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ROB_002predictionLabor/Jobscode-99-percent-automated

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

Prior probability
40.0%
Current probability
40.0%
evolves via intake + LBP
Conviction
5/5
Signal quality
B
Resolution
partial
Window
2025-01-01 – 2025-12-31
Edges in / out
1 / 0
Tickers exposed
0

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

Status: partial

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

κ + Brier as of 2026-05-22
κ (discount)
0.688
Brier
0.0200
excellent
Hits / Misses
2 / 0
of 3 resolved
Hit rate
66.7%
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

Not linked

This node isn't linked to a reference class. The Bayesian update applies without outside-view blending.

Probability over time

1 prob_history rows
0%25%50%75%100%prior 40%2025-12-31
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 40.0%

Milestone chain

Pre-event signals (upstream prereqs + window checkpoints) → resolution event → downstream cascades. Status/dates update from linked nodes; re-derive nightly via scripts/ops/derive_milestones.py.
Leading chain: 3 overdue ⏱
  1. 2025-04-02overdueQ1 window check-in (25%)
  2. 2025-07-02overdueQ2 window check-in (50%)
  3. 2025-10-01overdueQ3 window check-in (75%)
  4. 2026-01-15 → 2026-04-30pendingGitHub Octoverse 2025 report publishes AI-generated code share
    How: 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.
  5. 2026-05-15 → 2026-08-31pendingStack Overflow Developer Survey 2026 results
    How: Stack Overflow's annual developer survey reports % of code respondents say is AI-assisted/AI-generated; cross-checks GitHub Octoverse
    Source: Stack Overflow Developer Survey (https://survey.stackoverflow.co)conf 85%
  6. 2026-06-01 → 2026-12-31pendingRetrospective MISS verdict on 99% claim with revised 'realistic' threshold
    How: Public consensus among industry analysts (Stratechery, Gergely Orosz, Pragmatic Engineer) that 99% claim has missed but lower thresholds (25-50%) are achievable
    Source: Industry newsletter analysis, conference talksconf 80%
  7. 2026-03-01 → 2027-12-31pendingMajor tech CEO publicly states >50% AI-generated code at company
    How: Sundar Pichai, Satya Nadella, Mark Zuckerberg, or peer states >50% of new code is AI-generated, citing internal tracking
    Source: 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?

Clamp this prediction TRUE or FALSE and run a counterfactual Gibbs sample. Surfaces the predictions whose marginals shift most under that assumption.
(live posterior: 40%)

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

Every probability update with full Bayesian provenance — chronological, latest first
resolution_terminal2025-12-31T00:00:00Z50.0%+10.0pp
resolution_terminal partial outcome=0.5 pre_resolution=0.400
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

Top edges sorted by latest LBP cross-impact
All propagation →

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)

Predictions that must hit first
TypePredTitleDomainLag
correlateS_AGI_FAST_2027AGI fast: drop-in remote worker by 2027-09agi_general_capability

Dependents (0)

Predictions enabled by this
TypePredTitleDomainLag
No dependents

Validations (1)

Resolution events
Observed atStatusByNotes
2026-04-29hitthesis_timeline_v1.0_importGitHub 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)

Auto-generated by cosine similarity from Polymarket / Manifold / EDGAR / GDELT
SimSourceTitleMarket probPolarityReviewedPublished
0.691manifoldWill any frontier lab be near-fully automated before 2029?30%mentionspending2026-05-10
0.554manifoldWhen will 25% of broiler chickens in the UK be slower-growing breeds?mentionspending2026-04-30

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "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%)",
      "status": "overdue",
      "weight": 0.05,
      "ordinal": -2,
      "source_id": null,
      "expected_date": "2025-07-02",
      "observed_date": null,
      "miss_emitted_at": "2026-05-02T22:07:21.384228+00:00",
      "miss_emitted_by": "metadata_milestone_sweep"
    },
    {
      "kind": "quartile_checkpoint",
      "label": "Q3 window check-in (75%)",
      "status": "overdue",
      "weight": 0.05,
      "ordinal": -1,
      "source_id": null,
      "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,
      "ordinal": 1,
      "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",
      "research_origin": "training",
      "expected_date_range": {
        "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)