Featured · live product
Missed Call Capture
Under 1sfirst response
Turns an unanswered business call into a qualified callback request without making the caller wait through a slow AI turn.
A live demo line.
Open to senior AI engineering roles Toronto or remote
Senior AI engineer shipping production LLM and multi-agent systems, backed by hands-on cloud infrastructure and production operations experience.
Selected production systems, each reduced to the outcome that matters.
Featured · live product
Under 1sfirst response
Turns an unanswered business call into a qualified callback request without making the caller wait through a slow AI turn.
A live demo line.
Internal operating system
300+API endpoints
Runs outreach, conversations, and lead operations from one auditable workspace.
Express 5 and React 19 over Postgres, with a real-time UI driven by server-sent events. The call pipeline transcribes live, extracts structured insights, and validates every quoted line against the transcript before storing it.
A bulk-operation engine previews and rolls back changes, an audit log can revert mutations, and a model router picks the provider per feature and logs the cost of every AI call. Multi-user access is protected with sessions and two-factor authentication.
Self-hosted platform
Approval-gatedagent fleet
Keeps autonomous agents observable and recoverable, with human approval and spend controls at the points that matter.
Personal system
Manager +specialists
Turns one text or voice request into coordinated work across specialist tools while keeping the conversation in one place.
The engineering range behind the systems above, from model orchestration to the infrastructure and operations that keep them running.
XitPlan
AI Engineer (Founder), Toronto
September 2025 to present
Amazon Web Services
Cloud Engineer, Linux Specialist (Bilingual EN / FR), Toronto
June 2024 to September 2025
Digital.ai
CloudOps Engineer, Toronto
November 2022 to June 2024
South Mediterranean University
IT Technician, Tunisia
January 2020 to January 2021
The architecture behind the demo line: Twilio media streams, an edge bridge in a Durable Object, and an audio path with no transcoding step.
Hiring for a senior AI engineer or planning a production AI system?
Tell me about the role, the system, or the problem you need solved.
Resume available on request.