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234_010predictionDefenseAI-scaling

Whole battlefield will be controlled by whoever has the better AI very soon

Predictor: Dave Blundin · ep#234 "Anthropic vs. The Pentagon, Claude Outpaces ChatGPT, and Consulting Gets Replaced" · source

Prior probability
60.0%
Current probability
49.5%
evolves via intake + LBP
Conviction
4/5
Signal quality
B
Resolution
pending
Window
2027-06-01 – 2027-06-30
Edges in / out
10 / 5
Tickers exposed
37

Prediction text

Whole battlefield will be controlled by whoever has the better AI very soon | clearly the whole battlefield will be controlled by who has the better AI imminently like very very soon.

Verbatim quote

From episode "Anthropic vs. The Pentagon, Claude Outpaces ChatGPT, and Consulting Gets Replaced"
clearly the whole battlefield will be controlled by who has the better AI imminently like very very soon.

Predictor: Dave Blundin

κ + Brier as of 2026-05-22
κ (discount)
0.821
Brier
0.0491
excellent
Hits / Misses
3 / 2
of 9 resolved
Hit rate
33.3%
Calibration plot (stated vs observed)

Evidence about this node from Dave Blundin 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 60%2026-04-302026-05-032026-05-10
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 49.5%

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: 6 fired ✓ · 4 pending
  1. 2026-01-11hitDOD awards first Replicator 2 contracts for AI drone interceptors
    How: Pentagon publicly announces first Replicator 2 acquisition contracts for AI-powered autonomous drone interceptors
    Source: https://www.washingtontimes.com/news/2026/jan/15/pentagon-awards-first-contracts-ai-powered-drone-interceptors/ — Washington Times Pentagon Replicator 2 awardsconf 99%
  2. 2026-01-31hitPentagon launches $100M drone swarm challenge
    How: DOD/DAWG publicly launches ≥$100M challenge focused specifically on AI-coordinated drone swarms
    Source: https://www.defenseone.com/technology/2026/01/pentagon-leans-drone-swarms-100m-challenge/410742/ — Defense One Pentagon $100M drone swarm challengeconf 99%
  3. 2026-06-01 → 2027-06-30pendingReplicator delivers thousands of autonomous units (vs hundreds 2025)
    How: DOD/CRS confirms Replicator/DAWG fielded ≥3,000 AI-enabled autonomous platforms, achieving original Replicator 1 goal post-slip
    Source: https://www.congress.gov/crs-product/IF12611 — CRS Replicator backgroundconf 55%
    Notes: CRS noted only 'hundreds' delivered by August 2025 target — slip is documented but ramp likely to continue.
  4. 2026-06-01 → 2027-06-30pendingAI weapons score combat-relevant decisive engagement edge in major war game
    How: DAWG/DOD wargame or live exercise publishes findings showing AI-coordinated forces decisively defeat conventional forces in simulated combat
    Source: https://www.govconwire.com/articles/drones-unmanned-systems-war-dept-initiatives-dawg — GovConWire on DAWG initiativesconf 45%
  5. 2027-01-01 → 2027-06-30pendingFirst fully autonomous (lethal) AI weapon authorized for use
    How: DOD or NATO ally publicly authorizes first fully autonomous lethal AI weapon (no human in kill chain) for operational use
    Source: https://taskandpurpose.com/tech-tactics/the-pentagon-is-facing-hard-decisions-about-letting-ai-weapons-kill/ — Task & Purpose on Pentagon autonomous-weapons policyconf 30%
    Notes: Cascade — current systems retain human-in-the-loop. Crossing this line is the inflection for 'AI controls battlefield'.

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: 50%)

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
LBP2026-05-10T02:00:02Z49.5%-1.2pp
Network propagation: 50.7% → 49.5%
6-iter LBP, residual 0.00584 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e5c18d29
LBP2026-05-03T02:00:01Z50.7%-2.2pp
Network propagation: 52.9% → 50.7%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
LBP2026-04-30T16:39:51Z52.9%-2.9pp
Network propagation: 55.8% → 52.9%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
LBP2026-04-30T02:18:57Z55.8%-4.2pp
Network propagation: 60.0% → 55.8%
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
killerTK09
Energy Grid Cap (Data Center Power Wall)
35.0%0.0500.600-0.088
prereqSEM_015
Nvidia agreed to remit 15% of China chip-sale revenue directJensen Huang
66.3%0.6000.050-0.076
prereqSEM_027
Nvidia Data Center revenue +66% YoY, contributing ~90% of $5Joseph Moore
68.3%0.6000.050-0.075
killerTK05
Rate Regime Persistence (10y > 5% through 2028)
30.0%0.0500.600-0.060
killerTK03
AI Regulatory Moratorium (EU/US Capability Freeze)
10.0%0.0500.600+0.050

Top outgoing (children)

Predictions THIS node influences

KindNodeTheir probP(c|s=T)P(c|s=F)Δ implied
prereq232_057
First person to arrive on moon/Mars will find bed made by OpDave Blundin
34.8%0.6000.050-0.029
prereq242_023
World will have 10x more wealth around 2034-2036Dave Blundin
34.2%0.6000.050-0.023
prereq246_016
Dragonfly nuclear-powered octicopter arrives at Titan in 203Peter Diamandis
35.6%0.6500.050-0.013
prereq230_020
Peter's 14-year-old son Milan will never get a driver's licePeter Diamandis
34.7%0.6500.050-0.004
prereq240_036
TEPCO's restarted reactor will support 20% of Japan's electrPeter Diamandis
34.3%0.6500.050+0.000

Ticker exposure

37 ticker(s) linked

Beneficiaries (24)

MUWULFIRENEQIXALABAPLDASMIYASMLPLABNVDANBISCRWVAAPLAMTAMZNDELLGOOGLIRMLNVGYMETAMSFTORCLSFTBYSTX

Adverse (6)

ACNGENCHGGIBMWNSLRN

Prerequisites (10)

Predictions that must hit first
TypePredTitleDomainLag
prereqSEM_011Nvidia became the world's first $5 trillion company (late 2025), operating a near-monopoly on advanced AI chips.Capital Markets
prereqSEM_027Nvidia Data Center revenue +66% YoY, contributing ~90% of $57B fiscal Q3 revenue; >$4.5T market cap entirely underpinned by AI silicon.Capital Markets
prereqSEM_014Nvidia's Arizona-based TSMC factory successfully fabricated cutting-edge semiconductors on US soil for first time in decades (October 2025).Manufacturing
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_015Nvidia agreed to remit 15% of China chip-sale revenue directly to US government in exchange for reversing specific AI chip export bans.Policy/Semis
killerTK09Energy Grid Cap (Data Center Power Wall)
killerTK05Rate Regime Persistence (10y > 5% through 2028)
killerTK01AGI Capability Plateau (2026-27 Training Stall)
killerTK02AI Compute Supply Shock (TSMC/Taiwan Disruption)
killerTK03AI Regulatory Moratorium (EU/US Capability Freeze)

Dependents (5)

Predictions enabled by this
TypePredTitleDomainLag
prereq230_020Peter's 14-year-old son Milan will never get a driver's license.Auto/Transport
prereq246_016Dragonfly nuclear-powered octicopter arrives at Titan in 2034.Space
prereq240_036TEPCO's restarted reactor will support 20% of Japan's electric needs by 2040Energy
prereq232_057First person to arrive on moon/Mars will find bed made by Optimus robots; robots not astronauts lead exploration.Robotics
prereq242_023World will have 10x more wealth around 2034-2036Macro/Economy

Linked documents (9)

Auto-generated by cosine similarity from Polymarket / Manifold / EDGAR / GDELT
SimSourceTitleMarket probPolarityReviewedPublished
0.653manifoldHow will reading "If Anyone Builds It, Everyone Dies: Why Superhuman AI Would Kill Us All" affect my P(Doom)?mentionspending2026-05-17
0.588manifoldRcb vs gt who is win99%mentionspending2026-05-31
0.581manifoldWho will win CLASH (HS)?mentionspending2026-05-12
0.575manifoldWill North Korea conduct a major military provocation24%mentionspending2026-05-09
0.568manifoldVALVE?!4%mentionspending2026-04-23
0.561manifoldWill Ukraine gain more territory than it loses this week, according to pro-Ukraine mappers?60%mentionspending2026-05-17
0.561manifoldWill Ukraine gain more territory than it loses this week, according to pro-Ukraine mappers?57%mentionspending2026-05-12
0.561manifoldWill Ukraine gain more territory than it loses this week, according to pro-Ukraine mappers?63%mentionspending2026-05-24
0.552manifoldWho will win DEATH BATTLE: The Sentry vs Superboy-Prime?mentionspending2026-06-04

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "url": "https://www.youtube.com/watch?v=dmtvGKuRE64",
  "mode": "PREDICTION",
  "role": "Host",
  "context": "No, this is this this is like so that's a tiny little preview of what's coming with AI because you know clearly the whole battlefield will be controlled by who has the better AI imminently like very very soon.",
  "to_year": 2028,
  "verbatim": "clearly the whole battlefield will be controlled by who has the better AI imminently like very very soon.",
  "conv_cues": "clearly; imminently",
  "direction": "HAPPEN",
  "from_year": 2026,
  "timeframe": "Near-term",
  "conv_level": "HIGH",
  "milestones": [
    {
      "kind": "llm_pre_event",
      "label": "DOD awards first Replicator 2 contracts for AI drone interceptors",
      "source": "https://www.washingtontimes.com/news/2026/jan/15/pentagon-awards-first-contracts-ai-powered-drone-interceptors/ — Washington Times Pentagon Replicator 2 awards",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -10,
      "source_id": null,
      "confidence": 0.99,
      "source_url": "https://www.washingtontimes.com/news/2026/jan/15/pentagon-awards-first-contracts-ai-powered-drone-interceptors/",
      "expected_date": "2026-01-11",
      "observed_date": "2026-01-11",
      "research_origin": "deep_research",
      "measurement_criterion": "Pentagon publicly announces first Replicator 2 acquisition contracts for AI-powered autonomous drone interceptors"
    },
    {
      "kind": "llm_pre_event",
      "label": "Pentagon launches $100M drone swarm challenge",
      "source": "https://www.defenseone.com/technology/2026/01/pentagon-leans-drone-swarms-100m-challenge/410742/ — Defense One Pentagon $100M drone swarm challenge",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -9,
      "source_id": null,
      "confidence": 0.99,
      "source_url": "https://www.defenseone.com/technology/2026/01/pentagon-leans-drone-swarms-100m-challenge/410742/",
      "expected_date": "2026-01-31",
      "observed_date": "2026-01-31",
      "research_origin": "deep_research",
      "measurement_criterion": "DOD/DAWG publicly launches ≥$100M challenge focused specifically on AI-coordinated drone swarms"
    },
    {
      "kind": "prereq",
      "label": "Nvidia became the world's first $5 trillion company (late 2025), operating a near-monopoly on advanced AI chips.",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -8,
      "source_id": "SEM_011",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "prereq",
      "label": "Nvidia Data Center revenue +66% YoY, contributing ~90% of $57B fiscal Q3 revenue; >$4.5T market cap entirely underpinned by AI silicon.",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -7,
      "source_id": "SEM_027",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "prereq",
      "label": "Nvidia's Arizona-based TSMC factory successfully fabricated cutting-edge semiconductors on US soil for first time in decades (October 2025).",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -6,
      "source_id": "SEM_014",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "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": -5,
      "source_id": "SEM_012",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "prereq",
      "label": "Nvidia agreed to remit 15% of China chip-sale revenue directly to US government in exchange for reversing specific AI chip export bans.",
      "status": "pending",
      "weight": 0.5,
      "ordinal": -4,
      "source_id": "SEM_015",
      "expected_date": "2026-06-25",
      "observed_date": null
    },
    {

... (truncated)