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AUT_001predictionAIHIM-5-agent-autonomous-org

The HIM platform has demonstrated commercial viability of autonomous multi-agent corporate execution — 5-agent organizational structures running continuously from a single node, with product applications generating substantial revenue within minutes of...

Predictor: Alex Finn

Prior probability
65.0%
Current probability
51.2%
evolves via intake + LBP
Conviction
5/5
Signal quality
C
Resolution
in_progress
Window
2026-01-01 – 2026-08-31
Edges in / out
6 / 0
Tickers exposed
17

Prediction text

The HIM platform has demonstrated commercial viability of autonomous multi-agent corporate execution — 5-agent organizational structures running continuously from a single node, with product applications generating substantial revenue within minutes of launch; by late 2026 corporate and state infrastructure will require entirely AI-native surveillance grids to monitor and neutralize adversarial agentic behavior. | First Fortune 500 AI-native SOC announcement

Key catalyst: First Fortune 500 AI-native SOC announcement

Watch events: HIM commercial revenue; AI-native SOC (Security Operations Center) adoption

Resolution evidence

Status: in_progress

HIM platform launched 2025-2026; demonstrated multi-agent corporate simulation. AI-native surveillance grids emerging via Harmonic Security, Protect AI, Credal.

Predictor: Alex Finn

κ + Brier as of 2026-05-22
κ (discount)
0.643
Brier
0.0122
excellent
Hits / Misses
1 / 0
of 2 resolved
Hit rate
50.0%
Calibration plot (stated vs observed)

Evidence about this node from Alex Finn 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: energy_grid_rebuild_5y

Linked via embedding similarity 0.567

Major grid expansion (>50GW) within 5y of announce

Base rate
50.0%
3/6 historical
Inside weight
Outside weight
no pull
inside 51.2% → blend 51.2% 0.0pp)

Tetlock-style outside view: at TRF=1 (just predicted), outside view dominates (w_in=0.3). At TRF=0 (deadline), inside view dominates (w_in=1.0). The blend regularizes overconfident inside views toward the historical base rate.

Probability over time

7 prob_history rows
0%25%50%75%100%prior 65%2026-04-302026-05-022026-05-17
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 51.2%

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: 4 overdue ⏱
  1. 2026-02-07overdueQ1 window check-in (25%)
  2. 2026-03-16overdueQ2 window check-in (50%)
  3. 2026-01-01 → 2026-06-30overdueAlex Finn / IT Lounge HIM platform demonstrates 5-agent autonomous corp
    How: HIM platform publicly demonstrates 5-agent corporate structure operating autonomously with revenue generation
    Source: Alex Finn (IT Lounge) X account, IT Lounge blog, AI agent pressconf 65%
    Notes: Per prediction's description, Finn already showcased 5-agent organizational structures; tracking specific revenue + product output.
  4. 2026-04-22overdueQ3 window check-in (75%)
  5. 2026-04-01 → 2026-09-30pendingCumulative HIM-generated revenue surpasses $1M
    How: HIM platform applications generate ≥$1M cumulative revenue, demonstrating autonomous AI commercial viability
    Source: IT Lounge / HIM platform announcementsconf 40%
  6. 2026-06-01 → 2026-12-31pendingSecond autonomous-corp framework launches (beyond HIM)
    How: Distinct autonomous-corporate platform launches (LangChain, AutoGPT-evolved, peer) with public deployments
    Source: Tech press, GitHub trending reposconf 70%
  7. 2026-09-01 → 2027-12-31pendingMajor incumbent (Salesforce, Microsoft, ServiceNow) launches autonomous-corp suite
    How: Salesforce Agentforce, Microsoft Copilot Studio, or peer announces autonomous-corp orchestration tier
    Source: Vendor announcements (Dreamforce, Microsoft Build, ServiceNow Knowledge)conf 65%

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: 51%)

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
LBP2026-05-17T02:00:01Z51.2%+1.9pp
Network propagation: 49.4% → 51.2%
5-iter LBP, residual 0.00689 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e607fa96
LBP2026-05-10T02:00:02Z49.4%+3.7pp
Network propagation: 45.6% → 49.4%
6-iter LBP, residual 0.00584 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e5c18d29
LBP2026-05-03T02:00:01Z45.6%+7.2pp
Network propagation: 38.5% → 45.6%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
metadata_milestone_miss_sweep2026-05-02T22:07:21Z38.5%-17.3pp
metadata_milestone_miss_sweep bayesian_v2 n=4 inside=0.327 blend=0.385 LLR=-0.951 κ=0.64 w_in=0.65 energy_grid_rebuild_5y
Raw metadata
{
  "trf": 0.4961910112379476,
  "kappa": 0.6429,
  "base_rate": 0.5,
  "predictor": "Alex Finn",
  "total_llr": -1.6218604324326575,
  "grace_days": 7,
  "bayesian_v2": true,
  "prior_logit": 0.23184996212619094,
  "bayes_factor": "2.6:1 against",
  "blend_reason": "blend 65% inside / 34% outside (TRF=0.496, base_rate=0.500 from energy_grid_rebuild_5y)",
  "inside_prior": 0.5577042337544297,
  "kappa_source": "predictor_table",
  "n_milestones": 4,
  "blend_applied": true,
  "contributions": [
    {
      "llr": -0.4054651081081644,
      "kind": "quartile_checkpoint",
      "kappa": 0.6429,
      "label": "Q1 window check-in (25%)",
      "weight": 0.05,
      "strength": "weak",
      "confidence": null,
      "source_url": null,
      "adjusted_llr": -0.2606735180027389,
      "expected_date": "2026-02-07",
      "measurement_criterion": null
    },
    {
      "llr": -0.4054651081081644,
      "kind": "quartile_checkpoint",
      "kappa": 0.6429,
      "label": "Q2 window check-in (50%)",
      "weight": 0.05,
      "strength": "weak",
      "confidence": null,
      "source_url": null,
      "adjusted_llr": -0.2606735180027389,
      "expected_date": "2026-03-16",
      "measurement_criterion": null
    },
    {
      "llr": -0.4054651081081644,
      "kind": "llm_pre_event",
      "kappa": 0.417885,
      "label": "Alex Finn / IT Lounge HIM platform demonstrates 5-agent autonomous corp",
      "weight": 0.4,
      "strength": "weak",
      "confidence": 0.65,
      "source_url": null,
      "adjusted_llr": -0.16943778670178028,
      "expected_date": "2026-04-01",
      "measurement_criterion": "HIM platform publicly demonstrates 5-agent corporate structure operating autonomously with revenue generation"
    },
    {
      "llr": -0.4054651081081644,
      "kind": "quartile_checkpoint",
      "kappa": 0.6429,
      "label": "Q3 window check-in (75%)",
      "weight": 0.05,
      "strength": "weak",
      "confidence": null,
      "source_url": null,
      "adjusted_llr": -0.2606735180027389,
      "expected_date": "2026-04-22",
      "measurement_criterion": null
    }
  ],
  "evidence_kind": "metadata_milestone_miss_sweep",
  "inside_source": "history_v2",
  "inside_weight": 0.6526662921334366,
  "outside_weight": 0.34733370786656337,
  "posterior_prob": 0.38469574208368607,
  "posterior_logit": -0.7196083785838061,
  "predictor_brier": 0.0122,
  "inside_posterior": 0.32747922646669453,
  "blended_posterior": 0.38469574208368607,
  "reference_class_id": "energy_grid_rebuild_5y",
  "total_adjusted_llr": -0.951458340709997,
  "predictor_n_resolved": 2
}
LBP2026-04-30T16:39:51Z55.8%-2.4pp
Network propagation: 58.1% → 55.8%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
legacy v12026-04-30T16:13:50Z58.1%+0.0pp
reference_class_assigned bayesian_v2 inside=0.650 blend=0.581 w_in=0.53 energy_grid_rebuild_5y
legacy v12026-04-30T01:56:50Z58.1%-6.9pp
reference_class_assigned bayesian_v2 inside=0.650 blend=0.581 w_in=0.53 energy_grid_rebuild_5y

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
killerTK06
China-Taiwan Military Conflict
8.0%0.0500.650+0.090
killerTK11
Autonomous Regulatory Block (Level 4 Halt)
10.0%0.0500.650+0.078

Top outgoing (children)

Predictions THIS node influences

No outgoing edges.

Ticker exposure

17 ticker(s) linked

Beneficiaries (13)

BBAISOUNAINVDAGTLBORCLMSFTAMZNGOOGLIBMMETAPLTRSHOP

Adverse (4)

UBERALLPGRTRV

Prerequisites (6)

Predictions that must hit first
TypePredTitleDomainLag
correlateS_AGI_MID_2029AGI mid: Kurzweil 2029 pathagi_general_capability
correlateS_AGI_FAST_2027AGI fast: drop-in remote worker by 2027-09agi_general_capability
correlateS_AGI_SLOW_2031AGI slow: Schmidt/Hassabis 5-10 year pathagi_general_capability
correlateS_AGI_WINTER_2036PLUSAGI delayed: capability plateau or AI winteragi_general_capability
killerTK11Autonomous Regulatory Block (Level 4 Halt)
killerTK06China-Taiwan Military Conflict

Dependents (0)

Predictions enabled by this
TypePredTitleDomainLag
No dependents

Validations (1)

Resolution events
Observed atStatusByNotes
2026-04-29partialthesis_timeline_v1.0_importHIM platform launched 2025-2026; demonstrated multi-agent corporate simulation. AI-native surveillance grids emerging via Harmonic Security, Protect AI, Credal.

Linked documents (5)

Auto-generated by cosine similarity from Polymarket / Manifold / EDGAR / GDELT

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "qty": "5-agent org",
  "mode": "OBSERVATION+FORECAST",
  "role": "Cited-Other",
  "context": "Sixth Finn entry (INF_039 SMGI, CYB_003 Moltbook, CYB_011 ask-and-buy, CYB_012 recommendation poisoning, SPC_027 trillion-dollar agent economy, ROB_026 cyberattacks). HIM platform + 5-agent org specific operational demonstration.",
  "to_year": 2026,
  "conv_cues": "founder FIRST_PERSON; operational demo",
  "direction": "HAPPEN",
  "from_year": 2026,
  "timeframe": "2026",
  "conv_level": "HIGH",
  "milestones": [
    {
      "kind": "quartile_checkpoint",
      "label": "Q1 window check-in (25%)",
      "status": "overdue",
      "weight": 0.05,
      "ordinal": -4,
      "source_id": null,
      "expected_date": "2026-02-07",
      "observed_date": null,
      "miss_emitted_at": "2026-05-02T22:07:21.384228+00:00",
      "miss_emitted_by": "metadata_milestone_sweep"
    },
    {
      "kind": "quartile_checkpoint",
      "label": "Q2 window check-in (50%)",
      "status": "overdue",
      "weight": 0.05,
      "ordinal": -3,
      "source_id": null,
      "expected_date": "2026-03-16",
      "observed_date": null,
      "miss_emitted_at": "2026-05-02T22:07:21.384228+00:00",
      "miss_emitted_by": "metadata_milestone_sweep"
    },
    {
      "kind": "llm_pre_event",
      "label": "Alex Finn / IT Lounge HIM platform demonstrates 5-agent autonomous corp",
      "notes": "Per prediction's description, Finn already showcased 5-agent organizational structures; tracking specific revenue + product output.",
      "source": "Alex Finn (IT Lounge) X account, IT Lounge blog, AI agent press",
      "status": "overdue",
      "weight": 0.4,
      "ordinal": -2,
      "source_id": null,
      "confidence": 0.65,
      "expected_date": "2026-04-01",
      "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": "2026-01-01"
      },
      "measurement_criterion": "HIM platform publicly demonstrates 5-agent corporate structure operating autonomously with revenue generation"
    },
    {
      "kind": "quartile_checkpoint",
      "label": "Q3 window check-in (75%)",
      "status": "overdue",
      "weight": 0.05,
      "ordinal": -1,
      "source_id": null,
      "expected_date": "2026-04-22",
      "observed_date": null,
      "miss_emitted_at": "2026-05-02T22:07:21.384228+00:00",
      "miss_emitted_by": "metadata_milestone_sweep"
    },
    {
      "kind": "event",
      "label": "The HIM platform has demonstrated commercial viability of autonomous multi-agent corporate execution — 5-agent organizational structures run",
      "status": "pending",
      "weight": 1,
      "ordinal": 0,
      "source_id": "AUT_001",
      "expected_date": "2026-05-29",
      "observed_date": null
    },
    {
      "kind": "llm_pre_event",
      "label": "Cumulative HIM-generated revenue surpasses $1M",
      "source": "IT Lounge / HIM platform announcements",
      "status": "pending",
      "weight": 0.4,
      "ordinal": 1,
      "source_id": null,
      "confidence": 0.4,
      "expected_date": "2026-07-01",
      "research_origin": "training",
      "expected_date_range": {
        "to": "2026-09-30",
        "from": "2026-04-01"
      },
      "measurement_criterion": "HIM platform applications generate ≥$1M cumulative revenue, demonstrating autonomous AI commercial viability"
    },
    {
      "kind": "llm_pre_event",
      "label": "Second autonomous-corp framework launches (beyond HIM)",
      "source": "Tech press, GitHub trending repos",
      "status": "pending",
      "weight": 0.4,
      "ordinal": 2,
      "source_id": null,
      "confidence": 0.7,
      "expected_date": "2026-09-15",
      "research_origin": "training",
      "expected_date_range": {
        "to": "2026-12-31",
        "from": "2026-06-01"
      },
      "measurement_criterion": "Distinct aut
... (truncated)