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zatchbell1311-wq/README.md

Dhruv Dubey

Independent AI Researcher · LLM Memory Architectures · Open Source Contributor

Research

Building novel memory architectures for LLMs — independently, without lab resources.

  • 📄 DSPM (Dynamic Semantic Patch Memory) — 82.4% token reduction, 94.2% critical retention across 7 dialogue domains · Targeting IEEE 2027
  • 📄 SSPM (Sparse Semantic Patch Memory) — ~37–48% token reduction · Zenodo preprint
  • 🔬 Castorini Research Group, University of Waterloo — Merged PRs in Pyserini (#2483) and Anserini (#3227) under Prof. Jimmy Lin

Open Source

  • Yale pie — PRs #382 (stderr forward-port) and #383 (sharded GGUF loading) · awaiting review
  • Point Cloud Library (PCL) — Merged PR #6398 · Fixed non-deterministic azimuth orientation in ShapeContext3DEstimation
  • Pyserini / Anserini (Waterloo) — Merged PRs in both repos · Castorini Research Group

Stack

Python · C/C++ · PyTorch · LLM Pipelines · REST APIs · PostgreSQL · Groq API · n8n

Links

Portfolio · ORCID · dhruvdubey1311@gmail.com

Pinned Loading

  1. dynamic-semantic-patch-memory dynamic-semantic-patch-memory Public

    DSPM achieves a mean Token Reduction Rate (TRR) of 82.4% ± 4.21% across seven heterogeneous technical dialogue scenarios, surpassing the 55% and 60% design targets, while retaining a mean consiste…

    Python 1

  2. pcl pcl Public

    Forked from PointCloudLibrary/pcl

    Point Cloud Library (PCL)

    C++ 1

  3. Sparse-Semantic-Patch-Memory-SSPM-Proof-of-Concept- Sparse-Semantic-Patch-Memory-SSPM-Proof-of-Concept- Public

    The repository accompanies the SSPM research preprint and includes a Google Colab–ready notebook for experimental validation and visualization.

    Jupyter Notebook 1

  4. anserini anserini Public

    Forked from castorini/anserini

    Anserini is a Lucene toolkit for reproducible information retrieval research

    Java

  5. pyserini pyserini Public

    Forked from castorini/pyserini

    Pyserini is a Python toolkit for reproducible information retrieval research with sparse and dense representations.

    Python

  6. semantic-patch-triage-env semantic-patch-triage-env Public

    META Hackathon

    Python