← Cockpit
237_018predictionAIAI-timing

We are seeing a Cambrian explosion of OpenClaw variants (PicoClaw, IronClaw, NanoClaw, Nanobot, etc.) with many more to come.

Predictor: Alex Wissner-Gross · ep#237 "OpenClaw Explained: Baby AGI, Security Threats, Mac Mini Became Everyone's Supercomputer" · source

Prior probability
50.0%
Current probability
39.7%
evolves via intake + LBP
Conviction
4/5
Signal quality
B
Resolution
pending
Window
2026-06-01 – 2026-06-30
Edges in / out
8 / 5
Tickers exposed
33

Prediction text

We are seeing a Cambrian explosion of OpenClaw variants (PicoClaw, IronClaw, NanoClaw, Nanobot, etc.) with many more to come. | So many different variants. We're seeing a cambrian explosion of claw variants.

Verbatim quote

From episode "OpenClaw Explained: Baby AGI, Security Threats, Mac Mini Became Everyone's Supercomputer"
So many different variants. We're seeing a cambrian explosion of claw variants.

Predictor: Alex Wissner-Gross

κ + Brier as of 2026-05-22
κ (discount)
0.844
Brier
0.0341
excellent
Hits / Misses
6 / 1
of 11 resolved
Hit rate
54.5%
Calibration plot (stated vs observed)

Evidence about this node from Alex Wissner-Gross 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

7 prob_history rows
0%25%50%75%100%prior 50%2026-04-302026-05-102026-05-24
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 39.7%

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: 5 fired ✓ · 1 overdue ⏱
  1. 2026-01-01 → 2026-08-31overdueClaude Code/agent specialty variants (PicoClaude, IronClaude analogues) ship
    How: Anthropic or community ships >=3 specialty agent variants (e.g., resource-constrained, mobile, self-hosted) of Claude-style agent within H1 2026
    Source: Anthropic news, Claude Code release notesconf 70%
  2. 2026-04-30hitMultiple new agent variants launch in H1 2026 (Operator, Mariner, Claude Code, etc.)
    How: At least 5 distinct AI agent products from major labs (OpenAI Operator, Anthropic Claude Code/Computer Use, Google Mariner, Mistral, Meta) actively shipping by mid-2026, demonstrating Cambrian variant explosion
    Source: https://bosio.digital/articles/agent-arms-race-openai-anthropic-google — Agent arms raceconf 95%
    Notes: HIT — OpenAI Operator, Claude Code, Google Mariner all shipping. Agent variant explosion confirmed.
  3. 2026-06-30pendingOpen-source agent framework forks exceed 50 active GitHub projects
    How: GitHub trending or octoverse data shows 50+ active forks/derivatives of LangChain, AutoGPT, OpenClaw-style agent frameworks with >100 stars each
    Source: GitHub trending, ossinsight.io agent framework dashboardconf 85%
  4. 2026-06-01 → 2027-06-30pendingEnterprise agent revenue growth signals real PMF (vs hype)
    How: Anthropic, OpenAI, or Google reports >$500M ARR specifically tied to agent products (separate from chat/API), confirming variants are commercially viable
    Source: Anthropic/OpenAI revenue reporting, The Information, Reutersconf 65%
  5. 2026-06-01 → 2027-12-31pendingAgent platform consolidation begins (M&A or shutdown of variants)
    How: First wave of agent startup acquisitions or shutdowns begins, indicating Cambrian-to-extinction transition. >=3 acquisitions or shutdowns of agent-framework startups by end-2027
    Source: TechCrunch M&A coverage, layoffs.fyiconf 55%
    Notes: Cambrian explosions historically end in mass extinction. Tests Wissner-Gross's framing about variant proliferation continuing.

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
LBP2026-05-24T02:00:02Z39.7%+1.0pp
Network propagation: 38.7% → 39.7%
4-iter LBP, residual 0.01000 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 806b02f8
LBP2026-05-17T02:00:01Z38.7%+2.1pp
Network propagation: 36.6% → 38.7%
5-iter LBP, residual 0.00689 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e607fa96
metadata_milestone_miss_sweep2026-05-10T22:10:52Z36.6%-5.7pp
metadata_milestone_miss_sweep bayesian_v2 n=1 inside=0.366 blend=0.366 LLR=-0.239 κ=0.84 no_blend
Raw metadata
{
  "trf": 1,
  "kappa": 0.8438,
  "base_rate": null,
  "predictor": "Alex Wissner-Gross",
  "total_llr": -0.4054651081081644,
  "grace_days": 7,
  "bayesian_v2": true,
  "prior_logit": -0.3115102846451738,
  "bayes_factor": "1.3:1 against",
  "blend_reason": "no reference_class linked",
  "inside_prior": 0.4227461383892443,
  "kappa_source": "predictor_table",
  "n_milestones": 1,
  "blend_applied": false,
  "contributions": [
    {
      "llr": -0.4054651081081644,
      "kind": "llm_pre_event",
      "kappa": 0.59066,
      "label": "Claude Code/agent specialty variants (PicoClaude, IronClaude analogues) ship",
      "weight": 0.4,
      "strength": "weak",
      "confidence": 0.7,
      "source_url": "https://www.anthropic.com/news/claude-opus-4-5",
      "adjusted_llr": -0.23949202075516837,
      "expected_date": "2026-05-02",
      "measurement_criterion": "Anthropic or community ships >=3 specialty agent variants (e.g., resource-constrained, mobile, self-hosted) of Claude-style agent within H1 2026"
    }
  ],
  "evidence_kind": "metadata_milestone_miss_sweep",
  "inside_source": "history_v2",
  "inside_weight": 0.3,
  "outside_weight": 0.7,
  "posterior_prob": 0.3656318977548732,
  "posterior_logit": -0.5510023054003421,
  "predictor_brier": 0.03413,
  "inside_posterior": 0.3656318977548732,
  "blended_posterior": 0.3656318977548732,
  "reference_class_id": null,
  "total_adjusted_llr": -0.23949202075516837,
  "predictor_n_resolved": 11
}
LBP2026-05-10T02:00:02Z42.3%-1.0pp
Network propagation: 43.3% → 42.3%
6-iter LBP, residual 0.00584 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e5c18d29
LBP2026-05-03T02:00:01Z43.3%-1.5pp
Network propagation: 44.8% → 43.3%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
LBP2026-04-30T16:39:51Z44.8%-2.1pp
Network propagation: 46.9% → 44.8%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
LBP2026-04-30T02:18:57Z46.9%-3.1pp
Network propagation: 50.0% → 46.9%
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
killerTK03
AI Regulatory Moratorium (EU/US Capability Freeze)
10.0%0.0500.500+0.058
prereq234_012
Anthropic revenue will cross OpenAI revenue in middle of 202Peter Diamandis
67.1%0.5000.050-0.048
killerTK01
AGI Capability Plateau (2026-27 Training Stall)
15.0%0.0500.500+0.035
prereqSEM_042
2025 will be the definitive year that agentic systems finallKevin Weil
73.8%0.5000.050-0.019
prereqSEM_012
Nvidia quadrupled chip production output while only doublingJensen Huang
75.0%0.5000.050-0.013

Top outgoing (children)

Predictions THIS node influences

KindNodeTheir probP(c|s=T)P(c|s=F)Δ implied
prereq231_013
Math is cooked (will be solved), physics cooked, biology chaAlex Wissner-Gross
35.4%0.6200.050-0.075
prereq241_043
ASI will arrive within 2 years to 5 years to this next decadPeter Diamandis
35.9%0.6500.050-0.067
prereqCMQ_002
By 2028, AI systems will reach 'independent researcher' leveSam Altman
31.4%0.5500.050-0.062
prereq235_030
Ray Kurzweil predicts Longevity Escape Velocity (LEV) by 203Ray Kurzweil
39.2%0.7500.050-0.060
prereq232_055
We're exiting the industrial age permanently as recursive sePeter Diamandis
35.5%0.7000.050-0.043

Ticker exposure

33 ticker(s) linked

Beneficiaries (23)

SOUNCRWVSITMNVDAARMGTLBBBAITSMAPLDCEVAAIMSFTMRVLSFTBYORCLQCOMAVGOBABAAMDGOOGLIBMAMZNMETA

Adverse (6)

WNSCHGGCTSHIBMINFYACN

Prerequisites (8)

Predictions that must hit first
TypePredTitleDomainLag
prereqSEM_008Training runs costing $10 billion for a single model will commence sometime in 2025.AI
prereq238_009Recursive self-improvement is already happening now (no longer three years out)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
prereq231_013Math is cooked (will be solved), physics cooked, biology char broiled.AI
prereqCMQ_002By 2028, AI systems will reach 'independent researcher' level — driving autonomous scientific discoveries without human intervention.AI

Linked documents (10)

Auto-generated by cosine similarity from Polymarket / Manifold / EDGAR / GDELT
SimSourceTitleMarket probPolarityReviewedPublished
0.621github_releasemeta-llama/llama-models v0.1.3mentionspending2025-02-14
0.618github_releasefacebookresearch/xformers v0.0.35mentionspending2026-02-20
0.603github_releasemeta-llama/llama-models v0.1.4mentionspending2025-02-25
0.597github_releasemeta-llama/llama-api-typescript v0.1.2mentionspending2025-06-28
0.596github_releasemeta-llama/llama-cookbook v0.0.4mentionspending2024-09-25
0.591github_releasepytorch/pytorch v2.7.0mentionspending2025-04-23
0.589github_releasepytorch/pytorch v2.10.0mentionspending2026-01-21
0.587github_release1x-technologies/halodi-robot-models 2.3.3mentionspending2020-11-03
0.586github_releasemeta-llama/llama-api-python v0.4.0mentionspending2025-09-17
0.584manifold[short fuse] What was the source of the explosion-like sound heard in New England? [add responses]mentionspending2026-05-30

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "url": "https://www.youtube.com/watch?v=qP73cGLQmCU",
  "mode": "FORECAST",
  "role": "Host",
  "context": "There's nano claw as well which is focused on security and there's nanobot which is like pythonbased but easy to understand the python. So many different variants. We're seeing a cambrian explosion of claw variants.",
  "to_year": 2027,
  "verbatim": "So many different variants. We're seeing a cambrian explosion of claw variants.",
  "conv_cues": "cambrian explosion",
  "direction": "UP",
  "from_year": 2026,
  "timeframe": "near-term/ongoing",
  "conv_level": "HIGH",
  "milestones": [
    {
      "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": -6,
      "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": -5,
      "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": -4,
      "source_id": "234_012",
      "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": "prereq",
      "label": "Recursive self-improvement is already happening now (no longer three years out)",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -2,
      "source_id": "238_009",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "llm_pre_event",
      "label": "Claude Code/agent specialty variants (PicoClaude, IronClaude analogues) ship",
      "source": "Anthropic news, Claude Code release notes",
      "status": "overdue",
      "weight": 0.4,
      "ordinal": -1,
      "source_id": null,
      "confidence": 0.7,
      "source_url": "https://www.anthropic.com/news/claude-opus-4-5",
      "expected_date": "2026-05-02",
      "miss_emitted_at": "2026-05-10T22:10:52.342846+00:00",
      "miss_emitted_by": "metadata_milestone_sweep",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2026-08-31",
        "from": "2026-01-01"
      },
      "measurement_criterion": "Anthropic or community ships >=3 specialty agent variants (e.g., resource-constrained, mobile, self-hosted) of Claude-style agent within H1 2026"
    },
    {
      "kind": "event",
      "label": "We are seeing a Cambrian explosion of OpenClaw variants (PicoClaw, IronClaw, NanoClaw, Nanobot, etc.) with many more to come.",
      "status": "pending",
      "weight": 1,
      "ordinal": 0,
      "source_id": "237_018",
      "expected_date": "2026-06-20",
      "observed_date": null
    },
    {
      "kind": "llm_pre_event",
      "label": "Multiple new agent variants launch in H1 2026 (Operator, Mariner, Claude Code, etc.)",
      "notes": "HIT — OpenAI Operator, Claude Code, Google Mariner all shipping. Agent variant explosion confirmed.",
      "source": "https://bosio.digital/articles/agent-arms-race-openai-anthropic-google — Agent arms race",
      "status": "hit",
      "weight": 0.4,
      "ordinal": 1,
      "source_id": null,
      "confidence": 0.95,
      "source_url": "https://bosio.digital/articles/agent-arms-race-openai-anthropic-google",
      "expected_date": "2026-06-30",
      
... (truncated)