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cogniera/README.md
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Paarth Sharma

University of Waterloo

I code


streak stats

Work Experience

Role Organization Dates Summary
Software Developer IlluminexAI Sep 2026 – Dec 2026 GPU-accelerated foreign object detection systems for global airports
Ground Station Developer UW Orbital Jan 2026 – Present LSTM anomaly detection for satellite telemetry, adapted from NASA JPL's dynamic thresholding approach
ML Developer Hostalky (via Practera) Jan 2026 – Apr 2026 Doctor-patient transcript to clinical notes pipeline, 12% higher Token F1 over single-LLM baseline; cut hallucination rate 75%
Software Development Intern Sample Junction Nov 2025 – Aug 2026 LangGraph lead enrichment pipeline (Hunter.io, Apollo.io, Pinecone), 300+ profiles/month, saving 100+ hours of manual research
Open Source vLLM Aug 2026 Validated EXAONE-4.0 for deterministic inference across backends on RTX 4090/H200 NVL. PR #53839

Projects

Project Language Description Status
HyperbolicAttention JAX Hyperbolic attention layer for code, projecting Q/K onto the Lorentz hyperboloid Ongoing
InferOpt Python Semantic caching for LLM queries, 90% cost cut, 1st place at GenAI Genesis Shipped
Precursor Python Financial ML pipeline, 1.4M-row feature store, S&P 500 direction prediction Shipped
SOMA JavaScript AI-guided anatomy lessons with 3D voxel visualization Shipped

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  1. Soma Soma Public

    AI-powered anatomy education platform Featuring conversational symptom triage, interactive 3D voxel muscle visualization, and narrated anatomy lessons.

    JavaScript

  2. scholarmatch scholarmatch Public

    A system for making scholarship application easier

    JavaScript 2

  3. InferOpt InferOpt Public

    LLM inference cost reduction using semantic template caching and slot filling. Built on FastAPI, Redis, and OpenAI embeddings.

    Python 1

  4. PreCursor PreCursor Public

    Precursor is a Databricks ML pipeline that ingests S&P 500 price, macro, and insider trading data to generate daily stock direction predictions via XGBoost and a Temporal Fusion Transformer, surfac…

    Jupyter Notebook