Learning series

PFP Labs Learning Series

Independent PFP Labs reading paths. Track names describe the topic, not an affiliation.

Featured artwork from An Agent Is a System, Not a Prompt
OpenAI

AI agents & OpenAI workflows

Production agent guides and practical playbooks for tool use, context, evals, and AI workflows.

Open reading path
Series cover: Building Production-Grade AI Agents

15 published chapters

Building Production-Grade AI Agents

A 15-part field guide from the agent loop to evals and observability.

Open reading path
  1. Chapter 1: An Agent Is a System, Not a Prompt — cover artwork01An Agent Is a System, Not a Prompt6 min read
  2. Chapter 2: Tools: Where Reasoning Meets the Real World — cover artwork02Tools: Where Reasoning Meets the Real World5 min read
  3. Chapter 3: MCP: A Shared Capability Layer for Agents — cover artwork03MCP: A Shared Capability Layer for Agents8 min read
  4. Chapter 4: Context Engineering: Give the Model Less, but Better — cover artwork04Context Engineering: Give the Model Less, but Better6 min read
  5. Chapter 5: RAG vs Live Tools: Knowledge Is Not State — cover artwork05RAG vs Live Tools: Knowledge Is Not State5 min read
  6. Chapter 6: Deterministic vs Probabilistic Orchestration — cover artwork06Deterministic vs Probabilistic Orchestration5 min read
Series cover: Practical Agent Systems Playbook

5 published chapters

Practical Agent Systems Playbook

Five implementation-focused companions with portable architecture patterns.

Open reading path
  1. Chapter 1: Building a Production Agent Runtime — cover artwork01Building a Production Agent Runtime9 min read
  2. Chapter 2: Adding Backpressure to an Agent Tool Layer — cover artwork02Adding Backpressure to an Agent Tool Layer8 min read
  3. Chapter 3: Designing a Fair Scheduler for Agent Workloads — cover artwork03Designing a Fair Scheduler for Agent Workloads7 min read
  4. Chapter 4: Building an Agent Eval Harness From Scratch — cover artwork04Building an Agent Eval Harness From Scratch10 min read
  5. Chapter 5: How to Draw Clear Agent Architectures, Fast — cover artwork05How to Draw Clear Agent Architectures, Fast9 min read