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CYB_025predictionOtherprompter-to-partner-liability

The legal profession must transition from viewing AI as a 'prompter' to an active 'partner' — when an autonomous AI consultant hallucinates legal precedent or medical diagnosis, traditional corporate malpractice frameworks fail; courts must rapidly est...

Predictor: Ralph Losey

Prior probability
82.0%
Current probability
77.1%
evolves via intake + LBP
Conviction
4/5
Signal quality
C
Resolution
in_progress
Window
2026-01-01 – 2030-12-31
Edges in / out
2 / 0
Tickers exposed
4

Prediction text

The legal profession must transition from viewing AI as a 'prompter' to an active 'partner' — when an autonomous AI consultant hallucinates legal precedent or medical diagnosis, traditional corporate malpractice frameworks fail; courts must rapidly establish clear liability boundaries delineating where human oversight ends and autonomous agentic responsibility begins. | First major federal circuit ruling on AI-agent liability

Key catalyst: First major federal circuit ruling on AI-agent liability

Watch events: Major AI-malpractice verdicts; bar AI-liability guidance

Resolution evidence

Status: in_progress

Mata v. Avianca (2023 hallucinated citations), ongoing AI-malpractice case law building 2024-2026; ABA / state bars rapidly issuing AI-use guidance.

Predictor: Ralph Losey

κ + Brier as of 2026-05-22
κ (discount)
0.500
Brier
Hits / Misses
0 / 0
Hit rate

Evidence about this node from Ralph Losey 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

2 prob_history rows
0%25%50%75%100%prior 82%2026-04-302026-04-30
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 77.1%

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 fired ✓ · 6 pending
  1. 2023-06-22hitMata v. Avianca Rule 11 sanctions issued ($5K) — landmark AI hallucination case
    How: Federal court issues Rule 11 sanctions in a case involving AI hallucinations submitted as legal authority
    Source: Wikipedia / NY City Bar / ACC: Mata v. Avianca SDNY $5K sanctions on Schwartz/LoDuca for ChatGPT-generated fake citationsconf 99%
    Notes: Foundational hallucination-liability precedent; predates the prediction window but anchors the framework.
  2. 2026-02-10hitFirst federal court privilege ruling on AI agent communications
    How: Federal court rules on whether AI-agent-generated documents/communications qualify for attorney-client privilege or work-product doctrine
    Source: U.S. v. Heppner, SDNY (Judge Rakoff): Anthropic Claude documents not protected by attorney-client privilege or work productconf 90%
    Notes: First-of-its-kind decision on AI privilege boundaries — direct evidence of courts grappling with prompter-vs-partner distinction.
  3. 2026-03-07hitFirst federal court ruling on AI tool product liability (Nippon Life v. OpenAI)
    How: Federal court accepts a product-liability frame against an AI provider distinct from professional malpractice frame
    Source: Stanford CodeX: Designed to Cross — Why Nippon Life v. OpenAI Is a Product Liability Case ($10.3M, March 2026)conf 95%
    Notes: Direct precedent for Losey's prediction — courts treating AI vendor as manufacturer, distinct from human-prompter malpractice.
  4. 2026-11-21pendingQ1 window check-in (25%)
  5. 2026-06-01 → 2027-12-31pendingFirst state bar issues binding rule on AI-agent autonomy in legal practice
    How: A state bar (NY, CA, TX, FL) adopts an enforceable rule explicitly distinguishing AI as a tool/prompter vs autonomous AI agent practice, with separate disclosure or supervision requirements
    Source: ABA Model Rules updates, state bar disciplinary committee ordersconf 70%
  6. 2026-09-01 → 2028-06-30pendingFirst federal circuit court of appeals AI-agent liability ruling
    How: A US Circuit Court of Appeals issues a published opinion specifically on autonomous AI agent liability, professional malpractice, or product liability framework
    Source: Federal court records (PACER), Westlaw / LexisNexis circuit opinionsconf 85%
    Notes: Losey's prediction explicitly: 'first major federal circuit ruling on AI-agent liability.' Trial-court rulings (Mata, Heppner, Nippon) precede; circuit ruling is the threshold.
  7. 2027-10-11pendingQ2 window check-in (50%)
  8. 2027-01-01 → 2029-12-31pendingFirst malpractice-style ruling against AI provider for autonomous-agent harm
    How: Court holds an AI provider directly liable under negligence/professional-malpractice (not strict product liability) for harms caused by an autonomous agent acting without sufficient human oversight
    Source: Federal/state court recordsconf 45%
    Notes: Cascade — completes the prompter-to-partner doctrinal shift Losey predicted.
  9. 2028-08-30pendingQ3 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: 77%)

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
LBP2026-04-30T16:39:51Z77.1%-1.8pp
Network propagation: 78.9% → 77.1%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
LBP2026-04-30T02:18:57Z78.9%-3.1pp
Network propagation: 82.0% → 78.9%
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
killerTK11
Autonomous Regulatory Block (Level 4 Halt)
10.0%0.0500.820-0.028
killerTK06
China-Taiwan Military Conflict
8.0%0.0500.820-0.012

Top outgoing (children)

Predictions THIS node influences

No outgoing edges.

Ticker exposure

4 ticker(s) linked

Adverse (4)

ALLPGRTRVUBER

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

Expected milestones (1)

From Sheet 17 Monitoring Triggers
Expected byDescriptionStatus
2030-12-31[Governance 2030-12] s could be solved in the next few years [CYB_025] Major AI-malpractice verdicts; bar AI-liability guidancepending

Validations (1)

Resolution events
Observed atStatusByNotes
2026-04-29partialthesis_timeline_v1.0_importMata v. Avianca (2023 hallucinated citations), ongoing AI-malpractice case law building 2024-2026; ABA / state bars rapidly issuing AI-use guidance.

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": "First Losey entry in dataset. Novel legal-framework observation. Couples with 235_009 (Anthropic legal recourse), 247_004 (Musk v OpenAI precedent).",
  "to_year": 2030,
  "conv_cues": "legal-scholar framing; specific paradigm-shift claim",
  "direction": "HAPPEN",
  "from_year": 2026,
  "timeframe": "2026-2030",
  "conv_level": "HIGH",
  "milestones": [
    {
      "kind": "llm_pre_event",
      "label": "Mata v. Avianca Rule 11 sanctions issued ($5K) — landmark AI hallucination case",
      "notes": "Foundational hallucination-liability precedent; predates the prediction window but anchors the framework.",
      "source": "Wikipedia / NY City Bar / ACC: Mata v. Avianca SDNY $5K sanctions on Schwartz/LoDuca for ChatGPT-generated fake citations",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -9,
      "source_id": null,
      "confidence": 0.99,
      "source_url": "https://en.wikipedia.org/wiki/Mata_v._Avianca,_Inc.",
      "expected_date": "2023-06-22",
      "observed_date": "2023-06-22",
      "research_origin": "deep_research",
      "measurement_criterion": "Federal court issues Rule 11 sanctions in a case involving AI hallucinations submitted as legal authority"
    },
    {
      "kind": "llm_pre_event",
      "label": "First federal court privilege ruling on AI agent communications",
      "notes": "First-of-its-kind decision on AI privilege boundaries — direct evidence of courts grappling with prompter-vs-partner distinction.",
      "source": "U.S. v. Heppner, SDNY (Judge Rakoff): Anthropic Claude documents not protected by attorney-client privilege or work product",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -8,
      "source_id": null,
      "confidence": 0.9,
      "source_url": "https://www.corporatecomplianceinsights.com/ai-risk-2026-critical-changes-general-counsel/",
      "expected_date": "2026-02-10",
      "observed_date": "2026-02-10",
      "research_origin": "deep_research",
      "measurement_criterion": "Federal court rules on whether AI-agent-generated documents/communications qualify for attorney-client privilege or work-product doctrine"
    },
    {
      "kind": "llm_pre_event",
      "label": "First federal court ruling on AI tool product liability (Nippon Life v. OpenAI)",
      "notes": "Direct precedent for Losey's prediction — courts treating AI vendor as manufacturer, distinct from human-prompter malpractice.",
      "source": "Stanford CodeX: Designed to Cross — Why Nippon Life v. OpenAI Is a Product Liability Case ($10.3M, March 2026)",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -7,
      "source_id": null,
      "confidence": 0.95,
      "source_url": "https://law.stanford.edu/2026/03/07/designed-to-cross-why-nippon-life-v-openai-is-a-product-liability-case/",
      "expected_date": "2026-03-31",
      "observed_date": "2026-03-07",
      "research_origin": "deep_research",
      "measurement_criterion": "Federal court accepts a product-liability frame against an AI provider distinct from professional malpractice frame"
    },
    {
      "kind": "quartile_checkpoint",
      "label": "Q1 window check-in (25%)",
      "status": "pending",
      "weight": 0.05,
      "ordinal": -6,
      "source_id": null,
      "expected_date": "2026-11-21",
      "observed_date": null
    },
    {
      "kind": "llm_pre_event",
      "label": "First state bar issues binding rule on AI-agent autonomy in legal practice",
      "source": "ABA Model Rules updates, state bar disciplinary committee orders",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -5,
      "source_id": null,
      "confidence": 0.7,
      "expected_date": "2027-03-17",
      "research_origin": "training",
      "expected_date_range": {
        "to": "2027-12-31",
        "from": "2026-06-01"
      },
      "measurement_criterion": "A state bar (NY, CA, TX, FL) adopts an enforceable rule expl
... (truncated)