AI vs AI will dominate cybersecurity, not humans
Predictor: Dave Blundin · ep#234 "Anthropic vs. The Pentagon, Claude Outpaces ChatGPT, and Consulting Gets Replaced" · source
Prediction text
AI vs AI will dominate cybersecurity, not humans | the pace at which they can probe around is so much higher than any human could ever defend against. So it's it's clearly AI against AI in cyber security.
Verbatim quote
the pace at which they can probe around is so much higher than any human could ever defend against. So it's it's clearly AI against AI in cyber security.
Predictor: Dave Blundin
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
This node isn't linked to a reference class. The Bayesian update applies without outside-view blending.
Probability over time
Milestone chain
- 2026-04-30hitProduction deployment of autonomous SOC AI agents at major enterpriseHow: At least one Fortune 500 company publicly discloses replacement of L1 SOC analyst tier with autonomous AI agents handling triage and response without human-in-the-loop on routine casesSource: ISC2 — AI-Driven Defense and Autonomous Attacksconf 85%Notes: HIT — ISC2 confirms autonomous agents handling SOC triage in production.
- 2025-01-01 → 2026-06-30overdueFirst documented agentic AI cyberattack in the wildHow: Public incident report (e.g., from Mandiant, CrowdStrike, Microsoft Threat Intel) documents an attack where adversary used multi-step agentic AI to autonomously plan, adapt, and execute the intrusionSource: Major threat intelligence reportsconf 75%Notes: Pace continues to escalate; Conifers/Palo Alto reports describe agentic attacks as emerging.
- 2025-11-15hitPalo Alto Networks declares 2026 'Year of the Defender' with autonomous AIHow: Major security vendor (Palo Alto, CrowdStrike, SentinelOne) publishes 2026 prediction explicitly framing the year as AI-vs-AI dominant in cybersecuritySource: Palo Alto Networks — 2026 Cybersecurity Predictionsconf 95%Notes: HIT — Palo Alto Networks formally framed 2026 as 'Year of the Defender' driven by AI-vs-AI dynamics.
- 2025-06-01 → 2026-12-31pendingMajor ransomware attack attributed to LLM-driven adversaryHow: Public attack causing >$100M damage where forensics conclude attacker used LLM/agentic AI to scale phishing, exploitation, or lateral movementSource: Trend Micro / Mandiant / FBI IC3 reportsconf 60%Notes: Cascade — The attacker side of the AI-vs-AI dynamic.
- 2026-06-01 → 2027-12-31pendingAI security spend overtakes traditional SIEM/SOAR spendHow: Gartner, IDC, or Forrester reports show enterprise spend on AI-native security platforms exceeds spend on traditional SIEM+SOAR for the first timeSource: Gartner Hype Cycle / IDC Worldwide Security Spending Guideconf 55%Notes: Cascade — Validates the structural shift Blundin describes.
What if this resolves?
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
Raw metadata
{
"trf": 1,
"kappa": 0.8214,
"base_rate": null,
"predictor": "Dave Blundin",
"total_llr": -0.4054651081081644,
"grace_days": 7,
"bayesian_v2": true,
"prior_logit": 0.11775131857612457,
"bayes_factor": "1.3:1 against",
"blend_reason": "no reference_class linked",
"inside_prior": 0.5294038628653677,
"kappa_source": "predictor_table",
"n_milestones": 1,
"blend_applied": false,
"contributions": [
{
"llr": -0.4054651081081644,
"kind": "llm_pre_event",
"kappa": 0.61605,
"label": "First documented agentic AI cyberattack in the wild",
"weight": 0.4,
"strength": "weak",
"confidence": 0.75,
"source_url": null,
"adjusted_llr": -0.24978677985003467,
"expected_date": "2025-09-30",
"measurement_criterion": "Public incident report (e.g., from Mandiant, CrowdStrike, Microsoft Threat Intel) documents an attack where adversary used multi-step agentic AI to autonomously plan, adapt, and execute the intrusion"
}
],
"evidence_kind": "metadata_milestone_miss_sweep",
"inside_source": "history_v2",
"inside_weight": 0.3,
"outside_weight": 0.7,
"posterior_prob": 0.4670390058554015,
"posterior_logit": -0.13203546127391008,
"predictor_brier": 0.0491,
"inside_posterior": 0.4670390058554015,
"blended_posterior": 0.4670390058554015,
"reference_class_id": null,
"total_adjusted_llr": -0.24978677985003467,
"predictor_n_resolved": 9
}Network propagation neighbors
Top incoming (parents)
Edges that influence THIS node's belief
| Kind | Node | Their prob | P(c|s=T) | P(c|s=F) | Δ implied |
|---|---|---|---|---|---|
| killer | TK03 AI Regulatory Moratorium (EU/US Capability Freeze) | 10.0% | 0.050 | 0.600 | +0.078 |
| killer | TK02 AI Compute Supply Shock (TSMC/Taiwan Disruption) | 12.0% | 0.050 | 0.600 | +0.067 |
| killer | TK09 Energy Grid Cap (Data Center Power Wall) | 35.0% | 0.050 | 0.600 | -0.060 |
| prereq | SEM_014 Nvidia's Arizona-based TSMC factory successfully fabricated — Jensen Huang | 86.1% | 0.600 | 0.050 | +0.052 |
| killer | TK01 AGI Capability Plateau (2026-27 Training Stall) | 15.0% | 0.050 | 0.600 | +0.050 |
Top outgoing (children)
Predictions THIS node influences
| Kind | Node | Their prob | P(c|s=T) | P(c|s=F) | Δ implied |
|---|---|---|---|---|---|
| prereq | 248_040 Pausing AI will fail and only accelerate race dynamics. — Alex Wissner-Gross | 53.0% | 0.920 | 0.050 | -0.068 |
| prereq | 247_023 AI will be able to do everything a white collar worker does — Dave Blundin | 40.8% | 0.720 | 0.050 | -0.040 |
| prereq | 242_031 Most large companies' business models will be disrupted in 2 — Peter Diamandis | 36.1% | 0.650 | 0.050 | -0.027 |
| prereq | 244_019 Peter's son won't need a driver's license in 2 years — Peter Diamandis | 48.4% | 0.920 | 0.050 | -0.022 |
| prereq | 232_055 We're exiting the industrial age permanently as recursive se — Peter Diamandis | 35.5% | 0.700 | 0.050 | +0.003 |
Ticker exposure
Beneficiaries (24)
Adverse (6)
Prerequisites (10)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| prereq | SEM_011 | Nvidia became the world's first $5 trillion company (late 2025), operating a near-monopoly on advanced AI chips. | Capital Markets | — |
| prereq | SEM_027 | Nvidia Data Center revenue +66% YoY, contributing ~90% of $57B fiscal Q3 revenue; >$4.5T market cap entirely underpinned by AI silicon. | Capital Markets | — |
| prereq | SEM_014 | Nvidia's Arizona-based TSMC factory successfully fabricated cutting-edge semiconductors on US soil for first time in decades (October 2025). | Manufacturing | — |
| prereq | SEM_012 | Nvidia quadrupled chip production output while only doubling human headcount — achieved by deploying AI coding tools (Cursor, Claude Code) across engineering. | AI/Manufacturing | — |
| prereq | SEM_015 | Nvidia agreed to remit 15% of China chip-sale revenue directly to US government in exchange for reversing specific AI chip export bans. | Policy/Semis | — |
| killer | TK09 | Energy Grid Cap (Data Center Power Wall) | — | — |
| killer | TK05 | Rate Regime Persistence (10y > 5% through 2028) | — | — |
| killer | TK01 | AGI Capability Plateau (2026-27 Training Stall) | — | — |
| killer | TK02 | AI Compute Supply Shock (TSMC/Taiwan Disruption) | — | — |
| killer | TK03 | AI Regulatory Moratorium (EU/US Capability Freeze) | — | — |
Dependents (5)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| prereq | 244_019 | Peter's son won't need a driver's license in 2 years | Auto/Transport | — |
| prereq | 248_040 | Pausing AI will fail and only accelerate race dynamics. | AI | — |
| prereq | 247_023 | AI will be able to do everything a white collar worker does imminently | AI | — |
| prereq | 232_055 | We're exiting the industrial age permanently as recursive self-improvement unfolds. | AI | — |
| prereq | 242_031 | Most large companies' business models will be disrupted in 2-5 years | Markets/Stocks | — |
Linked documents (2)
| Sim | Source | Title | Market prob | Polarity | Reviewed | Published |
|---|---|---|---|---|---|---|
| 0.696 | manifold | Will there be many more cyber vulnerabilities in 2027 due to AI? | 67% | mentions | pending | 2026-05-16 |
| 0.695 | manifold | When will we see terrorism against AI? | — | mentions | pending | 2026-04-27 |
Raw metadata
{
"nia": false,
"url": "https://www.youtube.com/watch?v=dmtvGKuRE64",
"mode": "THESIS",
"role": "Host",
"context": "A human in the loop at the pace that like you know just the clawbots or the u open claws now the pace at which they can probe around is so much higher than any human could ever defend against. So it's it's clearly AI against AI in cyber security.",
"to_year": 2026,
"verbatim": "the pace at which they can probe around is so much higher than any human could ever defend against. So it's it's clearly AI against AI in cyber security.",
"conv_cues": "clearly",
"direction": "HAPPEN",
"from_year": 2026,
"timeframe": "Near-term",
"conv_level": "HIGH",
"milestones": [
{
"kind": "llm_pre_event",
"label": "Production deployment of autonomous SOC AI agents at major enterprise",
"notes": "HIT — ISC2 confirms autonomous agents handling SOC triage in production.",
"source": "ISC2 — AI-Driven Defense and Autonomous Attacks",
"status": "hit",
"weight": 0.4,
"ordinal": -8,
"source_id": null,
"confidence": 0.85,
"source_url": "https://www.isc2.org/insights/2026/04/ai-driven-defense-and-autonomous-attacks",
"expected_date": "2025-09-30",
"observed_date": "2026-04-30",
"research_origin": "deep_research",
"expected_date_range": {
"to": "2026-06-30",
"from": "2025-01-01"
},
"measurement_criterion": "At least one Fortune 500 company publicly discloses replacement of L1 SOC analyst tier with autonomous AI agents handling triage and response without human-in-the-loop on routine cases"
},
{
"kind": "llm_pre_event",
"label": "First documented agentic AI cyberattack in the wild",
"notes": "Pace continues to escalate; Conifers/Palo Alto reports describe agentic attacks as emerging.",
"source": "Major threat intelligence reports",
"status": "overdue",
"weight": 0.4,
"ordinal": -7,
"source_id": null,
"confidence": 0.75,
"expected_date": "2025-09-30",
"miss_emitted_at": "2026-05-02T22:07:21.384228+00:00",
"miss_emitted_by": "metadata_milestone_sweep",
"research_origin": "training",
"expected_date_range": {
"to": "2026-06-30",
"from": "2025-01-01"
},
"measurement_criterion": "Public incident report (e.g., from Mandiant, CrowdStrike, Microsoft Threat Intel) documents an attack where adversary used multi-step agentic AI to autonomously plan, adapt, and execute the intrusion"
},
{
"kind": "llm_pre_event",
"label": "Palo Alto Networks declares 2026 'Year of the Defender' with autonomous AI",
"notes": "HIT — Palo Alto Networks formally framed 2026 as 'Year of the Defender' driven by AI-vs-AI dynamics.",
"source": "Palo Alto Networks — 2026 Cybersecurity Predictions",
"status": "hit",
"weight": 0.4,
"ordinal": -6,
"source_id": null,
"confidence": 0.95,
"source_url": "https://www.paloaltonetworks.com/cybersecurity-perspectives/2026-cyber-predictions",
"expected_date": "2025-12-01",
"observed_date": "2025-11-15",
"research_origin": "deep_research",
"expected_date_range": {
"to": "2025-12-31",
"from": "2025-11-01"
},
"measurement_criterion": "Major security vendor (Palo Alto, CrowdStrike, SentinelOne) publishes 2026 prediction explicitly framing the year as AI-vs-AI dominant in cybersecurity"
},
{
"kind": "llm_post_event",
"label": "Major ransomware attack attributed to LLM-driven adversary",
"notes": "Cascade — The attacker side of the AI-vs-AI dynamic.",
"source": "Trend Micro / Mandiant / FBI IC3 reports",
"status": "pending",
"weight": 0.4,
"ordinal": -5,
"source_id": null,
"confidence": 0.6,
"expected_date": "2026-03-17",
"research_origin": "training",
"expected_date_range": {
"to": "2026-1
... (truncated)