Projects

Production AI systems built across healthcare, finance, and enterprise SaaS. Each entry includes the engineering decisions, tradeoffs, and outcomes.

2024KalqylAI Bot Suite — Real-time + Long-form Equity ResearchTwo autonomous AI bots running on Kalqyl's data layer: a real-time Twitter agent that turns a press release into a published tweet in under 30 seconds, and an analytical bot that writes structured long-form equity research reports.4.6M readers · 8,000+ reports/yr
2024Real-time Financial Data InfrastructureEvent-driven Azure pipeline that ingests, parses, classifies, and routes press releases and disclosures from 160+ Swedish-listed companies — the data layer the KalqylAI bots ride on.<30s ingest · 160+ stocks
2025Predli Studio — Document Ingestion on DagsterDagster-based ingestion for Predli Studio's multi-tenant enterprise RAG product — moving documents from upload to searchable, citation-ready knowledge with asset-based orchestration and content-hash idempotency at the boundary.Dagster · idempotent ingestion
2024Enterprise RAG PlatformProduction-ready RAG system with file-type-aware chunking, metadata extraction, TOC mapping, and persona customization achieving 40% improved response relevance.+40% retrieval relevance
2025Meditation AI AssistantAI-powered journaling and meditation companion for mindfulness and personal growth.personal · in progress
2023Survey Analytics NLP PipelineEnd-to-end NLP pipeline for analyzing open-ended survey responses using clustering algorithms with Huggingface transformers, UMAP, and HDBSCAN.NLP · clustering