/aiad-auto-evolution

/aiad-auto-evolution [options]

/aiad-auto-evolution

/aiad-auto-evolution --automation-level conservative --safety-constraints strict

/aiad-auto-evolution --target self --evolution-scope meta

/aiad-auto-evolution --cascade-methodology true --lean4-verification true --automation-level transcendent

/aiad-auto-evolution --target platform_wide --autonomy_level full_autonomous --safety_proof_requirement mathematical_certainty --consensus_threshold 0.85

defmodule AIAD.AutoEvolution.DecisionEngine do
  @moduledoc """
  Autonomous decision-making engine for AIAD ecosystem evolution.
  Every decision requires mathematical safety proof verification
  before autonomous execution is authorized.
  """

  @proof_confidence_threshold 0.99
  @consensus_threshold 0.75

  @spec make_evolution_decisions(map(), map()) :: {:ok, [map()]} | {:error, term()}
  def make_evolution_decisions(context, constraints) do
    context
    |> analyze_evolution_opportunities()
    |> evaluate_risk_benefit_ratios()
    |> generate_evolution_strategies()
    |> validate_safety_constraints(constraints)
    |> verify_mathematical_proofs()
    |> obtain_multi_llm_consensus()
    |> prioritize_evolution_actions()
    |> execute_autonomous_evolution()
  end

  defp verify_mathematical_proofs(strategies) do
    Enum.map(strategies, fn strategy ->
      with {:ok, proof} <- generate_safety_proof(strategy),
           {:ok, verification} <- verify_with_lean4(proof),
           true <- verification.confidence >= @proof_confidence_threshold do
        %{strategy | safety_verified: true, proof: verification}
      else
        _ -> %{strategy | safety_verified: false, blocked: true}
      end
    end)
    |> Enum.filter(& &1.safety_verified)
  end

  defp obtain_multi_llm_consensus(strategies) do
    Enum.map(strategies, fn strategy ->
      consensus = ByzantineConsensus.safety_consensus(strategy)
      case consensus do
        {:safe, result} when result.agreement >= @consensus_threshold ->
          %{strategy | consensus_approved: true}
        _ ->
          %{strategy | consensus_approved: false, blocked: true}
      end
    end)
    |> Enum.filter(& &1.consensus_approved)
  end
end

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