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Kipung/README.md

Ki-Pung (Kip) Park. Fine-tuning, evaluating, and running language models locally.

Website  ·  CV  ·  LinkedIn  ·  Email  ·  AMCIS 2025 paper  ·  Publications

Now: building the CAIMLL lab's fine-tuning pipeline, leading a subliminal-learning study through revision, and studying rainfall estimation for flood prediction.

Figures

Fig. 1. Living Kanto: A persistent world where 100 residents, each run by a local language model, travel, work, talk and pursue their own ambitions. Fig. 2. Domain Fine-Tuning Pipeline: Reference documents become source-verified training data, checked for evidence coverage, answer quality and reproducibility. Fig. 3. Subliminal Learning in LLMs: Can a hidden love of owls pass from teacher to student through number sequences? The teacher picked owls 53% of the time; students barely moved. Fig. 4. GeoAI: Overdose Risk Mapping: A deep model predicts areas of suspected drug-overdose risk from geolocated posts; Kepler.gl maps turn its output into regional insight.

More projects

AI Degree Planning Companion: An agent that plans courses over a Neo4j prerequisite graph, on local models, streamed to a React chat UI. Terminal Browser Split: A live, clickable browser preview in a native terminal split, opened by you with a hotkey or by any coding agent with one command.

Rainfall Transfer Between Gauges: Hourly rainfall from one gauge estimated from another across 28 years of records; held-out event hours reach R² = 0.58. CBU ACM Website: Built by the Software Engineering Team I founded, with Brandon Magana and the SET crew, using Scrum and GitHub flow.

6 more projects

Tracr → TransformerLens: Compile a RASP program with Tracr, convert it to TransformerLens, check both decode alike. GeGLU vs ReLU: Feed-forward activations compared across widths, with bootstrap confidence intervals.

Local Voice Assistant: Speech in, local Llama 3.2 out, spoken back; nothing leaves the machine. BAY-min: A robot math tutor that talks, watches the student’s work, and nods along.

CampusMate: Study groups, real-time messaging, file sharing and a group calendar for students. FunctionGemma Hackathon: 3rd place in the online division of the Cactus × Google DeepMind FunctionGemma Hackathon.

In motion

Living Kanto replay: residents walk through town, each deciding where to go next Claude Code gets a plain-English request, edits the page, then reloads, fills in and clicks it in the terminal-browser split beside it Gravitational lensing simulation: light rays bend as they reach rows of masses
Living Kanto · 100 local-LLM residents Terminal Browser · Claude Code drives a live page Gravitational lensing · physics research

Photos

Conferences, competitions, robots and hardware

Conferences & competitions: AMCIS 2025, Montréal, Presenting our GeoAI paper; KSEA SWRC, CSU Fullerton, Two research posters, Jan. 2026; SoCal Regional ICPC, With the CBU team, Nov. 2024

Robots & hardware: SO-101 arm, Physical AI capstone: assembly and teleoperation; Reachy Mini, Assembled and demoed for visiting students; Jetson Orin Nano Super, A fully local AI assistant on the edge

Timeline

Fig. 5. Timeline of research, work and leadership from 2024 to now.

Publications & talks

  • Corso, A., Asariah, J. S., Park, K., Corso, N. A., & Lee, E. (2025). A DSR Approach for Geospatial AI: Prediction of Drug Overdoses. AMCIS 2025, Montréal. Paper
  • Park, K., Bergquist, G., Lee, P., & Sanders, B. Replicating Subliminal Learning in LLMs via Distillation and LoRA Fine-Tuning. Under review, Aletheia: The Alpha Chi Journal of Undergraduate Scholarship.
  • SCCUR 2026, San Diego State (Nov. 21): Towards Modeling Runoff and Flood Prediction over Unreliable Precipitation Gauges (first author) and Separate or Unified Fine-Tuning? A Systematic Comparison of Training Strategies for Multi-Document Domain Applications (second author).
  • KSEA SWRC 2026, CSU Fullerton: Subliminal Learning in Large Language Models; A Design Science Research Approach for Geospatial AI.
  • AMCIS 2025, Montréal: paper presentation.
  • 🏆 3rd place (online division), Cactus × Google DeepMind FunctionGemma Hackathon.

Toolbox

Python, PyTorch, C++, Java, JavaScript, TypeScript, React, FastAPI, Flutter, Firebase, Docker, PostgreSQL, Linux, Git

ML PyTorch · JAX / Haiku · TransformerLens · Unsloth · LangChain  ·  Methods LoRA / QLoRA · sparse autoencoders · evaluation · synthetic data  ·  Inference Ollama · vLLM · GGUF  ·  Data Neo4j · PostgreSQL · FAISS

Terminal

An animated terminal introducing Ki-Pung Park, research interests, and projects. Build. Test. Understand. Repeat.

Riverside, CA · Interests: LLM architectures, vision-language-action models, physical AI

Pinned Loading

  1. WeHateOwls WeHateOwls Public

    Replicating subliminal learning in LLMs: can an owl preference pass from teacher to student through number sequences? LoRA and system-prompt teachers on Llama 3.2.

    Jupyter Notebook 1

  2. SET_PROJECT_3 SET_PROJECT_3 Public

    Website for the ACM chapter at California Baptist University, built by the ACM Software Engineering Team.

    HTML 1

  3. BAY-min_personal_tutor BAY-min_personal_tutor Public

    BAY-min: a robot math tutor on Reachy Mini, with Gemini Live voice, camera checks of student work and expressive head motion.

    Python

  4. degree_planning_guide degree_planning_guide Public

    California Baptist University - Office of Student Success degree planning guide

    Python

  5. living-kanto living-kanto Public

    Persistent Living Kanto simulation with autonomous local-model residents

    Python

  6. terminal-browser terminal-browser Public

    Live, clickable browser preview in a native terminal split beside your coding agents — Ghostty, kitty, WezTerm, tmux on macOS + Linux. Addon for terminal-browser.dev.

    Shell