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Yangjunjie-Lin/README.md

Yangjunjie Lin

Computer Science undergraduate at the University of Manchester
Building reliable AI systems, full-stack applications, and computer-vision tools

Email · LinkedIn · GitHub


Featured Projects

Project Focus Evidence
Scanly Computer vision / browser systems Privacy-first QR decoding pipeline, Web Worker cancellation, cross-browser E2E, and 51/52 internal regression fixtures
NoteVault Full-stack systems React, FastAPI, Firebase Auth, Firestore, typed OpenAPI contracts, Emulator integration, and production-preview browser tests
Hunton Fine-tune Edge LLMs QLoRA workflow for structured JSON actions, safety validation, GGUF quantization, and Raspberry Pi deployment packaging
RTRL-SnAp Reproduction Research reproduction BPTT, exact RTRL, and SnAp-1 on the Copy Task with gradient-consistency checks and experiment logging

Scanly

A feature-complete browser QR scanner with a layered heuristic image-processing pipeline. Uploaded images stay local, decoding runs in a dedicated Worker, and the repository includes benchmark, performance, coverage, accessibility, and browser-regression gates.

Repository · Live demo

NoteVault

A production-oriented Markdown notebook with Google sign-in, verified backend identity, user-scoped Firestore access, mutation-safe timeline pagination, bounded search, and a generated FastAPI-to-TypeScript contract.

Repository · Live app


Research & Engineering Work

  • Fire External Baseline Reproduction — controlled Direct LLM, BM25, Dense, Hybrid, and E-KELL-style comparison infrastructure with strict experiment, resource-identity, and fail-closed validation contracts. Formal empirical runs remain explicitly pending.
  • Aurora Christmas Tree — a Python/Tkinter particle-rendering desktop application with themes, interaction, PNG export, headless preview generation, and CI.

Current Focus

  • AI agents with structured routing, retrieval, safety checks, and traceable evidence
  • Knowledge-enhanced generation, RAG, GraphRAG, and controlled evaluation
  • Real-time recurrent learning and reproducible algorithm studies
  • Vision-language models, image-text retrieval, and practical image-processing systems
  • Production-oriented software engineering: testing, contracts, security, deployment, and maintenance

Technical Stack

Languages
Python · TypeScript · JavaScript · Java · C++ · SQL

AI / ML
PyTorch · QLoRA · LLM agents · RAG / GraphRAG · Computer Vision · Vision-Language Models

Web / Systems
React · Next.js · Vite · FastAPI · Firebase · Firestore · REST / OpenAPI

Engineering
Git · GitHub Actions · Playwright · Vitest · pytest · Linux / WSL · Vercel


Engineering Principles

  • Prefer measurable evidence over broad claims.
  • Keep limitations, experiment status, and unsupported conclusions explicit.
  • Treat tests, security boundaries, reproducibility, and maintenance as part of the product.

Contact

Pinned Loading

  1. Scanly Scanly Public

    Privacy-first, local-only barcode scanning SDK for Web, Node.js, React, iOS and Android with multi-format decoding, realtime tracking, batch scanning, and native/WASM engines.

    TypeScript 155 30

  2. notevault notevault Public

    Production-oriented Markdown notebook with Firebase Auth, FastAPI, Firestore, typed OpenAPI contracts, and cross-browser E2E tests.

    TypeScript 1

  3. hunton-finetune hunton-finetune Public

    A domain-focused LLM fine-tuning project covering dataset preparation, training workflow, evaluation, and reproducible experiment structure.

    Python 1

  4. rtrl-snap-reproduction rtrl-snap-reproduction Public

    Lightweight reproduction of BPTT, exact RTRL, and SnAp-1 on the Copy Task with gradient-consistency tests.

    Python

  5. fire-external-baseline-reproduction fire-external-baseline-reproduction Public

    Controlled external baseline suite for comparing Direct LLM, BM25, Dense, Hybrid, and E-KELL-style methods under strict reproducibility contracts.

    Python

  6. christmas-tree-card christmas-tree-card Public

    A creative Python GUI project that renders an animated Christmas tree greeting card with festive visuals and interactive effects.

    Python 1