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title PocketFlow Tutorial
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PocketFlow Tutorial: Minimal LLM Framework with Graph-Based Power

Learn how to build agentic applications with The-Pocket/PocketFlow, a minimalist graph framework that still supports workflows, multi-agent patterns, RAG, and human-in-the-loop flows.

GitHub Repo License Docs

Why This Track Matters

PocketFlow proves that useful agent frameworks can be extremely small while remaining expressive. It is ideal for developers who want clarity, control, and portability instead of heavyweight abstractions.

This track focuses on:

  • core graph abstractions in a minimal framework
  • composable patterns for agents, workflows, and RAG
  • multi-agent and HITL design without framework bloat
  • scaling lightweight patterns into real applications

Current Snapshot (auto-updated)

Mental Model

flowchart LR
    A[Task Input] --> B[Graph Node]
    B --> C[Transition Logic]
    C --> D[Tool or Model Call]
    D --> E[Next Node or Output]
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Chapter Guide

Chapter Key Question Outcome
01 - Getting Started How do I start building with PocketFlow quickly? Working baseline
02 - Core Graph Abstraction What is the minimal abstraction PocketFlow uses? Strong conceptual model
03 - Agent and Workflow Patterns How do I implement common patterns cleanly? Reusable composition patterns
04 - RAG and Knowledge Patterns How do I build retrieval flows in PocketFlow? Grounded response pipelines
05 - Multi-Agent and Supervision How do multiple agents coordinate and recover? Better orchestration reliability
06 - Streaming, HITL, and Interrupts How do I support real-time and human-in-the-loop behaviors? Interactive workflow patterns
07 - Multi-Language Ecosystem How do ports and ecosystem repos extend PocketFlow? Cross-language strategy
08 - Production Usage and Scaling How do I run PocketFlow systems in production? Ops baseline

What You Will Learn

  • how to implement robust agentic systems with minimal abstractions
  • how to compose graph patterns for workflows, RAG, and multi-agent routing
  • how to add streaming and human approvals without heavy frameworks
  • how to operationalize lightweight architectures in production settings

Source References

Related Tutorials


Start with Chapter 1: Getting Started.

Navigation & Backlinks

Full Chapter Map

  1. Chapter 1: Getting Started
  2. Chapter 2: Core Graph Abstraction
  3. Chapter 3: Agent and Workflow Patterns
  4. Chapter 4: RAG and Knowledge Patterns
  5. Chapter 5: Multi-Agent and Supervision
  6. Chapter 6: Streaming, HITL, and Interrupts
  7. Chapter 7: Multi-Language Ecosystem
  8. Chapter 8: Production Usage and Scaling

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