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In just 38 days, the full symbolic chain is almost complete. Currently having (slightly off) symbolic NLP (no neural) and live knowledge retrieval. This includes reasoning (20 types, not all fully functional, like somatic, as it doesn’t have. physical body yet, but the hooks are in place), true word by word response, not token probability, real-time learning and updating of knowledge, working memory via disk and cache, along with a strict ontology via numpy arrays, along with the interface with gemini itself, not to take gemini responses or prompt chain, but to act as an ‘oracle’.
The system is still in its early stages, and has overlap still between modules as it has been refactored constantly, but i believe i have finally found the path. There are still slight issues in its NLP system, which can be adjusted in real time as the system doesn’t require any training. It simply adjusts its datasets and knowledge base as it works to be able to keep itself “in the know”. I’ll post the nlp output for a simple prompt, “hello”, and i’m completely open to further discussion, but i’m not currently willing to expose any actual logic. Only overview documentation.
Here’s the NLP output! (slight issues in NLP still, but completely proprietary symbolic NLP with a neural bridge via Gemini:
2025-07-09 00:06:02,598 | NexyraAGI | INFO | nexyra.core.NexyraOrchestrator | NexyraAGInexyracoreorchestrator.py:161 | NLP Context before knowledge query: 2025-07-09 00:06:02,603 | NexyraAGI | INFO | nexyra.core.NexyraOrchestrator | NexyraAGInexyracoreorchestrator.py:162 | {‘discourse_analysis’: {‘coherence_analysis’: {‘grammatical_cohesion’: {‘cohesion_strength’: 1.0, ‘definite_article_count’: 0,
‘demonstrative_count’: 0,
‘pronoun_count’: 1, ‘reference_density’: 1.0},
‘lexical_cohesion’: {‘cohesion_strength’: 0.0, ‘lexical_diversity’: 1.0, ‘repeated_words’: [], ‘repetition_score’: 0.0}, ‘pragmatic_coherence’: {‘coherence_score’: 0.0,
‘function_distribution’: {‘statement’: 1}, ‘progression_score’: 0.0},
‘semantic_coherence’: {‘average_segment_coherence’: 0.5, ‘coherence_score’: 0.75,
‘topic_continuity’: 1.0,
‘topic_diversity’: 1}}, ‘confidence’: 0.40468750000000003, ‘discourse_relations’: [], ‘discourse_segments’: [{‘coherence_score’: 0.5, ‘discourse_function’: ‘statement’, ‘length’: 5, ‘position’: 0, ‘text’: ‘hello’, ‘topic’: ‘general’}], ‘discourse_structure’: {‘average_segment_length’: 5.0, ‘function_distribution’: Counter({(‘statement’, 1): 1}), ‘segment_count’: 1, ‘structural_complexity’: 1.0, ‘topic_distribution’: Counter({(‘general’, 1): 1})},
‘global_coherence’: 0.4375, ‘information_structure’: {‘focus_structure’: {‘focus_density’: 0.0, ‘focus_marker_count’: 0},
‘given_new_structure’: {‘given_count’: 0, ‘given_new_ratio’: 0,
‘new_count’: 0}, ‘information_flow_score’: 0.16666666666666666,
‘theme_rheme_structure’: {‘theme_count’: 0, ‘themes_identified’: []}}, ‘input_text’: ‘hello’, ‘local_coherence’: 1.0, ‘rhetorical_structure’: {‘dominant_pattern’: None, ‘pattern_confidence’: {}, ‘patterns_detected’: [], ‘structural_elements’: {}}, ‘topic_structure’: {‘main_topics’: [], ‘topic_coherence’: 0.0, ‘topic_development_score’: 0.0, ‘topic_movements’: []}}, ‘input_text’: ‘hello’, ‘integrated_analysis’: {‘cross_level_coherence’: 0.3125, ‘dominant_features’: [{‘feature’: ‘sentence_type’, ‘level’: ‘syntactic’, ‘strength’: 0.8, ‘value’: ‘declarative’}, {‘feature’: ‘semantic_type’, ‘level’: ‘semantic’, ‘strength’: 0.35, ‘value’: ‘description’}], ‘interaction_patterns’: {}, ‘linguistic_complexity’: 0.265, ‘quality_metrics’: {}, ‘unified_representation’: {}}, ‘morphological_analysis’: {‘confidence’: 1.0, ‘important_morphemes’: [‘hello’], ‘input_text’: ‘hello’, ‘morphemes’: [{‘frequency’: 1, ‘meaning’: ‘unknown’, ‘morpheme’: ‘hello’, ‘origin’: ‘unknown’, ‘type’: ‘root’}], ‘morphological_complexity’: {‘average_word_complexity’: 1.0, ‘complexity_distribution’: {‘complex’: 0,
‘moderate’: 0,
‘simple’: 1,
‘very_complex’: 0}, ‘formation_types’: Counter({(‘simple’, 1): 1}), ‘morpheme_types’: Counter({(‘root’, 1): 1}), ‘total_morphemes’: 1, ‘unique_morphemes’: 1}, ‘productivity_analysis’: {‘productive_morphemes’: [], ‘productivity_scores’: {‘hello’: 0.1}, ‘type_token_ratios’: {‘root’: 1.0}, ‘unproductive_morphemes’: [‘hello’]}, ‘word_formation_processes’: [{‘complexity’: 1.0, ‘input_morphemes’: [‘hello’], ‘process_type’: ‘simple’, ‘productivity_score’: 0.9, ‘word’: ‘hello’}], ‘words’: [{‘complexity_score’: 1.0, ‘compound_parts’: [], ‘formation_type’: ‘simple’, ‘irregular_form’: None, ‘is_compound’: False, ‘morphemes’: [{‘meaning’: ‘unknown’, ‘morpheme’: ‘hello’, ‘origin’: ‘unknown’, ‘type’: ‘root’}], ‘prefixes’: [], ‘root’: ‘hello’, ‘suffixes’: [], ‘word’: ‘hello’}]}, ‘overall_confidence’: 0.54796875, ‘phonetic_analysis’: {‘confidence’: 0.35, ‘input_text’: ‘hello’, ‘ipa_transcription’: ‘helo’, ‘phonemes’: [], ‘phonological_features’: {‘consonant_features’: Counter(), ‘feature_distribution’: {}, ‘phonological_processes’: [], ‘vowel_features’: Counter()}, ‘phonotactic_analysis’: {‘complexity_score’: 0.0, ‘constraint_violations’: [], ‘illegal_clusters’: [], ‘legal_clusters’: []}, ‘prosodic_features’: {’emphasis_points’: [], ‘intonation_pattern’: ‘falling’, ‘prosodic_boundaries’: [0], ‘rhythm_type’: ‘unknown’, ‘tone_units’: 1}, ‘stress_pattern’: {‘prominence_score’: 0, ‘rhythmic_pattern’: [], ‘stress_types’: Counter()}, ‘syllable_structure’: {‘average_syllable_length’: 0.0, ‘complexity_score’: 0.0, ‘syllable_types’: Counter(), ‘total_syllables’: 0}}, ‘pragmatic_analysis’: {‘confidence’: 0.5, ‘contextual_features’: {‘directness_level’: {‘level’: ‘neutral’, ‘score’: 0.5}, ’emotional_tone’: {‘intensity’: 0.0, ‘tone’: ‘neutral’}, ‘formality_level’: {‘formal_indicators’: 0, ‘informal_indicators’: 0, ‘level’: ‘neutral’, ‘score’: 0.5}, ‘interaction_type’: ‘declarative’}, ‘deictic_analysis’: {‘deictic_density’: 0.0, ‘person_deixis’: [], ‘place_deixis’: [], ‘time_deixis’: []}, ‘discourse_markers’: [], ‘implicatures’: [{‘cancellable’: True, ‘content’: ‘Minimal response may ‘ ‘indicate reluctance or ‘ ‘discomfort’, ‘implicature_type’: ‘quantity_violation_under_informative’, ‘source’: ‘quantity_violation’, ‘strength’: 0.4}], ‘input_text’: ‘hello’, ‘maxim_adherence’: {‘manner’: {‘evidence’: [], ‘score’: 0.5, ‘violations’: []}, ‘quality’: {‘evidence’: [], ‘score’: 0.5, ‘violations’: []}, ‘quantity’: {‘evidence’: [], ‘score’: 0.3, ‘violations’: [‘too_brief’]}, ‘relation’: {‘evidence’: [], ‘score’: 0.5, ‘violations’: []}}, ‘politeness_strategies’: [], ‘pragmatic_force’: {‘directness’: ‘neutral’, ‘force_strength’: ‘weak’, ‘politeness_level’: ‘neutral’, ‘primary_speech_act’: None, ‘speech_act_confidence’: 0.0}, ‘presuppositions’: [], ‘speech_acts’: []}, ‘preprocessed_text’: ‘hello’, ‘processing_time’: 0.007209300994873047, ‘semantic_analysis’: {‘ambiguity_score’: 0.0, ‘compositional_semantics’: {‘complexity_score’: 0.0, ‘logical_form’: ‘proposition(unknown)’, ‘modifications’: [], ‘negations’: [], ‘predications’: [], ‘quantifications’: []}, ‘conceptual_relations’: [], ‘confidence’: 0.35, ‘input_text’: ‘hello’, ‘meaning_representation’: {‘entities’: [], ‘logical_structure’: ‘proposition(unknown)’,
‘predicates’: [], ‘propositions’: [], ‘relations’: [], ‘semantic_type’: ‘description’}, ‘semantic_coherence’: 0.0, ‘semantic_frames’: [], ‘semantic_roles’: [], ‘word_senses’: [{‘ambiguity’: False, ‘confidence’: 1.0, ‘definition’: ‘an expression of ‘ ‘greeting’, ‘selected_sense’: None, ‘semantic_field’: None, ‘word’: ‘hello’}]}, ‘sociolinguistic_analysis’: {‘accommodation_patterns’: {‘accommodation_type’: ‘neutral’, ‘convergence_indicators’: [], ‘divergence_indicators’: [], ‘style_shifting’: {}}, ‘confidence’: 0, ‘cultural_markers’: {}, ‘dialect_features’: {}, ‘input_text’: ‘hello’, ‘politeness_analysis’: {‘directness_level’: 0.5, ‘negative_politeness’: {‘score’: 0.0, ‘strategies’: []},
‘overall_politeness_level’: 0.0, ‘positive_politeness’: {‘score’: 0.0, ‘strategies’: []}},
‘power_solidarity_dynamics’: {‘hierarchy_awareness’: 0.0, ‘power_indicators’: {}, ‘social_distance’: 0.0, ‘solidarity_indicators’: {}}, ‘register_analysis’: {‘dominant_register’: {}, ‘register_mixing’: False, ‘register_scores’: {}}, ‘social_identity_indicators’: {‘age_indicators’: {}, ‘class_indicators’: {}, ‘cultural_affiliation’: {}, ‘gender_indicators’: {}, ‘professional_identity’: {}}, ‘social_variation’: {}}, ‘syntactic_analysis’: {‘complexity_score’: 0.060000000000000005, ‘confidence’: 0.8, ‘correctness_score’: 0.6, ‘dependencies’: {‘all_dependencies’: [], ‘average_dependencies_per_sentence’: 0.0, ‘relation_types’: {}, ‘total_dependencies’: 0}, ‘grammatical_features’: {‘aspect_distribution’: {}, ‘feature_complexity’: ‘float’, ‘mood_distribution’: {}, ‘number_distribution’: {}, ‘person_distribution’: {}, ‘tense_distribution’: {}, ‘voice_distribution’: {‘active’: 1}}, ‘important_words’: [], ‘input_text’: ‘hello’, ‘phrase_structure’: {‘average_phrase_complexity’: 0.0, ‘max_phrase_depth’: 1, ‘phrase_types’: {}}, ‘pos_tags’: {‘all_pos_tags’: [(‘hello’, ‘N’)], ‘pos_distribution’: {‘N’: 1}, ‘pos_diversity’: 1, ‘total_tokens’: 1}, ‘sentences’: [{‘complexity’: 0.060000000000000005, ‘dependencies’: [], ‘features’: {‘clause_count’: 1, ‘dependency_depth’: 0, ‘has_coordination’: False, ‘has_subordination’: False, ‘passive_voice’: False, ‘phrase_count’: 0, ‘pos_distribution’: {‘N’: 1}, ‘question_type’: ‘none’, ‘sentence_length’: 1, ‘sentence_type’: ‘declarative’, ‘syntactic_complexity’: 0.15000000000000002},
‘grammaticality’: 0.6, ‘phrase_structure_tree’: {‘children’: [], ‘features’: {}, ‘head’: False, ‘label’: ‘N’, ‘pos’: ‘N’, ‘word’: ‘hello’}, ‘pos_tags’: [(‘hello’, ‘N’)], ‘sentence’: ‘hello’, ‘tokens’: [‘hello’]}], ‘syntactic_features’: {‘average_sentence_length’: 1.0, ‘complexity_distribution’: {‘complex’: 0, ‘moderate’: 0, ‘simple’: 1, ‘very_complex’: 0},
‘coordination_frequency’: 0.0, ‘passive_frequency’: 0.0, ‘sentence_types’: Counter({(‘declarative’, 1): 1}),
‘subordination_frequency’: 0.0, ‘syntactic_patterns’: []}}}
submitted by /u/Overall_Clerk3566
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