AI assistant - TG bot

Jarvis is a commercial AI assistant that operates through a Telegram bot. Users interact with it as a universal assistant that can not only answer questions but also perform real actions: sending emails, managing calendars, working with files, controlling smart homes, and much more. All of this is done through a single Telegram interface, without the need to switch between applications. To reduce costs, smart routing is used: simple requests are handled by the inexpensive DeepSeek V3.2 (~80% of traffic), while complex tasks and image processing are managed by Kimi K2.5 (~20%).

Architecturally, the project is built on Python (Aiogram 3 + FastAPI), PostgreSQL, and Redis, deployed on a Contabo VPS. A key feature is the hallucination orchestration protection system: the AI model only generates intentions (which tool to invoke and with what parameters), while the actual execution, verification, and logging are handled by an external Executor. The model can never "pretend" to have performed an action — each step is recorded in the database with a complete audit trail.

The bot is a managed service with deep integrations through Telegram, requiring no self-hosting from the user — unlike open-source solutions like OpenClaw, whose architecture is studied as a reference but is completely rewritten for a multi-tenant model.