agentic-ai-bibliography

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agentic-ai-bibliography

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A curated bibliography for building and running intelligent, autonomous, and collaborative AI agents in real-world environments.

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# Agentic AI Bibliography

This is not a finished product. It is a living document—and an invitation.
Contributions, critiques, and suggestions are welcome. Let's raise the floor
of what we consider best practice, and collectively build a foundation that
goes beyond shortcuts.

## 📖 Browse the Bibliography

The complete bibliography is organized into thematic sections. Each section is
available as an individual markdown file with detailed summaries and links:

- **📚 [Browse All Sections](./bibliography/)** - Start with the bibliography index
- **📋 [Quick Navigation](#sections)** - Jump directly to any section below

### Sections

1. [Foundational Concepts](./bibliography/1-foundational-concepts.md)
2. [Architectures and System Design](./bibliography/2-architectures-and-system-design.md)
3. [Evaluation and Benchmarks](./bibliography/3-evaluation-and-benchmarks.md)
4. [Tools and Frameworks](./bibliography/4-tools-and-frameworks.md)
5. [Operating Agents in Production (AgentOps)](./bibliography/5-operating-agents-in-production-agentops.md)
6. [Simulation Frameworks and Experimental Agent Environments](./bibliography/6-simulation-frameworks-and-experimental-agent-environments.md)
7. [Case Studies and Applications](./bibliography/7-case-studies-and-applications.md)
8. [Critical Perspectives and Futures](./bibliography/8-critical-perspectives-and-futures.md)
9. [Industry Vision and Strategic Perspectives](./bibliography/9-industry-vision-and-strategic-perspectives.md)

## 🚀 Quick Start

This repository uses an automated system to maintain consistency and quality:

- **📝 Main Data**: Bibliography entries are stored in structured YAML format
  (`data/bib.yml`)
- **📋 Entry Template**: Use `template/bibliography_entry_template.yml` as a
  guide for adding new entries
- **🤖 Auto-Generation**: Markdown files are automatically generated and
  validated
- **✅ Quality Assurance**: All generated content passes markdownlint standards
- **🔄 Continuous Updates**: Changes are automatically published to the website

For contributors, see [CONTRIBUTING.md](./CONTRIBUTING.md) for detailed
guidelines.

## Overview

**Agentic AI** —the design and deployment of systems capable of autonomous
reasoning, decision-making, and coordinated action— is quickly emerging as one
of the most transformative frontiers in artificial intelligence. From
multi-agent collaboration to tool-using LLMs, from workflow orchestration to
memory and planning strategies, the "agent" paradigm is reshaping how we build
intelligent systems.

Yet, as excitement grows, so does confusion. A flood of tutorials, demos, and
hype-driven posts often oversimplify complex ideas, reduce architecture to
boilerplate, and blur the line between experimentation and production-ready
design. Worse, some teams may take a "just follow this YouTube video" approach
to building agents—without the depth, structure, or critical thinking that
real-world implementation demands.

This **Agentic AI Bibliography** aims to provide a grounded, evolving reference
point. It is not a traditional bibliography. It includes academic papers,
books, videos, open-source tools, industry use cases, evaluation benchmarks,
design patterns, and conceptual texts. It is meant for:

- **Engineers** building agentic systems in production.
- **Researchers and architects** exploring multi-agent design, reasoning loops,
  and planning.
- **Product and innovation teams** wanting to separate signal from noise in a
  rapidly shifting landscape.
- **Anyone** seeking to understand what it really takes to build AI systems
  that reason, act, and collaborate.

## 📋 Entry Format

Each entry follows a consistent format:

> 📌 **Format Note**
>
> Each entry in this bibliography follows a consistent format: a brief summary
> followed by inline links to internal and external resources (if available).
>
> - The structure is: **Author(s) – *Title* (Year)**, then a 3–5 line
>   abstract, followed by links.
> - Entries are grouped thematically by section and **ordered chronologically
>   (ascending by year)**. When multiple entries share the same year, they are
>   ordered alphabetically by the last name of the first author.
> - All summaries are written in English, with a neutral and informative tone.
> - Books, papers, tools, and videos are all valid resources if they
>   contribute meaningfully to the understanding or implementation of Agentic
>   AI.

agentic-ai-bibliography

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