metacognition-ai

Here’s a complete Streamlit app scaffold that lets you: Enter your Gemini API key in the sidebar Upload up to four MRI images Invoke Gemini’s advanced image‐analysis (labels, objects, text) View the raw JSON analytics directly in the app

TL-Ego: A self-modeling cognitive agent implementing BDI-inspired architecture with STDP-based attractor dynamics, S1/S2 dual-stream processing, and L5 autonomous impulse scheduling. Includes JEPA calibration, oscillation-lag detection, and self-diagnostic repair capabilities.

Skill-extracted evaluation pipeline for game source code, adapted from Skill-Mix and metacognition papers.