Building systems that keep data local by default
When I first started working with AI, I had many assumptions about how things would work. After months of hands-on experience, here are my thoughts on privacy-first architecture.## The Reality
What's actually happening in the AI space versus what people think:
1. **The gap between demo and production** is massive
2. **Local models are viable** but require specific setup
3. **Tool use patterns** matter more than model choice
## Key Insights
- Context management is hard but essential
- Privacy isn't a feature, it's architecture
- The "agent" label gets used too loosely
## Looking Forward
These lessons will shape how I build in 2026 and beyond. The key is separating realistic capabilities from marketing hype.
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*The AI space moves fast. These articles capture my thinking at this point in time.*