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Letta is a framework for building, deploying, and managing autonomous AI agents that maintain persistent state across long-term interactions. It provides a comprehensive suite of primitives for defining agents with configurable personas, modular memory blocks, and tool-use capabilities, enabling them to retain user preferences and conversation history over extended sessions. The platform distinguishes itself through its advanced memory management and orchestration capabilities. It allows agents to autonomously update their own memory, perform retrieval-augmented generation, and coordinate com
Langroid is a multi-agent orchestration framework and tool integration suite designed for building complex AI applications. It serves as a multi-modal integration layer that connects diverse local and remote language models with an agentic retrieval-augmented generation system. The project distinguishes itself through a collaborative message-exchange paradigm, allowing specialized agents to delegate tasks hierarchically and coordinate via structured communication. It features an advanced state management system for conversational AI, including the ability to rewind and prune conversation hist
This project is a comprehensive framework for building and managing autonomous agent systems. It provides a unified architecture for orchestrating multi-agent societies, where specialized agents collaborate through roleplay to decompose and solve complex tasks. The system integrates language models with external environments, enabling agents to perform real-world actions through a standardized tool-calling abstraction layer. The framework distinguishes itself through its focus on iterative reasoning and data reliability. It employs automated feedback loops to refine agent outputs and self-eva
This is a written reference for designing, building and operating production AI systems, aimed at engineers who work with large language models. It is organized as chapters, worked case studies and interview-preparation material rather than as installable software. The central topics are tool-using LLM agents, retrieval-augmented generation, cost and model selection, evaluation and observability, and security and compliance, with explicit trade-offs among latency, cost, accuracy and safety. The agent material covers control loops such as ReAct and plan-and-execute, graph-based orchestration,
Agentic Design Patterns is a book-length handbook on designing and building LLM-powered agent systems, delivered as a collection of Jupyter notebooks. It spans twenty-one chapters and seven appendices, organized from foundational patterns through advanced, production, and enterprise topics, and each chapter has a matching notebook with runnable code that readers execute and modify cell by cell.
The main features of evoiz/agentic-design-patterns are: Autonomous Agent Patterns, Design Pattern Books, AI Agent Architecture Study Guides, AI Agent Design Pattern Courses, Chapter Sample Code, Jupyter Notebook Curricula, Embedded Notebook Executions, Multi-Agent Coordination Systems.
Projects with overlapping indexed features include: letta-ai/letta — Letta is a framework for building, deploying, and managing autonomous AI agents that maintain persistent state across… langroid/langroid — Langroid is a multi-agent orchestration framework and tool integration suite designed for building complex AI… camel-ai/camel — This project is a comprehensive framework for building and managing autonomous agent systems. It provides a unified… ombharatiya/ai-system-design-guide — This is a written reference for designing, building and operating production AI systems, aimed at engineers who work… memorilabs/memori — Memori is an AI agent memory middleware platform designed to provide persistent, context-aware recall for language… agentscope-ai/agentscope — Agentscope is a comprehensive toolkit for developing and orchestrating autonomous multi-agent systems. It provides a…