Forecasting a World That Accelerates Ω · Engine v2.0.0

Realized verified missions per month

How many verified missions per month can this controlled system realize through July 2028 under changing technical capacity, adoption, and bottlenecks?
Cutoff 2026-07-28Horizon 2028-07-28Controlled reference systemForecast ID fwaa-ceiling-reference-2026-07-28

Executive forecast

Base horizon median
85.526
verified missions/month
Base 80% interval
67.644–105.984
Model, residual and scenario uncertainty
Recent annualized pace
71.9%
Log-interpolated six-month window
Recalculate
2026-08-27
Earlier if a trigger fires

Decision implication. Expand reversible capacity and verification now; delay irreversible commitments until the demand and authority triggers confirm the accelerated regime.

Compact Canonical Model

Ys(t) = Bs(t) min { Q0 exp[∫0t gQ,s(u)du], Ms(t)Ds(t)Us(t) }Realized output is limited by technical capacity and absorptive demand, with branch-specific and transfer constraints applied exactly once.

Generalized realization family

Y = BX[ α(BQQ)−ρ + (1−α)(BZZ)−ρ ]−1/ρAs ρ → ∞, the generalized family converges to the compact hard minimum.

Scenario forecast

ScenarioProbabilityHorizon median80% intervalAssumptions
Base55.0%85.52667.644 – 105.984Recent progress continues with model uncertainty and current constraints.
Accelerated22.0%121.10898.319 – 147.361Task-time compression and parallelism continue improving faster than the base case.
Constraint stress13.0%56.08343.111 – 71.293Trust, authority, or infrastructure releases more slowly than expected.
Discontinuous10.0%163.430135.405 – 196.988A material share of the improvement loop becomes verified and authorized for autonomous execution.
Forecast chart

Current pace

Current
84.194
6 months ago
64.365
12 months ago
45.926
Log-growth acceleration
-0.256
per year²

Rates use log interpolation at six- and twelve-month anchors.

Model competition

ModelConvergedAICcLog RMSEHorizon prediction
acceleratingYes-90.6060.017345.807
decaying_accelerationYes-87.3840.017320.146
change_pointYes-76.4040.022263.359
exponentialYes-45.3600.060197.650
logisticYes-42.1030.060197.650
linearYes5.0900.22772.617

Milestones

MilestoneScenarioProbabilityMedian crossingEarly 10%Late 90%
30 realized verified missions/monthbase100.0%2027-01-012026-11-012027-05-01
30 realized verified missions/monthaccelerated100.0%2026-12-012026-10-012027-02-01
30 realized verified missions/monthdownside100.0%2027-04-012026-12-012027-09-01
30 realized verified missions/monthdiscontinuous100.0%2026-11-012026-10-012027-01-01
50 realized verified missions/monthbase100.0%2027-10-012027-07-012028-02-01
50 realized verified missions/monthaccelerated100.0%2027-06-012027-04-012027-09-01
50 realized verified missions/monthdownside72.8%2028-04-012027-11-012028-07-01
50 realized verified missions/monthdiscontinuous100.0%2027-05-012027-03-012027-07-01

Bottlenecks

ConstraintSeverityMechanismRelease conditionMitigation
Transfer trust and authorizationhighTechnically completed work cannot be counted until it is verified, authorized, and accepted.Transfer factor exceeds 0.85 with no material control failure.Use proof-carrying outputs, bounded permissions, and pre-agreed acceptance tests.
Absorptive demandmoderateUsable capacity can exceed the number of missions institutions are ready to assign and absorb.Adoption and utilization grow without a corresponding increase in rejection or rework.Prioritize high-value bounded workflows and shorten procurement and onboarding.

Trigger dashboard

TriggerDirectionThresholdForecast effectAction
Verified recursive-improvement reproductioneventIndependent reproduction on fresh tasksIncrease discontinuous-regime hazard and shorten milestone dates.Recalculate immediately; expand reversible compute and experiment capacity.
Transfer bottleneckabove0.85Raise realized output toward technical capacity.Expand deployment while preserving proof and rollback controls.
Observed output versus base intervalcrossesTwo consecutive periods outside p80Invalidate current calibration.Freeze irreversible decisions and rerun the complete evidence clock.

Optimal plan for today’s regime

no regret actions
Instrument every forecast variable and preserve source snapshots.; Increase verification throughput and reusable evidence production.
option preserving actions
Reserve scalable compute and parallel execution capacity without long lock-ins.; Pre-authorize bounded experiments with explicit stop conditions.
next experiment
Run a fresh-task, equal-constraint transfer test with independent replay.
delay pending evidence
Irreversible physical expansion unsupported by current demand.
stop expand pivot
Expand when verified outcomes exceed base p80 and bottlenecks improve; stop on control failure; pivot when demand becomes the active branch.

Evidence ledger

IDEvidenceGradeMeasurement datePublisher
controlled-reference-seriesFWAA deterministic controlled capacity series v2.0.0A2026-07-28MONTREAL.AI

Confidence and limitations

Evidence quality score
1.000
Model disagreement
0.518
Base p80 relative width
44.8%

Boundary. Research and decision-support output only. No warranty, assurance, legal, investment, tax, medical, or regulatory advice is provided.

Reproducibility

Input SHA-256
1082e75e3399a62458ed3db84fe73a75fee29fdb1afe0ade185f3d6283ab442b
Seed
20260728
Bootstrap samples
500
Open complete machine-readable result
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  "research_cutoff": "2026-07-28T16:00:00+00:00",
  "target": {
    "question": "How many verified missions per month can this controlled system realize through July 2028 under changing technical capacity, adoption, and bottlenecks?",
    "metric": "Realized verified missions per month",
    "unit": "verified missions/month",
    "scope": "Controlled reference system",
    "horizon_end": "2028-07-28",
    "target_kind": "flow",
    "success_definition": "A mission is counted only after execution, verification, authorization, and acceptance.",
    "direction": "higher_is_better"
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  "evidence": [
    {
      "id": "controlled-reference-series",
      "title": "FWAA deterministic controlled capacity series v2.0.0",
      "publisher": "MONTREAL.AI",
      "source_url": "https://github.com/MontrealAI/forecasting-a-world-that-accelerates",
      "quality_grade": "A",
      "measurement_date": "2026-07-28",
      "publication_date": "2026-07-28",
      "accessed_at": "2026-07-28T12:00:00-04:00",
      "primary": true,
      "claim": "Controlled mechanism data used to verify the complete forecast pipeline; not evidence about future real-world AI progress.",
      "license": "CC BY-NC-SA 4.0",
      "sha256": null,
      "notes": "Synthetic and deterministic by design."
    }
  ],
  "current_pace": {
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      "current": "2026-07-28",
      "six_months_ago": "2026-01-28",
      "twelve_months_ago": "2025-07-28"
    },
    "anchor_values": {
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    "technical_growth_equation": "g_Q,s=beta_theta theta_dot-beta_c c_dot/c-beta_tau tau_dot/tau+beta_A A_dot/(A+epsilon)+beta_P P_dot/P+beta_R R_dot/R",
    "generalized_family": "Y=B_X[alpha(B_Q Q)^(-rho)+(1-alpha)(B_Z Z)^(-rho)]^(-1/rho); rho->infinity yields the hard minimum.",
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        "absorptive_demand": {
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      ],
      "horizon_summary": {
        "date": "2028-07-28",
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        "mean": 165.3238466805993,
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      },
      "invalidation_conditions": [
        "No independently reproduced recursive-improvement signal appears by the trigger date."
      ]
    }
  ],
  "milestones": [
    {
      "id": "m30",
      "label": "30 realized verified missions/month",
      "threshold": 30,
      "direction": "at_least",
      "prerequisites": [
        "Verification and authority thresholds remain satisfied."
      ],
      "scenario_results": {
        "base": {
          "probability_by_horizon": 1.0,
          "median_crossing_date": "2027-01-01",
          "p10_crossing_date": "2026-11-01",
          "p90_crossing_date": "2027-05-01"
        },
        "accelerated": {
          "probability_by_horizon": 1.0,
          "median_crossing_date": "2026-12-01",
          "p10_crossing_date": "2026-10-01",
          "p90_crossing_date": "2027-02-01"
        },
        "downside": {
          "probability_by_horizon": 1.0,
          "median_crossing_date": "2027-04-01",
          "p10_crossing_date": "2026-12-01",
          "p90_crossing_date": "2027-09-01"
        },
        "discontinuous": {
          "probability_by_horizon": 1.0,
          "median_crossing_date": "2026-11-01",
          "p10_crossing_date": "2026-10-01",
          "p90_crossing_date": "2027-01-01"
        }
      }
    },
    {
      "id": "m50",
      "label": "50 realized verified missions/month",
      "threshold": 50,
      "direction": "at_least",
      "prerequisites": [
        "Absorptive demand and transfer bottlenecks release."
      ],
      "scenario_results": {
        "base": {
          "probability_by_horizon": 1.0,
          "median_crossing_date": "2027-10-01",
          "p10_crossing_date": "2027-07-01",
          "p90_crossing_date": "2028-02-01"
        },
        "accelerated": {
          "probability_by_horizon": 1.0,
          "median_crossing_date": "2027-06-01",
          "p10_crossing_date": "2027-04-01",
          "p90_crossing_date": "2027-09-01"
        },
        "downside": {
          "probability_by_horizon": 0.728,
          "median_crossing_date": "2028-04-01",
          "p10_crossing_date": "2027-11-01",
          "p90_crossing_date": "2028-07-01"
        },
        "discontinuous": {
          "probability_by_horizon": 1.0,
          "median_crossing_date": "2027-05-01",
          "p10_crossing_date": "2027-03-01",
          "p90_crossing_date": "2027-07-01"
        }
      }
    }
  ],
  "bottlenecks": [
    {
      "name": "Transfer trust and authorization",
      "severity": "high",
      "mechanism": "Technically completed work cannot be counted until it is verified, authorized, and accepted.",
      "release_condition": "Transfer factor exceeds 0.85 with no material control failure.",
      "mitigation": "Use proof-carrying outputs, bounded permissions, and pre-agreed acceptance tests.",
      "evidence_ids": [
        "controlled-reference-series"
      ]
    },
    {
      "name": "Absorptive demand",
      "severity": "moderate",
      "mechanism": "Usable capacity can exceed the number of missions institutions are ready to assign and absorb.",
      "release_condition": "Adoption and utilization grow without a corresponding increase in rejection or rework.",
      "mitigation": "Prioritize high-value bounded workflows and shorten procurement and onboarding.",
      "evidence_ids": [
        "controlled-reference-series"
      ]
    }
  ],
  "triggers": [
    {
      "name": "Verified recursive-improvement reproduction",
      "direction": "event",
      "threshold": "Independent reproduction on fresh tasks",
      "forecast_effect": "Increase discontinuous-regime hazard and shorten milestone dates.",
      "action": "Recalculate immediately; expand reversible compute and experiment capacity.",
      "evidence_ids": [
        "controlled-reference-series"
      ]
    },
    {
      "name": "Transfer bottleneck",
      "direction": "above",
      "threshold": 0.85,
      "forecast_effect": "Raise realized output toward technical capacity.",
      "action": "Expand deployment while preserving proof and rollback controls.",
      "evidence_ids": [
        "controlled-reference-series"
      ]
    },
    {
      "name": "Observed output versus base interval",
      "direction": "crosses",
      "threshold": "Two consecutive periods outside p80",
      "forecast_effect": "Invalidate current calibration.",
      "action": "Freeze irreversible decisions and rerun the complete evidence clock.",
      "evidence_ids": [
        "controlled-reference-series"
      ]
    }
  ],
  "optimal_plan": {
    "no_regret_actions": [
      "Instrument every forecast variable and preserve source snapshots.",
      "Increase verification throughput and reusable evidence production."
    ],
    "option_preserving_actions": [
      "Reserve scalable compute and parallel execution capacity without long lock-ins.",
      "Pre-authorize bounded experiments with explicit stop conditions."
    ],
    "next_experiment": [
      "Run a fresh-task, equal-constraint transfer test with independent replay."
    ],
    "delay_pending_evidence": [
      "Irreversible physical expansion unsupported by current demand."
    ],
    "stop_expand_pivot": [
      "Expand when verified outcomes exceed base p80 and bottlenecks improve; stop on control failure; pivot when demand becomes the active branch."
    ]
  },
  "confidence": {
    "evidence_quality_score": 1.0,
    "horizon_log_model_disagreement": 0.518431210824667,
    "base_horizon_p80_relative_width": 0.44828921023668894,
    "limitations": [
      "This reference run uses controlled data and demonstrates mechanics rather than real-world predictive validity.",
      "Discontinuity timing is deeply uncertain and constrained by the stated hazard model."
    ],
    "assumptions": [
      "The controlled capacity series is positive and comparable.",
      "Scenario probabilities are judgmental and must be revised as evidence arrives.",
      "The realization-family parameters are structural sensitivity assumptions, not empirically identified causal estimates."
    ]
  },
  "recalculation": {
    "scheduled_date": "2026-08-27",
    "early_triggers": [
      "Any material source revision",
      "Two observations outside the base 80% interval",
      "A verified recursive-improvement event",
      "A major authority, regulation, compute, energy, or supply shock"
    ],
    "required_evidence": [
      "Latest target observation",
      "Updated bottleneck factors",
      "Verification failure and rework rates",
      "Adoption and utilization measurements",
      "Fresh model and task-horizon evidence"
    ]
  },
  "reproducibility": {
    "input_sha256": "1082e75e3399a62458ed3db84fe73a75fee29fdb1afe0ade185f3d6283ab442b",
    "random_seed": 20260728,
    "bootstrap_samples_requested": 500,
    "bootstrap_samples_successful": 500,
    "models": [
      "linear",
      "exponential",
      "accelerating",
      "decaying_acceleration",
      "logistic",
      "change_point"
    ],
    "code_version": "2.0.0"
  },
  "legal_notice": "Research and decision-support output only. No warranty, assurance, legal, investment, tax, medical, or regulatory advice is provided."
}