Matias Laukka — engineering portfolio

Business Information Technology graduate from Laurea UAS, with professional JavaScript reporting automation experience at IP-Agency Finland and independent AI-assisted software projects.

The interactive walkthrough requires JavaScript. These public sources and evidence notes are available without it.

Knotty source and case study — governed local support triage; Hybrid remains research.
Coding Agent Harness source — worker claims, Git evidence, independent checks and human acceptance.
Career Desk implementation evidence — a Windows job-discovery and explained-shortlist preview with local persistence and dated Duunitori ingestion evidence. Interview Coach is a separate prototype with live-API validation still open.
Latent Flow Memory source — experimental contextual route learning, provenance and replay around frozen embeddings.

Sources and publication notes · GitHub profile