",
"from": "2026-01-15"
},
"measurement_criterion": "GitHub publishes annual Octoverse report disclosing % of new code that is AI-generated (Copilot suggestions accepted, in particular)"
},
{
"kind": "llm_pre_event",
"label": "Stack Overflow Developer Survey 2026 results",
"source": "Stack Overflow Developer Survey (https://survey.stackoverflow.co)",
"status": "pending",
"weight": 0.4,
"ordinal": 2,
"source_id": null,
"confidence": 0.85,
"expected_date": "2026-07-08",
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"to": "2026-08-31",
"from": "2026-05-15"
},
"measurement_criterion": "Stack Overflow's annual developer survey reports % of code respondents say is AI-assisted/AI-generated; cross-checks GitHub Octoverse"
},
{
"kind": "llm_post_event",
"label": "Retrospective MISS verdict on 99% claim with revised 'realistic' threshold",
"source": "Industry newsletter analysis, conference talks",
"status": "pending",
"weight": 0.4,
"ordinal": 3,
"source_id": null,
"confidence": 0.8,
"expected_date": "2026-09-15",
"research_origin": "training",
"expected_date_range": {
"to": "2026-12-31",
"from": "2026-06-01"
},
"measurement_criterion": "Public consensus among industry analysts (Stratechery, Gergely
... (truncated)