Popular GitHub Repositories for Gobject Introspection

Official Repo for AAAI 2024 paper "Confucius: Iterative Tool Learning from Introspection Feedback by Easy-to-Difficult Curriculum"

A sophisticated artificial intelligence system implementing metacognitive architecture based on Global Workspace Theory.

Modern circuit breaker for Ruby & Rails. Thread-safe, fiber-ready async support. Built-in fallbacks, rich introspection, clean DSL. Memory-efficient with jitter & monitoring.

A Python toolkit for analyzing machine learning models and datasets.

The Metacognitive Integrated Dual-Cycle Architecture (MIDCA)

Always-on, embodied ACI blueprint emulating human consciousness. Features recursive memory graph, DMN loop, neuromodulated associative reasoning, and hierarchical memory consolidation with symbolic abstraction. Enables introspection, autobiographical narrative, mind-wandering, and goal-directed thought.

This project aims to implement and extend the Introspective Action Advising (IAA) algorithm by developing an adaptive introspection mechanism that dynamically adjusts the relevance of teacher-provided advice based on real-time feedback in target domains.

? HexRay: An Open-Source Neuroscope for AI — Tracing Tokens, Neurons, and Decisions for Frontier AI Research, Safety, and Security

Read-only MCP server for AI-powered Kubernetes introspection

GGFAI does not use a plugin architecture. It consumes and fuses entire AI systems through natural language alone, leveraging real-time introspection, model comprehension, and ML-based configuration. This approach enables limitless expansion without manual integration work — just describe what you want it to do, and it will adapt.

Evaluation suite operationalizing three LLM behavior papers (The Polite Liar, Delegated Introspection, Observer-Time, all in review).

RefNet is a 2M-parameter edge-aware transformer for structured introspection and reflective evaluation within Structured Reflective Cognitive Architecture (SRCA/SRAI) systems. It predicts cognitive metrics (valence, self-model drift, thought quality) and recommends introspective actions (consolidate, recall, reframe, evaluate_alignment)

Noesis — UNet Tracing & "Soulprints" for SDXL, LLM and MoE

Sigmaris OS — An introspective AI Personality System built for reflection, meta-cognition, and structural reasoning.