Skip to content
View QuantumMisaka's full-sized avatar
🎯
Researching
🎯
Researching

Block or report QuantumMisaka

Report abuse

Contact GitHub support about this user’s behavior. Learn more about reporting abuse.

Report abuse
QuantumMisaka/README.md

James Misaka (QuantumMisaka)

AI4S PhD researcher (Peking University) in computational catalysis & machine-learning potentials. I ship research-grade atomistic workflows that feel like production software — opinionated defaults, reproducibility, good UX for scientists and AI agents — around the DeepModeling / ABACUS ecosystem.

Quick links

What I do

  • Research: iron-based Fischer–Tropsch & surface catalysis; ML potentials via large-atomic-model fine-tuning and active learning.
  • Engineering: reproducible, agent-friendly pipelines — DP‑EVA (active learning), ATST‑Tools (transition-state workflows), ABACUS toolchain.
  • Community: ABACUS / DeePMD open-source maintainer & community operator; project leader at Beijing Sidereus Intelligent Computing Technology Co., Ltd. (Sidereus AI), building the AsterFire Go scientific computing platform.

Featured projects

Project What it is
DP‑EVA Data-efficient active-learning fine-tuning of DPA universal potentials.
ATST‑Tools Governed, YAML-driven ASE transition-state toolkit for ABACUS & DeePMD.
ABACUS user guide Chinese documentation & onboarding for ABACUS.
ABACUS toolchain Cross-platform ABACUS installation automation (major contributor).

Selected publications

DP‑EVAClean Energy (2026, first author) · FT²DPJ. Mater. Inform. (2025, first author) · 7 papers on ORCID

Now

Building agentic tools for materials simulation — planning, verification, automation.

Pinned Loading

  1. atst-tools atst-tools Public

    Advanced ASE Transition State Tools for ABACUS and Deep-Potential

    Python 49 15

  2. MCresearch/abacus-user-guide MCresearch/abacus-user-guide Public

    ABACUS开源软件的中文用户文档

    HTML 52 18

  3. LASP_autotrain_lib LASP_autotrain_lib Public

    LASP python library including scripts and auto-NNtrain workflow

    Python 20 4

  4. dpeva dpeva Public

    Deep Potential Evolution Accelerator

    HTML 37 6

  5. abacus-agent-tools abacus-agent-tools Public

    Forked from deepmodeling/ABACUS-agent-tools

    MCP tools to connect LLMs and ABACUS jobs

    Python

  6. abacus-develop abacus-develop Public

    Forked from deepmodeling/abacus-develop

    An electronic structure package based on either plane wave basis or numerical atomic orbitals.

    C++