The
Context
Log.
Notes on the intersection of human creativity and machine intelligence. Engineering deep dives, product philosophy, and the future of agentic workflows and epistemic search.
March 1, 2026
Why Structural Context Matters for AI Coding Tools
AI assistants already index your code — but they grab files, not relationships. Here's why the structural layer changes everything.
ProductPhilosophy
Recent Signals
ARCHIVE_ACCESSFeb 15, 2026Engineering
Introducing the Code Graph
Vector search finds similar text. The Code Graph maps how code connects — imports, calls, symbol hierarchies.
Read Entry →Feb 01, 2026Integration
MCP: The Universal Connector
How the Model Context Protocol lets SourcePrep integrate with Cursor, Windsurf, VS Code, and Claude Code.
Read Entry →Stay in the loop.
We write about once a month. No spam, just updates on the structural web.