LLMai uses an agentic loop to interpret a task, call tools, inspect results, and repeat until it reaches a conclusion or its iteration limit. It can inspect and modify files, search code, run approved shell commands, propose fixes, and execute tests. Sensitive operations are protected by explicit permission gates, workspace path restrictions, destructive-command checks, and constrained subprocess environments. These controls reduce risk but should not be treated as a complete security boundary. GitLab support includes GitLab’s official hosted MCP server and an optional built-in REST fallback. The Google ADK profile uses a Gemini 3 model for read-only investigation across GitLab and the local workspace; file mutation and shell execution remain part of LLMai’s separate native runtime.
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