Om tjänsten
High Level Description
This thesis project investigates multi-agent AI orchestration architectures tailored for public administration. The study focuses
on integrating specialized Large Language Model (LLM) agents with deterministic compliance controls, auditable decision trails,
and cross-institutional adaptability to automate complex administrative workflows without compromising legal sufficiency or
transparency.
Project Description
Modern administrative processes rely heavily on unstructured data, complex regulatory frameworks, and multi-step reviews. While
single-agent LLM systems struggle with hallucinations, legal precision, and long-context compliance, modular multi-agent
orchestration offers structured decomposition of administrative tasks.
This project involves prototyping and evaluating a multi-agent framework where specialized LLM agents (e.g., retrieval agents,
policy critics, document extractors) collaborate under a central orchestrator. The system will process domain-specific public
sector inputs (such as permit applications or policy documents) and enforce deterministic legal guardrails before presenting
recommendations to human caseworkers.
Who are we looking for?
Purpose
In this thesis, the candidate will investigate the following core areas:
- Compare state-of-the-art multi-agent orchestration frameworks regarding task routing efficiency, latency, and system
reliability within public sector constraints.
- Measure performance, hallucination rates, and legal/policy compliance when handling complex, rule-heavy administrative
workflows using modular multi-agent pipelines versus monolithic prompting.
- Design and evaluate audit logging and explainability mechanisms that trace agent decision paths, tool usage, and human
caseworker edits.
An Exciting Journey with Knightec Group
Semcon and Knightec have joined forces as Knightec Group. Together, we are Northern Europe’s leading strategic partner in
product and digital service development. With a unique combination of cross-functional expertise and a holistic business
understanding, we help our clients realize their strategies – from idea to complete solution.
Practical Information
This is a thesis position, located at our office in Sundsvall. Start date January or March 2027.
Please submit your application as soon as possible, but no later than 2026-11-30. If you have any questions, you are welcome to
contact johanna.edstrom@knightec.se. Note that due to GDPR, we only accept applications through our careers page.