Autonomous Agents

AgentOS

Multi-agent workflows that actually ship. AgentOS is Q-Star's autonomous orchestration layer — built on a hierarchical agent architecture that decomposes complex tasks, delegates to specialized sub-agents, and executes with real tools.

Architecture

Hierarchical Agent Orchestration

AgentOS operates on a planner-executor model. A top-level planning agent decomposes user intent into a structured execution plan, then delegates sub-tasks to specialized agents — each equipped with the right tools for their domain.

Agents have access to real tools: web browsing, code execution, file I/O, API calls, and database queries. They maintain persistent memory across sessions and can hand off context to human operators via Telegram or web interface.

The result is a system that can autonomously complete complex, multi-step workflows that would otherwise require hours of human coordination.

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AGENT HIERARCHY

            Planner Agent
            — decomposes intent
          
              Research Agent
              web search, scraping
            
              Executor Agent
              code, file ops, APIs
            
              Hermes Agent
              forms, outreach, data
            
              Verifier Agent
              QA, validation
            
            Human-in-the-loop
            Telegram / Web UI

Key Capabilities

AgentOS is the backbone of every Q-Star AI product.

🧠

Hierarchical Planning

Top-level planner decomposes complex goals into structured execution plans with dependencies, priorities, and fallback paths.

🔧

Real Tool Execution

Agents execute real tools: web search, code execution, file I/O, API calls, database queries, and browser automation.

💾

Persistent Memory

Cross-session context retention. Agents remember past decisions, learned facts, and user preferences across conversations.

🤖

Hermes Sub-Agent

Specialized automation agent for form-filling, data extraction, web outreach, and structured data collection tasks.

📱

Telegram Interface

Human-in-the-loop via Telegram. Approve decisions, receive updates, and redirect agent behavior in real time.

🔀

Multi-Model Backbone

Supports Gemini, Claude, GPT, and MiMo as backbone models. Routes to the best model for each sub-task type.

What AgentOS Powers

AgentOS runs daily autonomous workflows across Q-Star's entire product suite.

Video Production Automation

Orchestrates Drama Engine's full pipeline — from brief intake to CDN delivery — without human intervention in the render loop.

Market Research & Outreach

Hermes agent handles structured data collection, form submissions, and outreach campaigns at scale.

App Store Operations

Automates app submission workflows, screenshot generation, metadata updates, and review monitoring.

Infrastructure Management

Monitors server health, rotates credentials, manages deployments, and handles incident response autonomously.