AI & LLM systems
Models and the systems around them: CNNs for ECG waveforms, deep learning for viral variants, genomic embeddings, and multi-agent LLM systems whose every decision is traceable to evidence.
- Period
- 2022 — now
- Built
- Agents · CNNs · embeddings
- Where
- nference · Anumana
Selected work
- 2025Agentic framework for clinical-trial cohorts~40% faster cohort creation
- 2024Therapeutic activity against emerging variantsnpj Systems Biology and ApplicationsRead paper ↗
Models I've built, year by year
- ~2015Classical MLPerceptrons · parameter optimisation
- 2022TransformersGenomic embeddings for BERT
- 2023CNNsAI-ECG for amyloidosis & AFib
- 2025Multi-agent LLMsEvidence-traced clinical-trial cohorts
- 2026InterpretabilityGradient flow inside disease CNNs