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AUT_003predictionAIvibe-coding-delegation

'Vibe coding' — the full delegation of syntactic code generation to autonomous models, with human engineers interacting purely through natural-language intent while remaining entirely abstracted from underlying programming architecture; minimalist arch...

Predictor: Andrej Karpathy

Prior probability
94.0%
Current probability
87.5%
evolves via intake + LBP
Conviction
5/5
Signal quality
B
Resolution
hit
Window
2025-01-01 – 2026-08-31
Edges in / out
2 / 0
Tickers exposed
10

Prediction text

'Vibe coding' — the full delegation of syntactic code generation to autonomous models, with human engineers interacting purely through natural-language intent while remaining entirely abstracted from underlying programming architecture; minimalist architectures like 'microGPT' democratize agentic capabilities across independent developers. | Enterprise "vibe-coder" job-title emergence

Key catalyst: Enterprise "vibe-coder" job-title emergence

Watch events: Enterprise vibe-coding adoption metrics; IDE-agent market share

Resolution evidence

Status: hit

Vibe coding term widely adopted 2025-2026; Cursor, Claude Code, Replit Agent, Windsurf, Bolt.new productize the paradigm. microGPT teaching resource widely cited.

Predictor: Andrej Karpathy

κ + Brier as of 2026-05-22
κ (discount)
0.688
Brier
0.0067
excellent
Hits / Misses
3 / 0
of 3 resolved
Hit rate
100.0%
Calibration plot (stated vs observed)

Evidence about this node from Andrej Karpathy 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

4 prob_history rows
0%25%50%75%100%prior 94%2026-04-292026-04-302026-05-03
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 87.5%

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. 2025-05-01overdueQ1 window check-in (25%)
  2. 2025-08-30overdueQ2 window check-in (50%)
  3. 2025-12-29overdueQ3 window check-in (75%)

No downstream cascades — this prediction is a leaf in the dependency graph.

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: 87%)

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
LBP2026-05-03T02:00:01Z87.5%-1.3pp
Network propagation: 88.7% → 87.5%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
LBP2026-04-30T16:39:51Z88.7%-2.1pp
Network propagation: 90.9% → 88.7%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
LBP2026-04-30T02:18:57Z90.9%-3.1pp
Network propagation: 94.0% → 90.9%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v1 · run 592311ef
resolution_terminal2026-04-29T22:23:18Z100.0%+11.3pp
resolution_terminal hit outcome=1.0 pre_resolution=0.887
Raw metadata
{
  "source": "backfill_resolution_history.py",
  "status": "hit",
  "bayesian_v2": false,
  "outcome_prob": 1,
  "evidence_kind": "resolution_terminal",
  "posterior_prob": 1,
  "delta_to_outcome": 0.11253999999999997,
  "inside_posterior": 0.88746,
  "validation_notes": "Vibe coding term widely adopted 2025-2026; Cursor, Claude Code, Replit Agent, Windsurf, Bolt.new productize the paradigm. microGPT teaching resource widely cited.",
  "validation_status": "hit",
  "pre_resolution_prob": 0.88746,
  "resolution_evidence": "Vibe coding term widely adopted 2025-2026; Cursor, Claude Code, Replit Agent, Windsurf, Bolt.new productize the paradigm. microGPT teaching resource widely cited.",
  "does_not_update_current_prob": true
}

Network propagation neighbors

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

Top incoming (parents)

Edges that influence THIS node's belief

KindNodeTheir probP(c|s=T)P(c|s=F)Δ implied
killerTK11
Autonomous Regulatory Block (Level 4 Halt)
10.0%0.0500.940-0.024
killerTK06
China-Taiwan Military Conflict
8.0%0.0500.940-0.006

Top outgoing (children)

Predictions THIS node influences

No outgoing edges.

Ticker exposure

10 ticker(s) linked

Beneficiaries (6)

FROGGTLBBABATEAMGOOGLMSFT

Adverse (4)

UBERPGRTRVALL

Prerequisites (2)

Predictions that must hit first
TypePredTitleDomainLag
killerTK11Autonomous Regulatory Block (Level 4 Halt)
killerTK06China-Taiwan Military Conflict

Dependents (0)

Predictions enabled by this
TypePredTitleDomainLag
No dependents

Validations (1)

Resolution events
Observed atStatusByNotes
2026-04-29hitthesis_timeline_v1.0_importVibe coding term widely adopted 2025-2026; Cursor, Claude Code, Replit Agent, Windsurf, Bolt.new productize the paradigm. microGPT teaching resource widely cited.

Linked documents (10)

Auto-generated by cosine similarity from Polymarket / Manifold / EDGAR / GDELT

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "mode": "FORECAST",
  "role": "Cited-Other",
  "context": "Distinct from AI_010 (Slopacolypse outcome-level) and ROB_006 (English programming language framing). Specific 'vibe coding' coinage + microGPT minimalism.",
  "to_year": 2026,
  "conv_cues": "coined paradigm phrase; named architecture",
  "direction": "HAPPEN",
  "from_year": 2025,
  "timeframe": "2025-2026",
  "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": "2025-05-01",
      "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": "2025-08-30",
      "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": "2025-12-29",
      "observed_date": null,
      "miss_emitted_at": "2026-05-02T22:07:21.384228+00:00",
      "miss_emitted_by": "metadata_milestone_sweep"
    },
    {
      "kind": "event",
      "label": "'Vibe coding' — the full delegation of syntactic code generation to autonomous models, with human engineers interacting purely through natur",
      "status": "hit",
      "weight": 1,
      "ordinal": 0,
      "source_id": "AUT_003",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    }
  ],
  "repeat_eps": 1,
  "affiliation": "Eureka Labs / Ex-OpenAI",
  "attribution": "FIRST_PERSON",
  "granularity": "YEAR_RANGE",
  "resolved_at": "2026-04-29T22:23:18.301948+00:00",
  "source_refs": "4, 7",
  "target_date": "2026-06-15T00:00:00",
  "display_date": "2026-04-29",
  "episode_date": "2026-04-22T00:00:00",
  "key_catalyst": "Enterprise \"vibe-coder\" job-title emergence",
  "parse_method": "YEAR_RANGE midpoint",
  "domain_bucket": "AI",
  "episode_title": "Strategic Forecasts and Predictive Frameworks in Artificial Intelligence (2023-2026): Autonomy, AV, eVTOL, Surveillance, Bio-sensing",
  "fault_line_id": "F006",
  "flag_repeated": false,
  "in_5yr_window": true,
  "source_report": "AI Predictions Autonomy AV eVTOL Surveillance.md (2026-04-22)",
  "appears_in_eps": "AUT-RPT",
  "futurist_phase": "Phase 1 (2026)",
  "is_macro_claim": false,
  "total_mentions": 1,
  "priority_weight": 4,
  "ps_cluster_tags": [
    "C5"
  ],
  "report_evidence": "Anchor section: Andrej Karpathy — Autonomy and Autonomous Scientific Discovery.",
  "active_end_month": "2026-12",
  "recent_statement": "Karpathy Feb 2025 onwards X posts and Skill Issue podcast.",
  "watch_events_raw": "Enterprise vibe-coding adoption metrics; IDE-agent market share",
  "months_from_today": 2,
  "probability_layer": "Higher (in-flight)",
  "active_start_month": "2025-01",
  "december_dispersal": {
    "reason": "december_dispersal: domain=AI → 08/2026",
    "new_date": "2026-08-31",
    "old_date": "2026-12-31",
    "applied_at": "2026-04-30T16:28:34.304992+00:00"
  },
  "flag_nia_bracketed": false,
  "resolved_at_source": "validations_observed_at",
  "track_record_grade": "A",
  "track_record_notes": "Karpathy paradigm framings consistently validated.",
  "contradicting_notes": "Human engineers still read/debug code in formal languages; pure-delegation of architecture remains partial.",
  "flag_near_term_2027": false,
  "flag_high_conviction": true,
  "milestones_derived_at": "2026-05-02T03:08:50.517656+00:00",
  "reference_class_match": {
    "decision": "keyword_filtered",
    "computed_at": "