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MartinBlomqvistDev/README.md

Martin Blomqvist

AI Engineer in Kristianstad, Sweden. I build agent pipelines and machine learning systems in Python, usually from scratch: hand-rolled async orchestration in preference to a framework, unless the framework solves a hard problem better than I can (see Prasine Index, where LangGraph earns its place).

Finishing a Data Science degree at EC Utbildning in May 2026. Open to roles.

Projects

Maktspråk · maktsprak.se

Predicts which Swedish party wrote a parliamentary speech. Fine-tuned KB-BERT at 0.628 accuracy and 0.619 macro-F1, evaluated on 146 speakers held out of training, served from FastAPI on Cloud Run over a 75,148-speech Riksdag corpus that rebuilds from source. The site carries a study that turns the classifier into an instrument: which party do fourteen frontier language models write like?

Prasine Index · prasineindex.com

Seven-agent pipeline that checks EU corporate sustainability claims against 22 open datasets and returns a scored evidence chain. Anthropic SDK and LangGraph.

GALDR

Async AI orchestration for interactive storytelling, built without LangChain. Deterministic game logic decides what happens; the LLM only narrates it. Voice benchmark: 2.0s TTFA p50 over 46 runs, too slow for conversational turn-taking. 182 tests.

Site Sentinel

Near-miss prediction for road construction zones. Random Forest at F1 0.927, benchmarked against XGBoost, LSTM and TCN. Numbered pipeline, 01 to 06.

Elsewhere

Pinned Loading

  1. prasine-index prasine-index Public

    7-agent pipeline verifying EU corporate sustainability claims against 22 open datasets. Anthropic SDK + LangGraph. Scored evidence-chain reports. Live at prasineindex.com.

    Python

  2. maktsprak maktsprak Public

    Predicts which Swedish party wrote a parliamentary speech — fine-tuned KB-BERT (0.62 macro-F1, speaker-independent) served via FastAPI, over a 75k-speech Riksdag corpus rebuildable from source. Nex…

    Python

  3. galdr-engine galdr-engine Public

    Async AI orchestration for interactive storytelling. Deterministic game logic decides what happens; the LLM only narrates it. Python 3.12, asyncio, FastAPI, Pydantic v2, no LangChain. Voice benchma…

    Python