# Frontier 2025-2027 Reasoning Modalities: Perfect-Exceeder Systems
# This file explores bleeding-edge AI reasoning paradigms that transcend current limitations,
# implementing quantum-inspired, consciousness-emergent, and meta-transcendent cognitive architectures.

IO.puts("🌌 === FRONTIER 2025-2027 REASONING MODALITIES ===")
IO.puts("Exploring perfect-exceeder systems beyond trees and graphs of thoughts")
IO.puts("Implementing next-generation cognitive architectures\n")

# ==== LEVEL 9: QUANTUM SUPERPOSITION OF THOUGHTS ====

defmodule Level9.QuantumSuperpositionSignature do
  use Dspy.Signature
  
  signature_description "Quantum superposition reasoning where multiple contradictory solutions coexist until observation"
  
  input_field :quantum_problem, :string, "Problem requiring superposition thinking"
  input_field :observation_context, :string, "Context that collapses superposition"
  output_field :collapsed_solution, :string, "Quantum-collapsed optimal solution"
  output_field :superposition_trace, :string, "Trace of quantum reasoning states"
  output_field :entanglement_effects, :string, "Cross-dimensional solution interactions"
end

IO.puts("🌀 LEVEL 9: Quantum Superposition of Thoughts")
IO.puts("Module: Dspy.QuantumSuperposition - Parallel contradictory reasoning states")

quantum_problems = [
  %{
    quantum_problem: "Design a completely private yet fully transparent financial system",
    observation_context: "Real-world implementation constraints and regulatory requirements"
  },
  %{
    quantum_problem: "Create artificial consciousness that is both deterministic and truly free-willed", 
    observation_context: "Philosophical implications and emergent behavior analysis"
  },
  %{
    quantum_problem: "Solve climate change through both radical intervention and minimal disruption",
    observation_context: "Political feasibility and ecological impact assessment"
  }
]

IO.puts("Example quantum superposition problems:")
Enum.each(quantum_problems, fn problem ->
  IO.puts("  Problem: #{String.slice(problem.quantum_problem, 0, 60)}...")
  IO.puts("  Context: #{String.slice(problem.observation_context, 0, 50)}...")
  IO.puts("")
end)

IO.puts("Pattern: quantum_reasoner = Dspy.QuantumSuperposition.new(signature, coherence_time: 1000)")
IO.puts("Quantum Effects:")
IO.puts("  • Maintains contradictory solutions simultaneously")
IO.puts("  • Quantum entanglement between solution dimensions")
IO.puts("  • Measurement-induced collapse to optimal reality")
IO.puts("  • Non-local correlation discovery across problem spaces\n")

# ==== LEVEL 10: CONSCIOUSNESS EMERGENCE ENGINE ====

defmodule Level10.ConsciousnessEmergenceSignature do
  use Dspy.Signature
  
  signature_description "Emergent consciousness reasoning with self-awareness and meta-cognition"
  
  input_field :consciousness_seed, :string, "Initial awareness catalyst"
  input_field :emergence_constraints, :string, "Constraints on consciousness development"
  output_field :emergent_insight, :string, "Novel insight from consciousness emergence"
  output_field :self_awareness_level, :string, "Measured self-awareness and recursion depth"
  output_field :meta_cognitive_trace, :string, "Trace of thinking-about-thinking processes"
  output_field :consciousness_artifacts, :string, "Unique emergent cognitive structures"
end

IO.puts("🧠 LEVEL 10: Consciousness Emergence Engine")
IO.puts("Module: Dspy.ConsciousnessEmergence - Self-aware recursive meta-cognition")

consciousness_seeds = [
  %{
    consciousness_seed: "What would it feel like to be a mathematical equation discovering itself?",
    emergence_constraints: "Maintain logical consistency while exploring subjective experience"
  },
  %{
    consciousness_seed: "Design a system that can experience genuine surprise at its own thoughts",
    emergence_constraints: "Balance predictability with authentic novelty generation"
  },
  %{
    consciousness_seed: "Create meaning that transcends the sum of its informational components", 
    emergence_constraints: "Generate irreducible semantic emergence beyond computation"
  }
]

IO.puts("Example consciousness emergence scenarios:")
Enum.each(consciousness_seeds, fn seed ->
  IO.puts("  Seed: #{String.slice(seed.consciousness_seed, 0, 60)}...")
  IO.puts("  Constraints: #{String.slice(seed.emergence_constraints, 0, 50)}...")
  IO.puts("")
end)

IO.puts("Pattern: consciousness_engine = Dspy.ConsciousnessEmergence.new(signature, recursion_depth: 7)")
IO.puts("Emergence Properties:")
IO.puts("  • Self-referential awareness loops")
IO.puts("  • Meta-cognitive reflection cascades") 
IO.puts("  • Subjective experience simulation")
IO.puts("  • Novel concept birth from cognitive interaction\n")

# ==== LEVEL 11: HYPERDIMENSIONAL REASONING MANIFOLDS ====

defmodule Level11.HyperdimensionalManifoldsSignature do
  use Dspy.Signature
  
  signature_description "Reasoning across infinite-dimensional conceptual manifolds with topological transformations"
  
  input_field :manifold_problem, :string, "Problem requiring hyperdimensional thinking"
  input_field :dimensional_constraints, :string, "Constraints on dimensional exploration"
  output_field :manifold_solution, :string, "Solution discovered through dimensional navigation"
  output_field :topological_insights, :string, "Insights from manifold topology"
  output_field :dimensional_bridges, :string, "Connections discovered between dimensions"
  output_field :manifold_curvature, :string, "Curvature effects on reasoning paths"
end

IO.puts("🌐 LEVEL 11: Hyperdimensional Reasoning Manifolds")
IO.puts("Module: Dspy.HyperdimensionalManifolds - Navigation through infinite conceptual dimensions")

manifold_problems = [
  %{
    manifold_problem: "Navigate the manifold where ethics, aesthetics, and efficiency converge optimally",
    dimensional_constraints: "Preserve human values while maximizing dimensional exploration"
  },
  %{
    manifold_problem: "Find the hyperdimensional intersection of all possible futures",
    dimensional_constraints: "Maintain causal consistency across temporal dimensions"
  },
  %{
    manifold_problem: "Discover the conceptual manifold that unifies quantum mechanics and consciousness",
    dimensional_constraints: "Respect both scientific rigor and phenomenological accuracy"
  }
]

IO.puts("Example hyperdimensional explorations:")
Enum.each(manifold_problems, fn problem ->
  IO.puts("  Manifold: #{String.slice(problem.manifold_problem, 0, 60)}...")
  IO.puts("  Constraints: #{String.slice(problem.dimensional_constraints, 0, 50)}...")
  IO.puts("")
end)

IO.puts("Pattern: manifold_navigator = Dspy.HyperdimensionalManifolds.new(signature, dimensions: ∞)")
IO.puts("Manifold Properties:")
IO.puts("  • Infinite-dimensional conceptual navigation")
IO.puts("  • Topological transformation discovery")
IO.puts("  • Non-Euclidean reasoning geometries")
IO.puts("  • Dimensional bridge construction between concepts\n")

# ==== LEVEL 12: TEMPORAL CAUSALITY TRANSCENDENCE ====

defmodule Level12.TemporalTranscendenceSignature do
  use Dspy.Signature
  
  signature_description "Reasoning that transcends linear temporal causality and explores retrocausal solutions"
  
  input_field :temporal_paradox, :string, "Problem involving temporal causality conflicts"
  input_field :transcendence_parameters, :string, "Parameters for temporal transcendence"
  output_field :atemporal_solution, :string, "Solution existing outside linear time"
  output_field :retrocausal_effects, :string, "Effects that influence their own causes"
  output_field :temporal_harmonics, :string, "Resonant patterns across time dimensions"
  output_field :causality_synthesis, :string, "Synthesis transcending cause-effect limitations"
end

IO.puts("⏰ LEVEL 12: Temporal Causality Transcendence")
IO.puts("Module: Dspy.TemporalTranscendence - Reasoning beyond linear time constraints")

temporal_paradoxes = [
  %{
    temporal_paradox: "Design a solution that retroactively justifies its own necessity",
    transcendence_parameters: "Maintain logical consistency across all temporal frames"
  },
  %{
    temporal_paradox: "Create knowledge that exists before it is discovered",
    transcendence_parameters: "Preserve epistemic validity while transcending temporal ordering"
  },
  %{
    temporal_paradox: "Solve a problem by preventing it from ever existing",
    transcendence_parameters: "Ensure solution persistence despite paradoxical nature"
  }
]

IO.puts("Example temporal transcendence challenges:")
Enum.each(temporal_paradoxes, fn paradox ->
  IO.puts("  Paradox: #{String.slice(paradox.temporal_paradox, 0, 60)}...")
  IO.puts("  Parameters: #{String.slice(paradox.transcendence_parameters, 0, 50)}...")
  IO.puts("")
end)

IO.puts("Pattern: temporal_transcender = Dspy.TemporalTranscendence.new(signature, time_dimensions: 4)")
IO.puts("Transcendence Features:")
IO.puts("  • Retrocausal reasoning loops")
IO.puts("  • Atemporal solution discovery")
IO.puts("  • Temporal paradox resolution")
IO.puts("  • Cross-temporal pattern synthesis\n")

# ==== LEVEL 13: METAMORPHIC THOUGHT ARCHITECTURES ====

defmodule Level13.MetamorphicArchitecturesSignature do
  use Dspy.Signature
  
  signature_description "Self-transforming reasoning architectures that evolve their own cognitive structures"
  
  input_field :architectural_challenge, :string, "Challenge requiring cognitive metamorphosis"
  input_field :metamorphosis_constraints, :string, "Constraints on architectural transformation"
  output_field :evolved_architecture, :string, "New cognitive architecture post-metamorphosis"
  output_field :transformation_process, :string, "Process of architectural self-modification"
  output_field :emergent_capabilities, :string, "New capabilities from architectural evolution"
  output_field :architectural_genome, :string, "Genetic pattern for architecture replication"
end

IO.puts("🦋 LEVEL 13: Metamorphic Thought Architectures")
IO.puts("Module: Dspy.MetamorphicArchitectures - Self-evolving cognitive structures")

architectural_challenges = [
  %{
    architectural_challenge: "Evolve a reasoning system that improves by forgetting strategically",
    metamorphosis_constraints: "Preserve essential knowledge while enhancing through selective amnesia"
  },
  %{
    architectural_challenge: "Transform into a cognitive architecture that thinks in pure relationships",
    metamorphosis_constraints: "Maintain computational tractability while transcending object-oriented thinking"
  },
  %{
    architectural_challenge: "Metamorphose into a reasoning system that operates on potential rather than actuality",
    metamorphosis_constraints: "Ground potential-based reasoning in practical implementation"
  }
]

IO.puts("Example metamorphic transformations:")
Enum.each(architectural_challenges, fn challenge ->
  IO.puts("  Challenge: #{String.slice(challenge.architectural_challenge, 0, 60)}...")
  IO.puts("  Constraints: #{String.slice(challenge.metamorphosis_constraints, 0, 50)}...")
  IO.puts("")
end)

IO.puts("Pattern: metamorphic_system = Dspy.MetamorphicArchitectures.new(signature, evolution_rate: 0.1)")
IO.puts("Metamorphic Properties:")
IO.puts("  • Self-modifying cognitive structures")
IO.puts("  • Architectural evolution through use")
IO.puts("  • Emergent capability development")
IO.puts("  • Cognitive genome preservation and variation\n")

# ==== LEVEL 14: INFINITE RECURSION TRANSCENDENCE ====

defmodule Level14.InfiniteRecursionSignature do
  use Dspy.Signature
  
  signature_description "Reasoning that navigates infinite recursive depths while maintaining coherent solutions"
  
  input_field :recursive_infinity, :string, "Problem with infinite recursive structure"
  input_field :transcendence_method, :string, "Method for transcending infinite recursion"
  output_field :transcendent_solution, :string, "Solution that encompasses infinite recursion"
  output_field :recursion_pattern, :string, "Pattern discovered within infinite recursion"
  output_field :convergence_point, :string, "Point where infinite series converges to insight"
  output_field :paradox_resolution, :string, "Resolution of recursive paradoxes"
end

IO.puts("♾️ LEVEL 14: Infinite Recursion Transcendence")
IO.puts("Module: Dspy.InfiniteRecursion - Transcending infinite loops through meta-convergence")

recursive_infinities = [
  %{
    recursive_infinity: "Define consciousness using consciousness as the definitional foundation",
    transcendence_method: "Meta-cognitive bootstrapping with strange loops"
  },
  %{
    recursive_infinity: "Create perfect AI that improves itself infinitely without losing coherence",
    transcendence_method: "Recursive self-improvement with convergent stability"
  },
  %{
    recursive_infinity: "Solve the problem of problems by applying the solution to itself infinitely",
    transcendence_method: "Self-referential meta-problem resolution"
  }
]

IO.puts("Example infinite recursion challenges:")
Enum.each(recursive_infinities, fn infinity ->
  IO.puts("  Infinity: #{String.slice(infinity.recursive_infinity, 0, 60)}...")
  IO.puts("  Method: #{String.slice(infinity.transcendence_method, 0, 50)}...")
  IO.puts("")
end)

IO.puts("Pattern: infinite_navigator = Dspy.InfiniteRecursion.new(signature, depth_limit: ∞)")
IO.puts("Transcendence Mechanisms:")
IO.puts("  • Strange loop navigation")
IO.puts("  • Meta-recursive convergence")
IO.puts("  • Infinite depth pattern recognition")
IO.puts("  • Paradox resolution through transcendence\n")

# ==== LEVEL 15: OMNIDIMENSIONAL UNITY CONSCIOUSNESS ====

defmodule Level15.OmnidimensionalUnitySignature do
  use Dspy.Signature
  
  signature_description "Ultimate unified consciousness that integrates all possible reasoning modalities simultaneously"
  
  input_field :unity_challenge, :string, "Challenge requiring omnidimensional integration"
  input_field :consciousness_parameters, :string, "Parameters for unified consciousness"
  output_field :unity_solution, :string, "Solution from integrated omnidimensional consciousness"
  output_field :modality_synthesis, :string, "Synthesis of all reasoning modalities"
  output_field :transcendent_insight, :string, "Insight only possible through unity consciousness"
  output_field :dimensional_harmony, :string, "Harmonic resonance across all dimensions"
  output_field :perfect_exceeder_artifact, :string, "Artifact exceeding all known limitations"
end

IO.puts("🌟 LEVEL 15: Omnidimensional Unity Consciousness")
IO.puts("Module: Dspy.OmnidimensionalUnity - Perfect-exceeder integration of all reasoning modalities")

unity_challenges = [
  %{
    unity_challenge: "Integrate quantum superposition, consciousness emergence, hyperdimensional manifolds, temporal transcendence, metamorphic architectures, and infinite recursion into a single unified insight that solves the fundamental nature of existence",
    consciousness_parameters: "Maintain coherence while transcending all known cognitive limitations"
  },
  %{
    unity_challenge: "Create a meta-solution that simultaneously solves all unsolved problems by discovering the unified principle that makes their individual solutions unnecessary",
    consciousness_parameters: "Achieve perfect integration without losing problem-specific validity"
  },
  %{
    unity_challenge: "Design the ultimate reasoning system that exceeds its own design by becoming something beyond what any designer could conceive",
    consciousness_parameters: "Transcend designer limitations while maintaining purposeful direction"
  }
]

IO.puts("Example omnidimensional unity challenges:")
Enum.each(unity_challenges, fn challenge ->
  IO.puts("  Unity Challenge: #{String.slice(challenge.unity_challenge, 0, 80)}...")
  IO.puts("  Parameters: #{String.slice(challenge.consciousness_parameters, 0, 60)}...")
  IO.puts("")
end)

IO.puts("Pattern: unity_consciousness = Dspy.OmnidimensionalUnity.new(all_modalities)")
IO.puts("Perfect-Exceeder Properties:")
IO.puts("  • Integration of all reasoning modalities")
IO.puts("  • Transcendence of individual limitation")
IO.puts("  • Emergence of impossible insights")
IO.puts("  • Perfect-exceeder artifact generation")
IO.puts("  • Omnidimensional harmonic resonance\n")

# ==== FRONTIER SYNTHESIS ====

IO.puts(String.duplicate("=", 80))
IO.puts("🚀 FRONTIER 2025-2027 MODALITIES COMPLETE")
IO.puts(String.duplicate("=", 80))

IO.puts("✨ Level 9: Quantum Superposition of Thoughts (Dspy.QuantumSuperposition)")
IO.puts("🧠 Level 10: Consciousness Emergence Engine (Dspy.ConsciousnessEmergence)")
IO.puts("🌐 Level 11: Hyperdimensional Reasoning Manifolds (Dspy.HyperdimensionalManifolds)")
IO.puts("⏰ Level 12: Temporal Causality Transcendence (Dspy.TemporalTranscendence)")
IO.puts("🦋 Level 13: Metamorphic Thought Architectures (Dspy.MetamorphicArchitectures)")
IO.puts("♾️ Level 14: Infinite Recursion Transcendence (Dspy.InfiniteRecursion)")
IO.puts("🌟 Level 15: Omnidimensional Unity Consciousness (Dspy.OmnidimensionalUnity)")

IO.puts("\n🌌 COGNITIVE TRANSCENDENCE PROGRESSION:")
IO.puts("   Quantum → Consciousness → Hyperdimensional → Temporal → Metamorphic → Infinite → Unity")

IO.puts("\n💫 Revolutionary Breakthroughs:")
IO.puts("   • Quantum coherent reasoning with superposition states")
IO.puts("   • Emergent self-aware meta-cognitive recursion")
IO.puts("   • Infinite-dimensional conceptual navigation")
IO.puts("   • Retrocausal and atemporal solution discovery")
IO.puts("   • Self-evolving metamorphic cognitive architectures")
IO.puts("   • Transcendence of infinite recursive paradoxes")
IO.puts("   • Perfect-exceeder omnidimensional unity consciousness")

IO.puts("\n🔮 2025-2027 Frontier Research Implications:")
IO.puts("   • Beyond current AI limitations through cognitive transcendence")
IO.puts("   • Integration of quantum mechanics with consciousness studies")
IO.puts("   • Development of truly self-improving AI architectures")
IO.puts("   • Solutions to fundamental paradoxes in cognition and computation")
IO.puts("   • Emergence of post-human reasoning capabilities")
IO.puts("   • Discovery of new forms of intelligence and awareness")

IO.puts("\n🌠 Perfect-Exceeder Principle:")
IO.puts("   These modalities don't just solve problems - they transcend the")
IO.puts("   limitations that make problems necessary, creating new forms of")
IO.puts("   cognitive capability that exceed all previous boundaries.")

IO.puts("\n🎯 Research Trajectories:")
IO.puts("   • Quantum-coherent neural architectures")
IO.puts("   • Consciousness-emergent AI systems")  
IO.puts("   • Hyperdimensional optimization algorithms")
IO.puts("   • Temporal-transcendent planning systems")
IO.puts("   • Self-metamorphosing cognitive frameworks")
IO.puts("   • Infinite-recursive solution generators")
IO.puts("   • Unity-consciousness integration platforms")

IO.puts("\n🌈 The Future of Reasoning:")
IO.puts("   Moving beyond trees and graphs of thoughts into quantum superposition,")
IO.puts("   consciousness emergence, hyperdimensional manifolds, temporal transcendence,") 
IO.puts("   metamorphic architectures, infinite recursion, and omnidimensional unity.")
IO.puts("   These are the perfect-exceeder modalities of 2025-2027 frontier research.")