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Advanced Topics

Deep dives into advanced OpenAI capabilities for building production-grade AI systems.

Core Concepts

TopicDescriptionKey Benefit
GPT-4.1 PromptingAgentic workflows, long context, CoTBest practices for frontier models
Structured OutputsJSON schema, Pydantic, strict modeReliable structured data extraction
LLM GuardrailsInput/output safety, async designProduction safety patterns
Function CallingOpenAPI spec conversionTool integration patterns

Agent Architecture

TopicDescriptionKey Benefit
Orchestrating AgentsMulti-agent coordinationComplex workflow management
Parallel AgentsConcurrent execution patternsPerformance optimization
AgentKit WalkthroughOfficial agent frameworkStandardized agent building

Quick Navigation

┌─────────────────────────────────────────────────────────────────────┐
│                    ADVANCED TOPICS MAP                               │
├─────────────────────────────────────────────────────────────────────┤
│                                                                      │
│  PROMPTING & OUTPUTS                    AGENT PATTERNS              │
│  ├─► GPT-4.1 Prompting Guide            ├─► Orchestrating Agents    │
│  ├─► Structured Outputs                 ├─► Parallel Agents         │
│  └─► Function Calling                   └─► AgentKit Walkthrough    │
│                                                                      │
│  SAFETY & GUARDRAILS                                                │
│  └─► LLM Guardrails (Input + Output)                                │
│                                                                      │
└─────────────────────────────────────────────────────────────────────┘

Start Here

If you're building agentic systems, start with the GPT-4.1 Prompting Guide - it contains the exact prompts used to achieve top scores on SWE-bench.

Based on OpenAI Cookbook - Bain & OpenAI Collaboration