The LLM JSON Problem Every AI Engineer Faces

🚀 Day 25: LLM JSON Output & Schema Control Explained

In this video, we’ll deeply understand how modern LLMs generate structured outputs using JSON and why Schema Control is extremely important in real AI applications.

If you're learning:

Generative AI
Prompt Engineering
AI Agents
Tool Calling
Production AI Systems

then this topic is a MUST understand concept 🔥

We’ll cover:
✅ JSON Output in LLMs
✅ Schema & Schema Control
✅ Structured Output vs Free Text
✅ Why LLMs Break JSON
✅ JSON Mode in Modern Models
✅ Function Calling / Tool Calling
✅ Pydantic Validation
✅ Guardrails in AI Systems
✅ Real-World AI Applications
✅ Structured Prompting vs Schema Control

⏱️ Timestamps

0:00 - JSON Output and Schema Control in LLMs
3:12 - JSON Output and Schema Control
4:03 - Simple JSON Example
5:19 - Why JSON Important in AI System
5:55 - Structured Output vs Free-Text Output
6:41 - Structured Output
7:36 - Schema
8:03 - Schema Control
8:39 - Basic JSON Prompting
9:07 - LLMs Sometimes Break JSON
9:43 - JSON Mode in Modern Models
10:20 - Function Calling / Tool Calling
11:14 - Pydantic Validation
12:18 - Guardrails in AI Systems
13:04 - Real-World Applications
13:49 - Structured Prompting vs Schema Control

🎥 Previous Videos

📌 Day 24:
https://youtu.be/4cz6N2DmYQs

📌 Day 4 (Agentic AI Interview):
https://youtu.be/GzjouknMuxo

📘 Resources & Notes

💻 GitHub Notes Repository:
https://github.com/amanailab/60-days-Generative-AI-Notes

📚 60 Days GenAI Playlist:
https://www.youtube.com/playlist?list=PLcZCMd2XoV5KkjwdVSe25PV35763Cj58l

📚 7 Days GenAI Interview Playlist:
https://www.youtube.com/playlist?list=PLcZCMd2XoV5IN0SLbP5mjfGY8_ykRq1Eh

🔗 Connect With Me

✅ LinkedIn:
https://www.linkedin.com/in/aman-chauhan71/

✅ Instagram:
https://www.instagram.com/amanailab/

📩 Collaboration:
aman.chauhan.ai71@gmail.com

🔥 Topics Covered

#LLM #GenerativeAI #PromptEngineering #JSON #SchemaControl #AIEngineering #MachineLearning #ArtificialIntelligence #ToolCalling #Pydantic #AIAgents #StructuredOutput #OpenAI #LangChain #RAG #DeepLearning

Видео The LLM JSON Problem Every AI Engineer Faces канала AmanAI Lab