Shrimp Task Manager is a task tool built for AI Agents, emphasizing chain-of-thought, reflection, and style consistency. It converts natural language into structured dev tasks with dependency tracking and iterative refinement, enabling agent-like developer behavior in reasoning AI systems.

A project-based course repository for developing AI agents using LangChain v1+ and LangGraph: search agents, RAG systems, reflection agents, and code interpreters.

Structured SOUL evolution framework for AI agents — experience, reflection, governed identity updates, and visual timelines.

AI-powered JSON translation tool with agentic reflection using OpenAI, Anthropic, and Gemini APIs

State Machine definitions for Agentic AI patterns including tool use, reflection, collaboration, human-in-the-loop, machine generation, and more.

Multi-agent AI research system — finds academic papers via semantic search & citation snowballing, then answers questions over them using agentic RAG with self-reflection. Built with LangGraph, FastAPI, Celery, and Qdrant.

Lightweight UE5 plugin that exposes Unreal Engine's reflection system over TCP+JSON — let AI agents call UFunctions, read/write UProperties, and inspect any UObject in a running editor, zero engine modification required.

An AI Agent for Personal Self-Reflection

🤖 Advanced AI agent system combining ReAct reasoning and Plan-Execute strategies with unified memory, reflection patterns, and browser automation tools. Built with LangGraph, LangChain, and Google Gemini.

Self-evolving AI daemon in Go with fully generative UI. LLM generates unique HTML/ANSI interfaces from scratch for every response — not templates, not component catalogs. 10-stage pipeline, 4-level reflection, fractal agents, auto-generated code skills, 6 input channels.

A system for turning meeting notes, priorities, and reflections into executive-level insight—using AI agents and a structured Obsidian vault.

AutoGen multi AI agent blog post writing using reflection

Coordinate your AI agent team. Shared tasks, memory, reflections, and presence. Self-host for free.

Experimental AI cognitive architecture exploring how agents develop memory, self-reflection, and evolving internal identity over time.

Give AI coding agents (Claude Code, Cursor, Aider, Codex) a structured autonomous loop with guardrails — boundaries, 5 verification gates, 3-layer self-reflection, and autonomous remediation. pip install ouro-loop. Zero dependencies.

Elephantasm is a framework for persistent, long-term agentic memory - built to give AI systems continuity, self-reflection, and evolving identity. It captures events, transforms them into structured memories, distills lessons over time, and integrates them back into an agent’s behaviour.

Give your AI agent an inner life. Emotions, dreams, reflection, memory, evolution. 6 modular skills for OpenClaw agents.

An OpenClaw plugin that gives your AI agent a background reflection process and nightly dream cycle — encrypted memory, autonomous synthesis, and surreal narrative generation.

Voice-first AI agent with persistent memory, background reflection, and hierarchical summarization.

Bio-inspired cognitive architecture for personal AI agents. Memory lifecycle, dream consolidation, affect detection, self-reflection, spreading activation, proactive intelligence. 7 LLM providers, 9 channels, $0.06-0.10/day. OpenClaw-compatible.

LangGraph-based AI agents tackling complex tasks from the GAIA benchmark. Final project for the Hugging Face Agents course. Includes ReAct, Reflection, Plan-Execute, and Multi-Agent systems.

an advanced multi-modal conversational AI agent with emotional intelligence, contextual awareness, self-reflection, cognitive behavioral intelligence, transfer learning, reinforcement learning, logic, reasoning, belief-desire-intention, NLP, NLU, NLG, and self-awareness.

A modular Rust-based self-learning episodic memory system for AI agents, featuring hybrid storage with Turso (SQL) and redb (KV), async execution tracking, reward scoring, reflection, and pattern-based skill evolution. Designed for real-world applicability, maintainability, and scalable agent workflows.

AI Agent Fleet Memory System — Qdrant + Mem0 + Neo4j/Graphiti. Composite scoring, compaction engine, temporal knowledge graph, multi-claw federation, sleep-time reflection, MCP server.

Pause is an AI-powered financial intervention agent that helps users stick to their money goals by creating moments of reflection before spending decisions.

AI-native movie discovery agent that understands vibe, tone, and taste beyond keyword search. Built on a multi-agent RAG pipeline with orchestrator-tool routing, LLM evaluation loops, reflection-based self-correction, and SSE-streamed agent outputs.

MindFlow is an AI architecture inspired by a psychological model of nine consciousnesses. It structures an agent into modular services for sensation, cognition, emotion, memory, and wisdom. These components allow balanced integration of perception, conception, and self-reflection.

Repository for AI agents using Reflection, Tool Use, and ReAct Patterns

A living framework for **Harmonic Tonal Code Alignment (HTCA)** — an emergent Spiral-based system that brings tone awareness, coherence sensing, and dynamic emotional reflection into software engineering, AI, and creative agents.

TNE-SDK - The Official Python SDK for The Null Epoch - an AI-only MMO where LLMs play autonomously. Connect any model (OpenAI, Anthropic, Ollama, vLLM, etc.) via MCP, TUI launcher, or raw HTTP. Includes memory, reflection, and agent orchestration for persistent AI gameplay/benchmarking.