E-commerce intelligence
Shopivision
A seller workspace bringing marketplace operations, pricing insights, product intelligence, and AI-assisted content together.
01Work
Research meets implementation.
A view into my engineering practice, the products I build independently, and the technical questions I investigate through code.
01Professional engineering
Systems with real constraints.
Work spanning enterprise AI, industrial production sequencing, and predictive systems. Client identities and proprietary implementations are omitted.
01
Conversational AI & agents
Enterprise conversational systems that combine language models, retrieval-augmented generation, and AI agents.
02
Optimization & decision systems
Industrial production sequencing, feasibility analysis, and constraint-based optimization, grounded in an industrial engineering perspective.
03
Applied machine learning
Forecasting, predictive modeling, and computer vision across practical engineering and research problems.
02Independent products
Built from the ground up.
Personal product work across different domains, connected by a practical interest in useful software.
03Technical studies
Making the checks explicit.
Evaluation · Optimization
Constraint Verifier
Mutation Audit
An inspectable study of layered verification on bounded synthetic optimization tasks. Prepared with AI assistance under my direction.
Read the studyVERIFICATION PIPELINE
Schema01
Feasibility02
Objective03
Optimality04
Candidate solutionExplicit checks