Commercially deliverable capability matrix

This page focuses on boundaries and methods, not outsourced sales copy.

Custom Agent Development

Build production-grade agents for real workflows, from task decomposition to tool orchestration.

Agent architecture for business workflowsPrompt and tool orchestration setupMonitoring and iteration loop

Tool Software Development

Build lightweight but durable software tools for solo operators and small teams.

Web and desktop tool planning and implementationData model and workflow abstractionProductization roadmap suggestions

Smart Hardware Redevelopment

Upgrade existing hardware stacks with software-hardware integration for practical workflows.

Device capability assessment and upgrade planMCU/edge scripting and integrationTelemetry and visualization integration suggestions

AI Compute Supply (Model Gateway)

Gateway access support for Claude Code, Codex, and Gemini across domestic and global use cases.

Gateway onboarding consulting and setup guidanceBYOK and hosted-key policy guidanceBest-effort availability operations suggestions