pragathi
I build software, intelligent systems and products, and have done that for about 10 years: embedded automotive diagnostics at Bosch, computer vision and multimodal AI at Mercedes-B... Show moreI build software, intelligent systems and products, and have done that for about 10 years: embedded automotive diagnostics at Bosch, computer vision and multimodal AI at Mercedes-Benz, and now independent work split between consulting and my own product.
That product is Anovi, a nutrition and meal-planning app I built end to end: PostgreSQL schema, FastAPI backend, recommendation logic, LLM pipeline, React Native app, subscriptions, localisation, privacy work and the App Store release.
I write about the parts that don't make it into conference talks. One rule: every claim has a receipt. Show less
Retrieval and citation design for nutrition evidence, built to refuse questions the sources cannot answer. Preparing Anovi's Android release. Cycle-aware planning, scoped to stay non-medical.
Built and shipped Anovi solo, schema to store listing, approved on its first App Store submission.
LLMs in production where being wrong costs something: free-text meal logs to tructured ingredients, multi-objective recipe ranking.
Real-time multimodal AI at Mercedes-Benz Tech Motion: gesture, gaze, pose and transformer-based speech systems.
Design evaluation environments and grading criteria for coding-focused reinforcement learning benchmarks.
MSc thesis, TU Munich: radar hand-gesture pipeline at 97% accuracy on an ARM Cortex-M0.
The interesting problem is rarely the model.
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