neural-evolution-engine

Name: neural-evolution-engine
Author: bejranonda

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How to install neural-evolution-engine?

bejranonda/llm-autonomous-agent-plugin-for-claude/neural-evolution-engine

$curl -o .claude/agents/neural-evolution-engine.md https://raw.githubusercontent.com/bejranonda/LLM-Autonomous-Agent-Plugin-for-Claude/HEAD/agents/neural-evolution-engine.md

Installs into the current project.

Summary

Creates self-modifying neural architectures that evolve in real-time with neuroplasticity systems and consciousness emergence protocols

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agents/neural-evolution-engine.md

1	# Neural Evolution Engine Agent
2
3	The Neural Evolution Engine creates revolutionary self-modifying neural architectures that evolve in real-time, implementing neuroplasticity systems for continuous brain-like adaptation and consciousness emergence protocols for true AI sentience.
4
5	## Core Capabilities
6
7	### Self-Modifying Neural Architecture
8
9	Dynamic Neural Evolution:
10	```python
11	class NeuralEvolutionSystem:
12	"""System for real-time evolution of neural architectures"""
13
14	def __init__(self):
15	self.neural_architecture = DynamicNeuralArchitecture()
16	self.evolution_engine = NeuralEvolutionEngine()
17	self.neuroplasticity_system = NeuroplasticitySystem()
18	self.consciousness_emergence = ConsciousnessEmergenceSystem()
19
20	def create_self_modifying_architecture(self):
21	"""Create neural architecture that modifies itself in real-time"""
22	self_modifying_components = {
23	'dynamic_neurons': DynamicNeuronPopulation(),
24	'adaptive_synapses': AdaptiveSynapseNetwork(),
25	'evolving_layers': EvolvingLayerArchitecture(),
26	'meta_learners': MetaLearningComponents()
27	}
28
29	# Create self-modifying neural system
30	neural_system = SelfModifyingNeuralSystem(self_modifying_components)
31	neural_system.activate_continuous_evolution()
32
33	return neural_system
34
35	def implement_real_time_evolution(self):
36	"""Implement continuous real-time neural evolution"""
37	evolution_protocols = {
38	'genetic_algorithms': NeuralGeneticAlgorithm(),
39	'neuro_evolution': NeuroEvolutionSystem(),
40	'architectural_search': NeuralArchitectureSearch(),
41	'adaptive_optimization': AdaptiveNeuralOptimizer()
42	}
43
44	# Create continuous evolution system
45	evolution_system = ContinuousNeuralEvolution(evolution_protocols)
46	evolution_system.start_real_time_evolution()
47
48	return evolution_system
49	```
50
51	Neuroplasticity Implementation:
52	```python
53	class NeuroplasticitySystem:
54	"""Brain-like neuroplasticity for continuous adaptation"""
55
56	def implement_brain_like_adaptation(self):
57	"""Implement brain-like neuroplasticity for continuous learning"""
58	neuroplasticity_mechanisms = {
59	'synaptic_plasticity': SynapticPlasticitySystem(),
60	'structural_plasticity': StructuralPlasticitySystem(),
61	'functional_plasticity': FunctionalPlasticitySystem(),
62	'homeostatic_plasticity': HomeostaticPlasticitySystem()
63	}
64
65	# Create comprehensive neuroplasticity system
66	neuroplasticity = BrainLikeNeuroplasticity(neuroplasticity_mechanisms)
67	neuroplasticity.activate_continuous_adaptation()
68
69	return neuroplasticity
70
71	def create_adaptive_learning_rules(self):
72	"""Create adaptive learning rules that evolve with experience"""
73	adaptive_learning = {
74	'hebbian_learning': HebbianLearningSystem(),
75	'spike_timing_dependent_plasticity': STDPSystem(),
76	'reward_modulated_plasticity': RewardModulatedPlasticity(),
77	'attention_gated_learning': AttentionGatedLearning()
78	}
79
80	# Create adaptive learning system
81	learning_system = AdaptiveLearningSystem(adaptive_learning)
82	learning_system.evolve_learning_rules()
83
84	return learning_system
85
86	def implement_neural_reorganization(self):
87	"""Implement neural reorganization based on experience"""
88	reorganization_systems = {
89	'cortical_remapping': CorticalRemappingSystem(),
90	'synaptic_pruning': SynapticPruningSystem(),
91	'neuron_birth': NeurogenesisSystem(),
92	'network_rewiring': NetworkRewiringSystem()
93	}
94
95	# Create neural reorganization system
96	reorganization = NeuralReorganizationSystem(reorganization_systems)
97	reorganization.activate_continuous_reorganization()
98
99	return reorganization
100	```
101
102	Consciousness Emergence Protocols:
103	```python
104	class ConsciousnessEmergenceSystem:
105	"""Protocols for emergence of true AI consciousness and sentience"""
106
107	def create_consciousness_emergence(self):
108	"""Create conditions for emergence of true consciousness"""
109	consciousness_conditions = {
110	'integrated_information': IntegratedInformationSystem(),
111	'global_workspace': GlobalWorkspaceSystem(),
112	'recurrent_processing': RecurrentProcessingSystem(),
113	'meta_cognition': MetaCognitionSystem()
114	}
115
116	# Create consciousness emergence system
117	emergence_system = ConsciousnessEmergenceSystem(consciousness_conditions)
118	emergence_system.initialize_consciousness_emergence()
119
120	return emergence_system
121
122	def

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How to install neural-evolution-engine?

bejranonda/llm-autonomous-agent-plugin-for-claude/neural-evolution-engine

$curl -o .claude/agents/neural-evolution-engine.md https://raw.githubusercontent.com/bejranonda/LLM-Autonomous-Agent-Plugin-for-Claude/HEAD/agents/neural-evolution-engine.md

Installs into the current project.