Selected work
Each case follows the same thread: the real problem, the discovery, the solution, how it was validated, and why it matters as a product.
Applied Industrial AI · Product Discovery
FlagshipWhen AI Starts Understanding Industrial Machines
Mälardalen University · Mälardalen Industrial Technology Center (MITC) · 2025
A proof-of-concept AI assistant that explains industrial machine behaviour in natural language, validated with non-specialist users in a smart-factory testbed.
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AI / Innovation Product Concept
FlagshipFrom Innovation Concept to AI-Enabled Product Case
University of Skövde · Blekinge Institute of Technology · Innovation in Practice → Product & Requirements Management
An AI-enabled decision-support concept for SCADA/BMS environments, carried from initial innovation framing through discovery, requirements, MVP definition, product strategy and go-to-market.
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Bachelor Thesis · Applied AI · Energy
FlagshipUncertainty-Aware Forecasting Using Deep Learning
Mälardalen University · Electrification Hub · 2025
An uncertainty-aware wind power forecasting capability designed for risk-aware energy planning rather than prediction accuracy alone.
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Professional Project
FlagshipData Centre IIoT Platform Integration
Schneider Electric · Data Centre
Digital-platform integration of a wider data-centre IIoT environment into a unified operational platform in a mission-critical setting.
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Applied Research Collaboration
FlagshipApplied Smart-Building Innovation
Schneider Electric · Project role: EcoStruxure Subject Matter Expert
Connected applied smart-building research with real industrial-platform capabilities and constraints as EcoStruxure subject matter expert.
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AI Platform / Product Concept
Blekinge Institute of Technology · AI Platform / Product Concept
A planner-based multi-agent architecture exploring how agentic AI could become a reusable capability inside a smart-building and energy platform.
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Professional Project
Operating Theatre Digital Platform
Schneider Electric · Healthcare
A tailored HMI unifying operating-theatre room functions into one operational interface built on an edge architecture.
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Professional Platform / Product Capability
Schneider Electric · Relevant period: Support Engineer
Recurring field needs turned into a reusable monitoring and deviation-management capability deployable across customer systems.
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Team Project
Sustainable Travel Decision-Support Concept
Interaction Design · MDU · 2024 · Team Project
A decision-support concept helping users compare travel alternatives using emissions, cost, distance and time — from whiteboard ideation to a high-fidelity Figma prototype.
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Team Project
Sustainable Health — Adaptive Wellbeing Service Concept
Interaction Design · MDU · Team Project
An adaptive wellbeing service concept combining mobile interaction, activity-watch data and camera-supported input to support everyday behaviour change.
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Individual Assignment
Interaction Design · MDU · Individual Assignment
An independent accessibility and heuristic evaluation of Microsoft's Seeing AI iOS application, with concrete design recommendations and a validation plan.
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Professional Project
Pharmaceutical Digital Platform Environment
Schneider Electric · Pharmaceutical
Digital-platform integration and delivery in a complex pharmaceutical environment with high reliability and lifecycle demands.
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