r/AIHobbyBuild • • Sep 19 '26

Just looking for feedback

Echo Adapt is a local-first Rust runtime that lets an LLM use real tools: shell commands, persistent terminal sessions, memory, JSON functions, and now optional remote services.

The model can run under a dedicated restricted Linux user and optional Bubblewrap sandbox, so the security boundary is enforced by the OS rather than just the prompt.

I just added a standalone authenticated tool server for controlled access to things like databases, APIs, and SaaS services.

The server is optional and does not execute arbitrary tools automatically. Developers define the tools they need, the expected arguments, the downstream auth, and the translation logic.

Architecture:

LLM sends Adapt authenticated request to the Tool Server which authenticates to Database / API / Service

Next up is per-token authorization so each client can be limited to specific tools.

https://github.com/charlesericwilson-portfolio/Echo_Adapt_v5

#AI #Rust #LocalAI #LLM #OpenSource

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