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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% compression-retention ratio across 7 technical dialogue domains, statistically validated (Wilcoxon signed-rank, p = 0.0431) · Zenodo preprint · Accepted into the Sarvam AI Startup Program
  • SSPM (Streaming Sparse Prompt Modeling) — real-time evaluation and constraint-preservation methodology validated on the LoCoMo benchmark · Zenodo preprint
  • Vyom OS (ALISA — AI-Integrated OS Architecture) — systems-level architecture spanning bootloader, paging, and priority scheduling · Presented, under review, IEEE-affiliated ICSEAI 2026

Open Source

  • Yale pie (pie-project/pie) — 4 merged PRs: #382 (stderr forward-port), #383 (sharded GGUF loading), #391 (E2E test coverage for raw-completion), #407 (async system test coverage) · Issue #418 — isolated a Vulkan-backend memory-corruption defect via clean baseline comparison, documented workaround
  • Point Cloud Library (PCL) — Merged PR #6398 · Fixed non-deterministic azimuth orientation in ShapeContext3DEstimation
  • Pyserini / Anserini (Castorini Research Group, University of Waterloo) — Merged PR #2483 and PR #3227, reviewed and merged by Prof. Jimmy Lin; reproduced and validated baseline metrics (BM25, uniCOIL, SPLADE, Contriever) in a controlled Ubuntu 24.04 / Java 21 environment
  • UW VibeServe — PR #57, referred by Prof. Luis Ceze, reviewed by Prof. Baris Kasikci

Stack

Python · C/C++ · PyTorch · OS Kernels & Memory Management · LLM Inference Pipelines · REST APIs · PostgreSQL · Supabase · Groq API · Gemini API


Achievements

  • 300+ LeetCode problems solved (Arrays, Linked Lists, STL, DP, Graphs, Trees)
  • 331 combined Zenodo views, 186 downloads across two published preprints
  • NVIDIA GTC 2025 attendee · Solo participant, Meta PyTorch Hackathon × Scaler

Links

Portfolio · LinkedIn · LeetCode · 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