Prompt Engineering is Dead. Long Live Context-as-Code

📰 Medium · LLM

Learn how Context-as-Code is replacing prompt engineering for directing LLMs and chatbots, and why this shift matters for AI development

intermediate Published 2 Jun 2026
Action Steps
  1. Read about the limitations of prompt engineering
  2. Explore the concept of Context-as-Code
  3. Apply Context-as-Code to a simple LLM project
  4. Compare the results with traditional prompt engineering
  5. Refine your Context-as-Code approach based on the comparison
Who Needs to Know This

AI engineers and developers can benefit from understanding this new approach to improve their LLM and chatbot development workflows, while product managers can leverage this knowledge to inform their AI strategy

Key Insight

💡 Context-as-Code provides a more structured and scalable approach to directing LLMs and chatbots, compared to prompt engineering

Share This
💡 Context-as-Code is replacing prompt engineering for LLMs and chatbots! #AI #LLM

Full Article

Since the early days of GenAI, when ChatGPT launched in late 2022, we began using prompt engineering to direct chatbots (and later LLMs)… Continue reading on Artificial Intelligence in Plain English »
Read full article → ← Back to Reads

Related Videos

5 Levels of AI Agents - From Simple LLM Calls to Multi-Agent Systems
5 Levels of AI Agents - From Simple LLM Calls to Multi-Agent Systems
Dave Ebbelaar (LLM Eng)
Chapter 3: Looking Inside Large Language Models | Hands-On Large Language Models Book
Chapter 3: Looking Inside Large Language Models | Hands-On Large Language Models Book
onepagecode
Hands-On Large Language Models | Chapter 7: Advanced Text Generation Techniques
Hands-On Large Language Models | Chapter 7: Advanced Text Generation Techniques
onepagecode
Hands-On LLMs - Chapter 1: An Introduction to Large Language Models
Hands-On LLMs - Chapter 1: An Introduction to Large Language Models
onepagecode
Chapter 2: Tokens and Embeddings | Hands-On Large Language Models Book
Chapter 2: Tokens and Embeddings | Hands-On Large Language Models Book
onepagecode
Hands-On Large Language Models | Chapter 5: Text Clustering and Topic Modeling
Hands-On Large Language Models | Chapter 5: Text Clustering and Topic Modeling
onepagecode