01
AI agents & chatbots
Tool-using agents, customer-support assistants, and workflow automations connected to the systems and information they actually need.
Open to useful work
I build the partthat has to work.
AI agents, knowledge systems, and full-stack software for founders and teams with a real workflow to improve—not a demo to decorate.
01 / What I build
Useful systems.Technical depth included.
The outcome comes first. Models, frameworks, and architecture follow from the actual job.
02
Knowledge systems
Make PDFs, policies, catalogs, support content, videos, and internal records searchable through useful, source-linked answers. RAG is a tool here—not the pitch.
03
Full-stack products
AI-enabled SaaS, dashboards, backends, integrations, and custom business software built across the interface and infrastructure.
04
Product landing pages
Focused Next.js pages for technical products—clear positioning, responsive execution, deliberate motion, and a path to action.
02 / Engagement
Not a package.
A working relationship.
Some problems need one focused build. Others need discovery first or continued product work. We choose the shape after understanding the job.
01
Focused build
A defined agent, chatbot, integration, backend, dashboard, or landing page with agreed deliverables.
02
Product or feature
A broader full-stack implementation delivered in stages, from architecture through deployment and handoff.
03
Technical discovery
Use-case validation, architecture, build-versus-buy decisions, risks, and a practical implementation map.
04
Ongoing collaboration
Continued improvements, integrations, maintenance, or an embedded contract for a defined period and scope.
03 / Fit
Good work starts
with honest context.
A polished specification is optional. A real problem, access to context, and room for honest decisions are not.
- There is a real user, workflow, or business problem behind the request.
- You can share the current process, constraints, and desired result—even if the solution is still unclear.
- The right people and information can be involved when decisions need to be made.
- You value testing, maintainability, direct communication, and honest tradeoffs.
What makes the work click
Clear communication, a real problem, realistic expectations, and enough room to understand the system before rushing into implementation.
04 / Process
A clear path through the messy part.
You see the decisions, tradeoffs, and progress—not just a reveal at the end.
- 01
Understand
Users, workflow, data, constraints, success.
- 02
Scope
Deliverables, ownership, milestones, risks.
- 03
Build
Small stages, visible progress, tested behavior.
- 04
Deploy
Real environment, configuration, safeguards.
- 05
Handoff
Documentation, access, next improvements.
05 / Selected proof
Work, not wallpaper.
Client project
EmbedChat AI
Ecommerce support platform
Client project
Gem AI
Conversational shopping agent
Client project
Landed Cost
Internal trade-data dashboard
engagement.config
Direct work. Clear ownership.
No mystery layer
between us.
You work directly with me from technical discovery through delivery. Scope, access, ownership, and handoff are discussed before the build starts.
01:Scope and acceptance criteria are written down.
02:Client data and credentials are handled deliberately.
03:Client-owned infrastructure is used where practical.
04:Important risks and decisions stay visible.
05:Private work stays private unless publication is approved.
Or email me directly