Research Software & Reproducibility
R3Tune
FLLM 2026 · SubmittedStage-aware token budgeting for multi-stage LLM workflows — allocates compute across pipeline stages to cut cost while preserving output quality.
stage-aware-llm-resource-allocationEvidence-Gated Budget-Aware Code Repair
AIPMV 2026 · SubmittedEvidence-gated, budget-aware code repair agent that gates edits on supporting evidence under strict cost constraints for LLM-orchestrated repair pipelines.
evidence-gated-budget-aware-code-repairuAMBIT
IEEE DCOSS-IoT 2026Byte-budgeted update compression with error-feedback for federated learning. Enforces strict per-round uplink budgets for communication-efficient edge ML.
uambit-hard-cap-flLangGraph: Budget-Aware Code Agent
FeaturedBudget-aware code generation agent built with LangGraph — integrates cost-aware planning and resource constraints for efficient code synthesis.
langgraph-budget-aware-code-agentAcademic Service
Subreviewer, ECML PKDD 2026
Reviewed two conference submissions as an invited subreviewer for ECML PKDD 2026.
Expertise
Machine Learning & AI
- Federated Learning
- Distributed Machine Learning
- Model Compression & Pruning
- Communication-Efficient Learning
- ML Experimentation & Benchmarking
- Model Evaluation
- Edge AI / Edge Computing
- TensorFlow, Python, Jupyter/Colab
Software Engineering
- System Design
- Software Architecture
- Full SDLC
- Web Application Development
- API Integration
- Testing & Quality Assurance
- DevOps
Cloud, Data & Platforms
- Cloud Computing
- Microsoft Azure
- Database Management
- Data Engineering
- Data Modeling
- CRM (Dynamics 365)
Tools & Delivery
- Git & GitHub
- GitHub Copilot
- Jira & Confluence
- ServiceNow
- Agile Methodologies
- Scrum & Kanban
Security & Compliance
- Information Security Management
- Software & Network Security
- Threat Assessment
- Security Protocols
- GDPR Compliance
Leadership & Collaboration
- Engineering Management
- IT Management
- Project Planning
- Team Development
- Stakeholder Communication
- Business Analysis
Academic Publications & Manuscripts
R3Tune: Stage-Aware Token Budgeting for Multi-Stage LLM Workflows
Reproducibility ArtifactEvidence-Guided Budget Allocation for Multi-Stage Large Language Model Orchestration
Reproducibility ArtifactuAMBIT: Byte-Budgeted Update Compression with Error-Feedback for Federated Learning
Selected Projects
LLM-Based Voice Intelligence System
Independent Research
Modular pipeline using speech-to-text and LLMs to transform raw audio into structured semantic insights and user intents for autonomous and intelligent systems.
- Speech-to-text transcription with contextual LLM processing
- Structured semantic intent extraction for autonomous decision-making
- Designed for edge-deployable and resource-constrained environments
Femi System for Women's Safety
Concept / Prototype Project
DNB Digital Transformation Research
University of Oslo
Conducted in-depth research on DNB Bank's digital transformation initiatives, focusing on emerging technologies and organizational restructuring.
Software Process Improvement (SPI) Plan
DNB Bank
Developed a comprehensive SPI plan for DNB, emphasizing Agile methodologies and process optimization to enhance software quality.
Handbook of Scrum Methodology
DNB Bank
Authored a detailed handbook on Scrum methodology, outlining best practices and practical strategies for effective implementation.
Work Experience
Played a dual role as a Software Engineer and Scrum Master, leading Agile transformations and optimizing team collaboration to drive project success.
- Agile Implementation: Spearheaded the adoption of Agile methodologies, utilizing Scrum and Kanban to improve sprint planning, backlog management, and task prioritization.
- Quality Assurance: Developed detailed test scenarios using Octane, ensuring the smooth integration of Sbanken into DNB systems with high-quality outcomes.
- Incident Management: Enhanced IT service delivery by managing incident resolution and system troubleshooting in ServiceNow.
- Stakeholder Communication: Maintained transparent, consistent communication with stakeholders, regularly updating them on project milestones.
Founded Femi as an early-stage initiative focused on women's safety and community engagement.
- Concept Development: Developed the concept and early direction for a digital platform focused on safety and community support.
- Stakeholder Dialogue: Explored potential collaboration and communicated with the Norwegian Directorate for Children, Youth, and Family Affairs (Bufdir).
- Prototype Direction: Defined the intended user experience, platform goals, and functional direction for a future prototype.
- Project Status: The initiative did not proceed to full product development due to budget constraints.
Served as Scrum Master for Telia, guiding a development team to meet project goals by fostering Agile best practices.
- Team Facilitation: Facilitated daily stand-ups, sprint reviews, and retrospectives, promoting open communication.
- Task Management: Effectively managed sprint planning and backlog prioritization.
- Technical Contributions: Actively contributed to development tasks, leveraging Laravel and Onfido technologies.
- Project Alignment: Worked closely with stakeholders to ensure alignment on project goals.
Education
Several degrees were pursued and completed concurrently through parallel study arrangements.
Master in Digital Transformation
University of South-Eastern Norway (USN)
2024 – Present
Graduate-level studies focused on digital transformation, leadership, and management.
90 ECTS coursework completed; 30 ECTS master's thesis in progress.
Master's thesis: "Guardrails and Resource Efficiency in LLM-Based Agentic Workflows: An Empirical Study of Responsible Adoption in Document-Based Knowledge Work."
OngoingMaster in Informatics: Programming and Systems Architecture
University of Oslo
Awarded: December 2023
Focused on software engineering, systems architecture, distributed systems, and applied machine learning.
CompletedBachelor of Engineering in Software Engineering
OsloMet - Oslo Metropolitan University
Awarded: March 2026
Focused on software engineering, web application development, artificial intelligence, computer security, operating systems, and software project work.
CompletedBachelor in Informatics: Programming and Systems Architecture
University of Oslo
Awarded: June 2025
Focused on programming, software engineering, databases, information security, and computer systems.
CompletedBachelor of Information Technology
OsloMet - Oslo Metropolitan University
Awarded: June 2021
Focused on information technology, programming, web development, networking, databases, and applied AI.
CompletedStudies in Information Technology Engineering
University of Kalamoon
2010 – 2012
Studied programming, algorithm design, and mathematics. Degree was not completed.
Did Not CompleteSelected Graduate Coursework & Research Projects
Weather Conditions and Monthly Personal-Injury Traffic Accidents in Oslo and Akershus
Spring 2026 · Open-data analytics study combining traffic-accident data from TRINE / Statens vegvesen with weather observations from the MET Norway Frost API. The analysis uses descriptive visualisation, Poisson and negative-binomial regression, model diagnostics, and a random-forest benchmark.
The Impact of AI-Based Tools on Students' Study Behavior and Perceived Academic Performance
Spring 2026 · Quantitative survey study examining relationships between students' AI use, perceived usefulness, study-behavior change, and perceived academic performance. The analysis includes descriptive statistics, reliability testing, Pearson correlations, and supplementary Spearman checks.
AI in Human Resource Management: Opportunities and Risks
2025 · Empirical course study examining the opportunities and risks of AI-supported HR processes, with emphasis on fairness, transparency, privacy, trust, and human oversight. The work combines relevant literature with questionnaire-based evidence and practical governance recommendations.
Agile Modernization in a Regulated Bank: Balancing Flexibility and Control in Legacy IT Transformation
Spring 2026 · Qualitative case study of agile and DevOps-oriented modernization in a regulated financial-services environment. The analysis examines legacy-system dependencies, governance, compliance, architectural guardrails, coordination, and the balance between team autonomy and enterprise control.
Articles
Breaking Silos in Digital Transformation: My Experience
Published on LinkedIn, 2025
One of the biggest challenges in digital transformation isn’t technology—it’s alignment. Ambassadors bridge strategy and execution, a central office unifies efforts, and a compliance office keeps initiatives on-track and secure.
Read ArticleElevating Project Estimation with Three-Point Estimation & Monte Carlo Simulation
Published on LinkedIn, 2024
Combining Three-Point Estimation (Optimistic, Pessimistic, Most Likely) with Monte Carlo Simulation improves accuracy for complex, interdependent tasks—supporting realistic planning, risk management, and alignment.
Read ArticleExperience and Research-Based Insights on Agile Methodologies
Published on LinkedIn, 2024
Mapped Scrum, Kanban, XP, Lean Agile, Crystal, and FDD—then proposed effective hybrids (e.g., Scrum+XP, Kanban+XP) to balance structure, quality, and continuous delivery. Key theme: tailor frameworks to team and context.
Read ArticleApplying Ross et al.’s Five Building Blocks in Digital Transformation
Published on LinkedIn, 2024
Highlights shared customer insights, operational backbone, digital platform, accountability framework, and external developer platform—with banking examples that translate the theory into an actionable blueprint.
Read ArticleCertifications
Agile Project Management
Foundations of Project Management
Project Initiation: Starting a Successful Project
Applying Project Management in the Real World
Project Planning: Putting It All Together
Project Management Professional Certificate
PMI and NASBA
Managing Project Stakeholders
PMI and NASBA
Collaborating with Microsoft 365
PMI and NASBA
Managing Projects with Microsoft 365
PMI and NASBA
Optimizing Your Work with Microsoft 365
PMI and NASBA
Managing and Leading Developers
People Management
Coaching Skills for Leaders and Managers
People Management
Effective Technical Communication
People Management
Building Trust
People Management
Manager's Guide to Difficult Conversations
People Management
Inclusive Tech: Humane Code Reviews
People Management
Agile Software Development: Creating an Agile Culture
People Management
Succeeding as a First-Time Tech Manager
People Management
Moving from Developer to Engineering Manager
People Management
Volunteer Work
Promoted the Nobel Peace Center's initiatives through community engagement, including organizing events and creating awareness about the importance of peacebuilding.
Volunteered as an IT Manager, focusing on creating digital resources and supporting global awareness campaigns. Led the website redesign, enhancing usability and accessibility.
Prioritized urgent cases for abused women and children, documented refugees needing financial aid, and managed refugee registration.