Master thesis: AI solutions
Technology, Data & Digital · Software & Web Development · Software Engineering · Artificial Intelligence · Cybersecurity
In short
This Master's thesis will investigate how Generative AI can support architecture verification by designing and evaluating an AI-powered prototype. The project focuses on analyzing architecture descriptions and diagrams against requirements and design principles, identifying violations, and suggesting improvements.
Responsibilities
- Review relevant literature and current approaches for AI-assisted architecture and security assessment.
- Study applicable Mandatory Architecture Requirements and design principles and translate them into verifiable evaluation criteria.
- Design and implement a prototype that uses Generative AI to analyse software or system architecture documentation.
- Identify potential non-compliance, explain the related security or architecture risk, and recommend improvements.
- Provide references to the requirements and design principles used in each assessment to support traceability and human review.
- Create representative architecture assessment scenarios and establish expert-reviewed reference results.
- Compare the AI assessments with those of experienced security architects using measures such as precision, recall, agreement, false-positive rate, explanation quality, and review effort.
- Analyse limitations, risks, and suitable human oversight for using Generative AI in architecture governance.
Requirements
- Background in computer science, software engineering, cybersecurity, information technology, or a related field.
- Understanding of software or system architecture and security principles.
- Experience with Python and Large Language Models, prompt engineering, or Retrieval-Augmented Generation.
- Ability to work with structured and unstructured technical documentation.
- Interest in empirical evaluation, security architecture, and responsible AI.
- Strong analytical, problem-solving, and communication skills.
Benefits
- Outstanding opportunity to use your skills and imagination to push the boundaries of what's possible.
- Opportunity to build solutions never seen before to some of the world’s toughest problems.
- You’ll be challenged, but you won’t be alone.
- You’ll be joining a team of diverse innovators, all driven to go beyond the status quo to craft what comes next.
- Encouraging a diverse and inclusive organization is core to our values at Ericsson.
- Championing diversity and inclusion in everything we do.
- Collaborating with people with different experiences drives innovation.
- Encouraging people from all backgrounds to apply and realize their full potential.
- Proud to be an Equal Opportunity Employer.
#AI#Generative AI#Architecture#Security#Python#LLM#Master Thesis
Company
Ericsson
Job Posted
1 day ago
Employment Type
Internship
WorkMode
On Site
Experience Level
Student
Locations
Stockholm, Sweden
Qualification
Master
Applicants
Be an early applicant