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Functional Prototype
PodBrain
One project brain. Any tool. Always up to date.
Infrastructure for portable context in an agentic world.
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Universal Context
No more copy-pasting into chat windows. Your project state lives outside the chat.
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Tool Agnostic
Works with cursor, windsurf, bolt, or plain terminal. The context travels with you.
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Self-Updating
Agents update their own memory bank. Documentation that never rots.
!Reality Check
Why isn't this everywhere yet? Because maintaining state across disjointed LLM sessions is essentially a cache invalidation problem on steroids.
- Token costs for context re-loading scale linearly with project size.
- "Universal" standards for code understanding don't exist yet (LSP is for editors, not agents).
- Security boundaries for autonomous file modification are terrifyingly porous.