๐—–๐—ผ๐—ป๐˜๐—ฒ๐˜…๐˜ ๐—˜๐—ป๐—ด๐—ถ๐—ป๐—ฒ๐—ฒ๐—ฟ๐—ถ๐—ป๐—ด ๐—ณ๐—ผ๐—ฟ ๐—”๐—œ ๐—”๐—ด๐—ฒ๐—ป๐˜๐˜€

Better prompts are not enough.

One AI tool scored 74.2% on a test. Another scored 69.4%. They used the same model. The difference was the system design.

Prompt engineering fixes one call. Context engineering manages the whole loop.

An agent equals a model plus a system. If you do not build the model, you build the system.

Build your system with these 7 parts:

Use the Ratchet Pattern. Your agent will fail. Find the mistake. Add a rule to stop it. The agent gets better with every error.

Stop using one agent for everything. Split the work. Use one agent to plan. Use another to write. Use a third to review. This separation improves quality.

The model is the engine. The system is the driver. Build a great system to make your agents work.

Source: https://dev.to/monuminu/context-engineering-the-developers-complete-guide-to-building-high-performance-ai-agents-54l5 Optional learning community: https://t.me/GyaanSetuAi