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@JBNU-CILAB

JBNU-CILAB

Compiler Intelligence Lab (CILAB)

Jeonbuk National University · Department of Computer Science and Artificial Intelligence

We study how code runs, and how to make it run faster — across web engines, LLM-based systems, and AI compilers. The work is empirical: we profile real engines, find the bottlenecks, and upstream the fixes.

cilab.jbnu.ac.kr

Projects

Open source we contribute to

Project Description
Escargot Lightweight JavaScript engine for memory-constrained devices, supporting modern ECMAScript in a small footprint. We analyze its internals and work on performance and memory optimizations.
Walrus Lightweight WebAssembly runtime with full standard support, built around an interpreter with JIT compilation underway. We work on execution performance.
lwnode Memory-efficient Node.js implementation running on top of Escargot, targeting consumer devices such as phones, watches, and TVs.

Built in the lab

Project Description
Escargot Review Bot Self-hosted AI reviewer for Escargot pull requests. Four LLM passes — defect, refactoring, compiler, and style — feed a judge stage that merges overlapping findings into inline comments, running entirely on a local LLM.
JCodeQuest Gamified platform for algorithm practice, with LLM-generated problems, three-judge ensemble grading, real-time code battles, and automatic plagiarism checks.
demucs-lite Compressing the Demucs source-separation model to run on mobile. FP16/INT8 quantization and audio chunking bring inference for one second of audio to roughly 100 ms on a Qualcomm NPU.
Iron Device Simulator
private
Web dashboard for a speaker protection library, visualizing speaker temperature and diaphragm displacement in real time from audio files or live microphone input. Built as an industry collaboration project.

Member Activity

Public contributions to lab and upstream project repositories since January 1, 2026. Private repositories and private contributions are excluded.

Member Active in
@kwonjeomsim Samsung/walrus, Samsung/escargot, JBNU-CILAB/escargot, JBNU-CILAB/walrus
@M-SE0K JBNU-CILAB/JCodeQuest, JBNU-CILAB/escargot-review-bot, Samsung/walrus
@comts224 JBNU-CILAB/JCodeQuest
@makachanm JBNU-CILAB/JCodeQuest, Samsung/walrus
@hyraxbyerax Samsung/walrus
@Luca388 Samsung/walrus

In 2026 the lab made 228 commits and 47 pull requests across 6 public repositories.

Popular repositories Loading

  1. demucs-lite demucs-lite Public

    Lightweight and optimized Demucs models for real-time source separation on edge devices

    Python 4 2

  2. JCodeQuest JCodeQuest Public

    Problem solving game for education tutor

    Python 2

  3. escargot-review-bot escargot-review-bot Public

    Self‑hosted AI code review bot for Samsung/escargot. Runs alongside a self‑hosted GitHub Actions runner, consumes base/head SHAs, analyzes diffs via a local mirror, and posts inline PR comments.

    Python 1 3

  4. escargot escargot Public

    Forked from Samsung/escargot

    Escargot is a lightweight JavaScript engine designed specifically for resource-constrained environments.

    C++

  5. web-tooling-benchmark web-tooling-benchmark Public

    Forked from v8/web-tooling-benchmark

    JavaScript benchmark for common web developer workloads

    JavaScript

  6. Web-Service-Design Web-Service-Design Public

    HTML 1

Repositories

Showing 10 of 11 repositories

People

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