Common Questions
What kinds of AI and software projects do you take on?
I focus on tool-using AI agents, customer and internal chatbots, knowledge systems over private business content, full-stack AI products and custom software, APIs and dashboards, and technical product landing pages.
Can I see working examples?
Yes. The Projects section includes client work and independent builds, and the AI assistant on this site is itself a live project. The case studies cover the product, architecture, scope, and implementation decisions.
How does a project start?
Start with the current problem, workflow, users, constraints, and useful result. A polished specification is not required. I will ask focused questions, then suggest a practical scope or a discovery step if important decisions are still unresolved.
Do you only work on large projects?
No. Fit depends on whether the problem is real, the scope is feasible, communication is clear, and the work can create useful value. A focused feature, integration, or page can be a good engagement when it has a clear outcome.
Do you provide post-launch help?
Ongoing improvements, integrations, maintenance, or a defined embedded engagement can be discussed when the product needs continued work. The responsibilities and period are agreed explicitly rather than assumed.
Need something built around your real workflow?
See how discovery, scope, implementation, verification, and handoff work before starting a project.
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