
Context engineering: what goes into your agent’s window
Instructions, input, tool definitions and tool results all compete for the same context window. Four habits that keep it full of what matters.
2 min read
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Instructions, input, tool definitions and tool results all compete for the same context window. Four habits that keep it full of what matters.
2 min read

For years RAG was the default way to connect AI to data, and it worked because the data didn't move. Why that stopped being…
6 min read

RAG works on documentation because it has clean structure and no concept of time. Email has neither. The six layers of email context, three…
3 min read

Chunk-and-retrieve works on documentation because each piece appears once. Email threads quote, repeat and reorder themselves. Where RAG breaks on email, and the fix.
7 min read
Bring the agent you already have. Agent200 provides and executes its external capabilities.