EmbeddingGemma 2: an open, lightweight multimodal embedding model
deepmind.google·6d ago
AI Engineering
Hacker News·Jul 25·5 min read
The new rules of context engineering for Claude 5 generation models
TL;DR
Claude 5 generation models have significantly reduced the reliance on lengthy system prompts, achieving this by removing over 80% of Claude Code's system prompt without sacrificing performance. This shift in context engineering enhances the effectiveness of user interactions with AI agents.
✦ Why It Matters
Start simplifying your system prompts to enhance AI interactions without losing effectiveness.
Key Takeaways
- Reduce constraints in your system prompts for better model performance.
- Utilize progressive disclosure to manage context effectively.
- Simplify instructions and avoid conflicting messages.
- Leverage new tools like memory and artifacts for enhanced context.
How It Works
The new context engineering approach allows Claude to interpret user intent more effectively by removing unnecessary constraints. This enables the model to use its judgment based on surrounding context rather than rigid rules, leading to more accurate outputs.