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humanlayer/12-factor-agents

12-factor-agents

What are the principles we can use to build LLM-powered software that is actually good enough to put in the hands of production customers?

View on GitHub↗Upstream humanlayer/12-factor-agents↗

Builder

humanlayer

humanlayer

humanlayer • individual

Stars

22,802

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Forks

1,733

Using upstream fork count

Open Issues

0

Activity Score

0/100

0 commits in 30d

Created

Mar 30, 2025

Project creation date

README Summary

12-Factor Agents - Principles for building reliable LLM applications

Community Evaluation

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AI Dev Skills

Unmapped

AI Agent ArchitectureAI System Reliability EngineeringLarge Language Model IntegrationLLM Application DevelopmentProduction AI System Design

Tags

AI Agent ArchitectureAI System Reliability EngineeringLarge Language Model IntegrationLLM Application DevelopmentProduction AI System DesignAI AgentsAirflowAnthropic / ClaudeContext EngineeringForkedKubernetesLarge Language ModelsLlamaIndexMCPMLOpsOpenAIPrefectPythonStructured OutputTool UseTypeScript

Taxonomy

AI Trends

Agentic AIProduction LLM SystemsAI Engineering Best Practices

category

AI AgentsFoundation ModelsRAG & RetrievalMLOps & Infrastructure

Deployment Context

Production EnvironmentEnterprise Systems

Modalities

Text

Skill Areas

Large Language Model IntegrationProduction AI System DesignAI Agent ArchitectureLLM Application DevelopmentAI System Reliability Engineering

tag

AI AgentsAirflowAnthropic / ClaudeContext EngineeringForkedKubernetesLarge Language ModelsLlamaIndexMCPMLOpsOpenAIPrefectPythonStructured OutputTool UseTypeScript

Use Cases

LLM Application ArchitectureProduction AI System DevelopmentAI Agent Development GuidelinesEnterprise LLM Deployment

Recent Activity

Updated 8 months ago

7 Days

0

30 Days

0

90 Days

0

Quality

research
Quality
medium
Maturity
research

Categories

RAG & RetrievalPrimaryMLOps & InfrastructureFoundation ModelsAI AgentsML Platform & InfrastructureSearch & KnowledgeOther AI / ML

PM Skills

Scale & ReliabilityDeveloper PlatformAI-Native Architecture

Languages

TypeScript100.0%

Timeline

Project created
Mar 30, 2025
Forked
Mar 23, 2026
Your last push
8 months ago
Upstream last push
8 months ago
Tracked since
Sep 21, 2025

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