Master Thesis – Agentic AI for Stimulus Creation During Coverage Closure

Axis Communications; Lunds kommun; On-site; SEK 190,000 - 257,000; Full time

Job summary

Axis Communications AB in Lund, Sweden, invites a Master Thesis student to explore Agentic AI for stimulus creation during coverage closure within the ASIC verification domain. The project aims to adapt and evaluate AI-driven stimulus pipelines to reduce manual effort while ensuring valid, reproducible tests.

The candidate will tune prompts, analyze coverage data, and benchmark against current pipelines, documenting findings and recommendations for integration into our verification workflow.

Qualifications

• Master's student in Embedded Electronics Engineering, Electrical Engineering, or Computer Science.
• Interest in ASIC verification, coverage closure, and machine-assisted stimulus design.
• Willing to work in Lund, Sweden.

Responsibilities

• Explore Agentic AI for stimulus creation during coverage closure.
• Tune prompts and context for the AI pipeline.
• Benchmark against existing AI pipeline and manual efforts.
• Document findings and recommendations.

Job description

Job Title

Master Thesis – Agentic AI for Stimulus Creation During Coverage Closure

Category

Embedded Systems, Electrical Engineering or Computer Science

Scope

Two Master Thesis students, 30 hp each

Background

Axis has a long history of developing integrated circuits for our products. The series of ARTPEC chips is a cornerstone in most Axis products, as discussed here: Axis System-On-Chip, and ARTPEC-9. The ASIC department is working on developing new generations of the ARPTEC SoC using the most modern chip technology available. See also The history of ARTPEC.

In ASIC verification, constrained-random testing can exercise much of a design efficiently. However, reaching the remaining coverage targets often requires engineers to create targeted stimulus manually. This involves analyzing coverage reports, specifications, constraints, and testbench code, followed by repeated implementation, compilation, simulation, and debugging.

This thesis project will explore how an Agentic AI solution can support stimulus creation during coverage closure, which is essential bug-free hardware modules in the final SoC.

Goal

The goal is to adapt and tune the Agentic AI pipeline for coverage-directed stimulus creation and evaluate whether it can reduce engineering effort or elapsed time while producing valid, reproducible tests.

• Investigate state-of-the-art methods for using agentic AI in ASIC Verification.
• Establish a benchmark for the existing AI pipeline and reconstruct the historical manual effort for the selected modules.
• Choose the coverage scope after an initial analysis, with functional coverage as the likely primary focus and code coverage included where appropriate.
• Tune the pipeline through improvements to prompts, context selection, retrieval of relevant code and examples, stimulus-output formats, and iterative tool feedback.
• Evaluate the final pipeline on held-out coverage targets, comparing its results with the initial pipeline and the original manual solution.

The expected outcome is a tuned Agentic AI pipeline, a documented benchmark history, and an evidence-based assessment of where AI-assisted stimulus creation is useful—and where it falls short. Model-weight training or fine-tuning is not required; the main focus is on adapting the pipeline around the language model.

Who are you?

For this Thesis proposal we target students with a strong interest in Embedded Electronics Engineering, with a focus hardware development, including design and verification of digital solutions and a system on chip.

Who to contact for any questions regarding the position!

Per Dagermo, Engineering Manager for the ASIC Verification team, at [phone].

Type of Employment

Thesis Worker (Fixed Term)

Posting End Date

2026-11-27

Certain roles at Axis require background checks, which means applicable verifications will be done in these recruitments. Notice will be provided before we take any action.

About Axis Communications

We enable a smarter and safer world by creating innovative solutions for improving security and business performance. As a network technology company and industry leader, we offer solutions in video surveillance, access control, intercom, and audio systems, enhanced by intelligent analytics applications.

With around 6,000 committed employees in over 50 countries, we collaborate with partners worldwide. Together, we thrive in our friendly, open, and collaborative culture and inspire each other to think beyond the expected. United by our commitment to inclusion, diversity, and sustainability, we consistently seek to develop our skills and way of working.

Let´s create a smarter and safer world

For more information about Axis, please visit our website www.axis.com.

Listen to Axis Communications Playlist