Projects

A BlueDot sprint project on GPT-OSS-20B over Anthropic's alignment-faking transcripts. Probes match a strong TF-IDF baseline (0.807 against 0.806 AUROC); the study is being redone with tighter controls.

A monitor that watches a swarm of coding agents and flags coordinated activity for human review. Study A tests small local models as the first line of monitoring; Study B groups linked records into communities. Built for the Apart Research Swarm Alignment Hackathon, 6 to 8 November 2026.

Representational analysis of Llama 3.2-3B, base and instruct. At late layers, social framing dominates truth in the residual-stream geometry, yet truth stays linearly decodable.

My Swedish AI consultancy. Applied AI for organisations: local and private models, NLP, real-time systems, agentic systems, RAG and document automation.

A manuscript-to-subtitle pipeline that turns theatre scripts into subtitle-ready text. Built for live theatre captioning.

Real-time speech-to-script synchronisation: follows a live performance and keeps the script position in step with what is being said.

OCR and heuristic NLP pipeline that turned Swedish procurement PDFs into Excel. Deprecated, kept here for the record.

An end-to-end pipeline on a public psychiatric-hospital EEG dataset, separating patients with schizophrenia from healthy controls. A neural network reached about 99% training accuracy but about 70% on held-out patients, and cross-validation put the real figure near 69%. Cross-validation exposed the overfitting.

Automated video-mapping software for music in four steps. Analysis reads the track for beats and energy; segmentation splits a source image into numbered layers; representation turns each layer into a looped AI-generated video; visualisation renders the layers live, with the audio features driving their behaviour.

Pi-hole, Unbound and Tailscale on a Raspberry Pi: private ad-blocking DNS with no third-party resolver.

A 1 TB drive of offline knowledge (Kiwix, Sweden-only maps) served from a Raspberry Pi with a small search front-end.