
Sauhard D
Applied AI Engineer
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Work experience
Applied AI Engineer
SciNets
Jan 2025 - Present • 1 yr 4 mos
◦ Built and deployed a multi-user agentic AI research platform for scientific literature synthesis (scinets.in) using LangGraph, RAG, FastAPI, and Postgres; processes 9–10 papers per run with ˜8–10 min latency at ˜$0.10/run. ◦ Designed a graph-constrained multi-hop reasoning engine over literature concept graphs (NetworkX), reducing spurious cross-domain links and improving evidence coherence. ◦ Implemented evidence-grounded synthesis with support/neutral/contradiction classification, grounding verdicts, and mechanistic reasoning chains. ◦ Production-hardened OAuth 2.0/JWT auth, SSE streaming, and multi-user isolation; eliminated random 401s and cross-user data leaks behind load balancers. ◦ Built real-time agent tracing UI and a custom evaluation layer measuring symbolic depth, grounding stability, and collapse rate. ◦ Diagnosed and fixed cloud-only failures across Vercel + Render; added auto-reconnect and graceful recovery for cold starts. ◦ Open-sourced research core and published related work on arXiv