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2025-06-16

agents-towards-production logo

agents-towards-production

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21.2K GitHub stars

Type:

Tool

Platforms:

Github

Task:

Study and learnRun AI agentsSearch knowledge basesBuild RAG systemsManage databases
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agents-towards-production

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Overview

Agents Towards Production is an open-source educational playbook for turning generative-AI agent prototypes into systems that can operate in real applications. The repository collects hands-on tutorials around the engineering concerns that appear after a basic agent demo starts needing reliability, scale, security, and deployment.

Its material covers agent architecture, tool integration, data processing, retrieval and knowledge management, memory, browser automation, guardrails, FastAPI services, Docker deployment, GPU infrastructure, fine-tuning, and multi-agent coordination. The examples are organized as practical modules rather than as a single framework that users must adopt.

The project is useful for developers who already understand basic LLM applications and want implementation patterns for production work. It functions as a reference library for choosing and combining techniques across the agent stack, from application logic and retrieval to serving and operations.

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