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Master Thesis: Requirements to Verified RTL Releases: A Multi-Agent Traceability Framework for ASIC

Teknik, data och digitalt · Mjukvaru- och webbutveckling · Mjukvaruutveckling · Inbyggda system · Artificiell intelligens

I korthet

This Master Thesis project focuses on developing and testing a multi-agent ecosystem for feature-centric traceability and quality assurance in ASIC IP development. It aims to connect requirements with Jira work items, RTL revisions, documentation, and release baselines using AI and LLMs to improve XFT autonomy and release transparency.

Ansvarsområden

  • Develop and test a 'Multi-agent ecosystem for feature-centric traceability and internal + external releases quality assurance and quality gating in for a cross-functional teams-oriented Organization supporting agile ways of development a complex ASIC IP.
  • Ingest requirement specifications and connect them with Jira work items movement, RTL revisions for optimization or feature-changes, Documentation updates e.g. DS, VS, reference-model implementations, verification evidence, FPGA builds and release baselines.
  • Design specialized agents with clearly defined roles and a coordinating agent to construct an auditable artifact graph, perform change-impact analysis and generate explainable quality-marker reports.
  • Combine LLM-based semantic reasoning with deterministic version, dependency and quality-gate rules.
  • Evaluate the prototype using traceability accuracy, warning precision, evidence completeness, unsupported-claim rate and practitioner assessment.
  • Contribute a technically rigorous approach for improving XFT autonomy while preserving system-level consistency, release transparency and engineering accountability.

Krav

  • Knowledge in Computer Science, Electrical Engineering, or a related field.
  • Experience in at least one programming language (Python not mandatory).
  • Eagerness to learn and explore new concepts.

Önskade kvalifikationer

  • Curious mind
  • Bonus: experience in machine learning.

Förmåner

  • Thesis work opportunity

Färdigheter

PythonMachine Learning
#AI#ASIC#RTL#Requirements Engineering#Traceability#Quality Assurance#Agile#LLM#Python
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Företag

Ericsson

Publicerade jobb

för 4 dagar sedan

Anställningstyp

Praktik

Arbetsform

På plats

Erfarenhetsnivå

Junior

Platser

Lund, Sweden

Kvalifikation

Masterexamen

Sökande

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