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agents-towards-production

Active·★ 20.5k·NOASSERTION·Updated 2026-05-23
★ Most Popular★ Trending★ Essential

This repository delivers end-to-end, code-first tutorials covering every layer of production-grade GenAI agents, guiding you from spark to scale with proven patterns and reusable blueprints for real-world launches.

Agents Towards Production is an open-source playbook for building production-ready GenAI agents that scale from prototype to enterprise. It provides hands-on tutorials covering a comprehensive range of topics from orchestration and memory to deployment and security.

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Not affiliated with Anthropic, OpenAI or Microsoft.

#AI Agents#GenAI#Production Deployment#LangChain#RAG#Coding
$ Install
$ pip install -r meeting-recorder-agent/requirements.txt
↗ Visit site★ GitHub
01

Features

01Production-ready AI Agent Deployment
02Advanced Memory Systems (Vector, Hybrid, Self-Improving)
03Real-time Web Data Integration & Retrieval Augmented Generation (RAG)
04Secure Tool Calling & Guardrails
05Agent Orchestration & Stateful Workflows
02

Compatibility

LangChain
Supported
Verified via docs
Redis
Supported
Verified via docs
Contextual AI
Supported
Verified via docs
Bright Data
Supported
Verified via docs
Tavily
Supported
Verified via docs
Arcade
Supported
Verified via docs
03

Quick start

1
$ pip install -r meeting-recorder-agent/requirements.txt
04

Use cases

↳Developing scalable, production-ready Generative AI agents.
↳Integrating real-time data and advanced memory for intelligent automation.
↳Securing and deploying AI agents in enterprise environments.
05

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Related searches

agents-towards-production AlternativesBest RAG / Knowledge Base Tools 2026Open Source RAG / Knowledge Baseagents-towards-production Tutorialagents-towards-production Vs CompetitorsAI AgentsGenAIProduction Deployment

Comments

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  • J
    Jamie ClarkMay 18, 2026

    Code-first approach means you're reading working examples, not pseudocode.

  • O
    Oakley AndersonMar 25, 2026

    Good for engineers moving beyond agent prototypes to real production systems.

  • L
    Lane GarciaMar 19, 2026

    End-to-end, code-first agent tutorials that cover every layer of production deployment.

  • S
    Sterling NguyenMar 13, 2026

    Coverage of every layer — from LLM calls to orchestration to monitoring.

On this page
01Features02Compatibility03Quick start04Use cases05Alternatives
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CategoryRAG / Knowledge Base
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