← Cockpit
232_010predictionAIAI-timing

Voice becomes the new interface in the AI era, replacing typing.

Predictor: Peter Diamandis · ep#232 "Ben Horowitz: xAI Executive Exodus, Apple's AI Crisis, The Pace of AI | EP #232" · source

Prior probability
65.0%
Current probability
52.2%
evolves via intake + LBP
Conviction
4/5
Signal quality
B
Resolution
pending
Window
2027-06-01 – 2027-06-30
Edges in / out
8 / 5
Tickers exposed
33

Prediction text

Voice becomes the new interface in the AI era, replacing typing. | voice becomes the new interface in the AI era, right? I mean, I can't tell you the amount of time that I'm just speaking to AI versus this cumbersome typing at it.

Verbatim quote

From episode "Ben Horowitz: xAI Executive Exodus, Apple's AI Crisis, The Pace of AI | EP #232"
voice becomes the new interface in the AI era, right? I mean, I can't tell you the amount of time that I'm just speaking to AI versus this cumbersome typing at it.

Predictor: Peter Diamandis

κ + Brier as of 2026-05-22
κ (discount)
0.875
Brier
0.0367
excellent
Hits / Misses
10 / 0
of 15 resolved
Hit rate
66.7%
Calibration plot (stated vs observed)

Evidence about this node from Peter Diamandis 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 65%2026-04-302026-05-022026-05-03
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 52.2%

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: 6 fired ✓ · 1 overdue ⏱ · 2 pending
  1. 2026-01-15overdueOpenAI relaunches voice-first ChatGPT model in early 2026
    How: OpenAI publicly releases a voice-primary ChatGPT model with conversational, low-latency voice as the default interface
    Source: https://medialist.info/en/2026/01/04/chatgpt-2026-the-voice-becomes-the-interface/conf 85%
  2. 2026-02-15hitChatGPT crosses 900M weekly active users
    How: OpenAI confirms ChatGPT weekly active users >=900M, doubling YoY
    Source: https://www.emarketer.com/content/faq-on-voice-ai--how-chatgpt-openai-eclipsing-siri-alexaconf 95%
  3. 2026-06-01 → 2027-06-30pendingVoice AI VC investment exceeds $5B annual run-rate
    How: Voice AI VC funding exceeds $5B annualized, signaling structural shift in interface investment
    Source: https://www.assemblyai.com/blog/voice-ai-in-2026-series-1conf 60%
    Notes: Already $2.1B in 2024; trajectory supports $5B run-rate.
  4. 2026-09-01 → 2027-06-30pending30%+ of weekly AI users primarily use voice as input modality
    How: Industry survey or eMarketer/Mordor data shows >=30% of weekly GenAI users primarily interact via voice
    Source: https://justainews.com/companies/openai/chatgpt-voice-mode-explained/conf 70%

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: 52%)

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
LBP2026-05-03T02:00:01Z52.2%+1.6pp
Network propagation: 50.6% → 52.2%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
metadata_milestone_miss_sweep2026-05-02T22:07:21Z50.6%-7.4pp
metadata_milestone_miss_sweep bayesian_v2 n=1 inside=0.506 blend=0.506 LLR=-0.299 κ=0.87 no_blend
Raw metadata
{
  "trf": 1,
  "kappa": 0.8684,
  "base_rate": null,
  "predictor": "Peter Diamandis",
  "total_llr": -0.4054651081081644,
  "grace_days": 7,
  "bayesian_v2": true,
  "prior_logit": 0.3252132768862561,
  "bayes_factor": "1.3:1 against",
  "blend_reason": "no reference_class linked",
  "inside_prior": 0.5805942396093318,
  "kappa_source": "predictor_table",
  "n_milestones": 1,
  "blend_applied": false,
  "contributions": [
    {
      "llr": -0.4054651081081644,
      "kind": "llm_pre_event",
      "kappa": 0.7381399999999999,
      "label": "OpenAI relaunches voice-first ChatGPT model in early 2026",
      "weight": 0.4,
      "strength": "weak",
      "confidence": 0.85,
      "source_url": "https://medialist.info/en/2026/01/04/chatgpt-2026-the-voice-becomes-the-interface/",
      "adjusted_llr": -0.2992900148989604,
      "expected_date": "2026-01-15",
      "measurement_criterion": "OpenAI publicly releases a voice-primary ChatGPT model with conversational, low-latency voice as the default interface"
    }
  ],
  "evidence_kind": "metadata_milestone_miss_sweep",
  "inside_source": "history_v2",
  "inside_weight": 0.3,
  "outside_weight": 0.7,
  "posterior_prob": 0.5064804525871667,
  "posterior_logit": 0.02592326198729572,
  "predictor_brier": 0.02669,
  "inside_posterior": 0.5064804525871667,
  "blended_posterior": 0.5064804525871667,
  "reference_class_id": null,
  "total_adjusted_llr": -0.2992900148989604,
  "predictor_n_resolved": 14
}
LBP2026-04-30T16:39:51Z58.1%-2.9pp
Network propagation: 60.9% → 58.1%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
LBP2026-04-30T02:18:57Z60.9%-4.1pp
Network propagation: 65.0% → 60.9%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v1 · run 592311ef

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
prereq234_012
Anthropic revenue will cross OpenAI revenue in middle of 202Peter Diamandis
67.1%0.6500.050-0.073
killerTK03
AI Regulatory Moratorium (EU/US Capability Freeze)
10.0%0.0500.650+0.068
killerTK01
AGI Capability Plateau (2026-27 Training Stall)
15.0%0.0500.650+0.038
prereqSEM_042
2025 will be the definitive year that agentic systems finallKevin Weil
73.8%0.6500.050-0.035
prereq235_002
Anthropic will exceed OpenAI in revenue this year (2026).Dave Blundin
74.6%0.6500.050-0.030

Top outgoing (children)

Predictions THIS node influences

KindNodeTheir probP(c|s=T)P(c|s=F)Δ implied
prereq232_055
We're exiting the industrial age permanently as recursive sePeter Diamandis
35.5%0.7000.050+0.036
prereqSEM_034
True artificial general intelligence will be achieved betweeDemis Hassabis
28.7%0.5500.050+0.025
prereq235_030
Ray Kurzweil predicts Longevity Escape Velocity (LEV) by 203Ray Kurzweil
39.2%0.7500.050+0.025
prereq241_043
ASI will arrive within 2 years to 5 years to this next decadPeter Diamandis
35.9%0.6500.050+0.006
prereqCMQ_002
By 2028, AI systems will reach 'independent researcher' leveSam Altman
31.4%0.5500.050-0.002

Ticker exposure

33 ticker(s) linked

Beneficiaries (23)

SOUNCRWVSITMNVDAARMGTLBBBAITSMAPLDCEVAAIMSFTMRVLSFTBYORCLQCOMAVGOBABAAMDGOOGLIBMAMZNMETA

Adverse (6)

WNSCHGGCTSHIBMINFYACN

Prerequisites (8)

Predictions that must hit first
TypePredTitleDomainLag
prereq235_002Anthropic will exceed OpenAI in revenue this year (2026).AI
prereqSEM_008Training runs costing $10 billion for a single model will commence sometime in 2025.AI
prereq234_012Anthropic revenue will cross OpenAI revenue in middle of 2026Markets/Stocks
prereqSEM_012Nvidia quadrupled chip production output while only doubling human headcount — achieved by deploying AI coding tools (Cursor, Claude Code) across engineering.AI/Manufacturing
prereqSEM_0422025 will be the definitive year that agentic systems finally hit the mainstream.AI/Agents
killerTK14Superbubble Pop (S&P 500 -40%, Moonshot Capital Evaporates)
killerTK01AGI Capability Plateau (2026-27 Training Stall)
killerTK03AI Regulatory Moratorium (EU/US Capability Freeze)

Dependents (5)

Predictions enabled by this
TypePredTitleDomainLag
prereq235_030Ray Kurzweil predicts Longevity Escape Velocity (LEV) by 2033.Biotech/Longevity
prereq232_055We're exiting the industrial age permanently as recursive self-improvement unfolds.AI
prereq241_043ASI will arrive within 2 years to 5 years to this next decadeAI
prereqCMQ_002By 2028, AI systems will reach 'independent researcher' level — driving autonomous scientific discoveries without human intervention.AI
prereqSEM_034True artificial general intelligence will be achieved between 2032 and 2042 — 'first we solve AI, then use AI to solve everything else'.AI/AGI

Linked documents (2)

Auto-generated by cosine similarity from Polymarket / Manifold / EDGAR / GDELT
SimSourceTitleMarket probPolarityReviewedPublished
0.608github_releaseopenai/openai-python v2.28.0mentionspending2026-03-13
0.579github_releasefacebookresearch/projectaria_tools 1.5.0mentionspending2024-03-21

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "url": "https://www.youtube.com/watch?v=C1GLT9_tag0",
  "mode": "THESIS",
  "role": "Host",
  "caveats": "Alex Wissner-Gross disagrees, wants BCI/wearables",
  "context": "Yeah, Alex, I would say we've crossed the uncanny valley on voice at this point with with this demonstration. And then voice becomes the new interface in the AI era, right? I mean, I can't tell you the amount of time that I'm just speaking to AI versus this cumbersome typing at it.",
  "to_year": 2028,
  "verbatim": "voice becomes the new interface in the AI era, right? I mean, I can't tell you the amount of time that I'm just speaking to AI versus this cumbersome typing at it.",
  "direction": "HAPPEN",
  "from_year": 2026,
  "timeframe": "unspecified near-term",
  "conv_level": "HIGH",
  "milestones": [
    {
      "kind": "llm_pre_event",
      "label": "OpenAI relaunches voice-first ChatGPT model in early 2026",
      "source": "https://medialist.info/en/2026/01/04/chatgpt-2026-the-voice-becomes-the-interface/",
      "status": "overdue",
      "weight": 0.4,
      "ordinal": -9,
      "source_id": null,
      "confidence": 0.85,
      "source_url": "https://medialist.info/en/2026/01/04/chatgpt-2026-the-voice-becomes-the-interface/",
      "expected_date": "2026-01-15",
      "miss_emitted_at": "2026-05-02T22:07:21.384228+00:00",
      "miss_emitted_by": "metadata_milestone_sweep",
      "research_origin": "deep_research",
      "measurement_criterion": "OpenAI publicly releases a voice-primary ChatGPT model with conversational, low-latency voice as the default interface"
    },
    {
      "kind": "llm_pre_event",
      "label": "ChatGPT crosses 900M weekly active users",
      "source": "https://www.emarketer.com/content/faq-on-voice-ai--how-chatgpt-openai-eclipsing-siri-alexa",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -8,
      "source_id": null,
      "confidence": 0.95,
      "source_url": "https://www.emarketer.com/content/faq-on-voice-ai--how-chatgpt-openai-eclipsing-siri-alexa",
      "expected_date": "2026-02-28",
      "observed_date": "2026-02-15",
      "research_origin": "deep_research",
      "measurement_criterion": "OpenAI confirms ChatGPT weekly active users >=900M, doubling YoY"
    },
    {
      "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": -7,
      "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": -6,
      "source_id": "SEM_008",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "prereq",
      "label": "Anthropic revenue will cross OpenAI revenue in middle of 2026",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -5,
      "source_id": "234_012",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "prereq",
      "label": "Anthropic will exceed OpenAI in revenue this year (2026).",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -4,
      "source_id": "235_002",
      "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": -3,
      "source_id": "SEM_042",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "llm_post_event",
      "label": "Voice AI VC investment exceeds $5B annual run-rate",
      "notes": "Already $2.1B in 2024; trajectory supports $5B run-rate.",
      "source": "htt
... (truncated)