AI Agent

Tool-using agents for observable business workflows.

AI agent infrastructure

Q-star agents combine language understanding, data access, and tool execution to automate defined workflows. The system is designed around observable steps, explicit handoffs, and verifiable outcomes.

Customer-service agents

Handle common requests, retrieve approved information, and route cases that require human action.

Workflow automation

Execute repeatable multi-step tasks through controlled tools and service interfaces.

Data analysis

Transform structured business data into traceable summaries and decision support.

Multilingual support

Support multilingual input and output while preserving the same workflow contract.

Technical capabilities

Language understanding

Models interpret user intent and convert it into structured, executable tasks.

Context and memory

Session context and governed long-term facts support coherent multi-step work.

Knowledge integration

Agents connect to approved repositories, search systems, and operational services.

Multilingual support

The same agent workflow can operate across supported languages.

Use cases

Customer service

Answer common questions continuously and escalate exceptions.

Product guidance

Guide users through product information and supported service flows.

Internal assistants

Retrieve internal information and coordinate approved operational processes.

Domain workflows

Adapt the orchestration layer to domain-specific data and control requirements.

How Q-star agents are built

Multi-agent architecture:Codex orchestration, Claude reasoning, Hermes handoff, OpenClaw execution, and optional OpenCode access.
Integration:API, SDK, and tool interfaces connect agents to existing systems.
Workflow controls:Prompts, tools, interfaces, and handoff rules are configured per workflow.
Operational boundaries:Sensitive data and external actions remain within explicit authorization boundaries.

Prototype and deployment patterns

Service routing

Classify incoming requests, answer supported questions, and hand exceptions to human operators.

Commerce assistant

Connect product knowledge and supported commerce actions through one agent interface.

Operations assistant

Retrieve policies, prepare structured requests, and track workflow state.

Explore the agent infrastructure

Contact Q-star to discuss an agent workflow or technical integration.