AI New Mirror Engine

Im Allen Moysey-Groat and i build random stuff and know 102% of the world. im told i need to publish this somehow my mirror engine

The Mirror Engine is a modular, locally operable cognitive reflection system designed to process natural language input, detect semantic inconsistencies, monitor emotional valence over time, and generate reflective output—both textual and auditory—to support introspective practice and self-modeling.

This architecture translates journal entries, dialogue transcripts, and subjective reports into structured cognitive artifacts, providing a diagnostic map of belief evolution, affective tone, contradiction patterns, and recursive loops.

Developed for researchers, technologists, therapists, and cognitive toolmakers, the Mirror Engine demonstrates how language models and lightweight graphing tools can enable real-time introspective analytics without network dependency or cloud computation.

• Extracts key concepts from journal text and maps them as graph nodes
• Tracks frequency, sentiment polarity, and conceptual adjacency
• Output: Interactive graph object in JSON (compatible with D3.js / Cytoscape)

• Identifies semantic inversions (e.g., concept X described with both positive and negative valence across entries)
• Output: Contradiction report with polarity swing data

• Flags repeated terms with stagnant sentiment, indicative of cognitive stagnation or rumination
• Output: Loop index with recurrence metadata

• Plots entry-by-entry emotional tone to reveal long-term narrative arcs or affective instability
• Output: Time-series CSV or line graph object

• Uses offline TTS engine (pyttsx3) to voice back prompts, contradictions, and schema rewrites
• Output: Spoken .mp3 or .wav files for introspective playback

• Personal Insight Tools: Reflective journaling, mood tracking, belief mapping
• Therapeutic Augmentation: Therapist-side insight engine for client language patterns
• AI Embodiment Models: Prototype of recursive affective modeling for autonomous agents
• Creative Systems: Semantic entropy mapping for fiction and narrative tools

• Fully local execution — no cloud storage, no external processing
• Promotes introspection, not correction — no behavior scoring or optimization
• User maintains all control over input, data lifespan, and voice output settings

• Integration with LLM summarization layers
• GUI overlay for belief graphs and drift maps
• Dream parsing and metaphor clustering

For inquiries, adaptation proposals, or collaborations, contact: [Redacted Placeholder: INSERT CONTACT OR GITHUB LINK]

Mirror Engine: The semantic reflection layer your cognition never knew it needed.