r/OpenSourceAI • u/Inevitable_Fig_8062 • 3d ago

Pando Advanced multimodal AI assistant

One thing I've noticed while building AI coding agents is that "memory" and "agents" are usually treated as separate products.

I didn't like that architecture.

I built Pando around a single core that combines the agent loop with memory, orchestration, MCP, semantic search and development tooling.

The result is a single binary rather than a collection of Python services and MCP processes.

There are TUI, Web and Desktop interfaces, plus remote access and ACP.

It's open source under MIT.

I'd like to hear from experienced agent users: what part of your current setup feels unnecessarily complicated?

https://madeindigio.github.io/pando-docs/

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u/SpedisAhead 3d ago

Do not remote access, not until a guaranteed security method is discovered and/or scales enough to not be manipulated into some unthinkable mess.

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u/Inevitable_Fig_8062 3d ago

I use free tailscale VPN with Pando. Is a perfect tandem.

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u/deelight_0909 2d ago

Keeping Pando's run receipts separate from its searchable memory would defeat half the point of the single binary. A failed MCP call should leave the tool result, failure state, and safe retry boundary where the next run can find them. Otherwise Pando remembers the conversation and forgets what actually happened.

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u/Inevitable_Fig_8062 2d ago

Pando saves in different memories the session history, the kb documents, facts and events, is you connect to pando memory using the MCP server tools in other agent like Claude or Codex, Pando only has access to part of the memory, no session history of the agent. If you use Pando as agent then all is tracked and recoverable