Earth observation · geospatial computing

Learning to
read the Earth.

Undergraduate student
exploring remote sensing, GIS and AI.
Building tools to understand our changing planet.

NASA / Don Pettit · Milky Way on the Horizon ↗

OPEN LETTER · CLOSED Our voices may have helped. Pro 200 usage stays at its previous level.

AMPI / Ideas in practice

Concept note · v0.1 ·

AI as a coordinator.
Tools as infrastructure.

AI-Mediated Personal Infrastructure

AI 中介式个人基础设施

Keep the software that already does its job well. Let AI understand the task and decide which existing system should do the work.

AMPI brings software, files, devices and platforms together around a person’s goals. Conventional programs maintain persistent state, enforce permissions, verify results and support recovery. Direct interfaces and established commands come first where suitable; GUI agents are an optional channel.

Developed through my practice in AcademicWorkspace, this is a specific architectural synthesis and a published concept note. The private implementation is described through a sanitized case.

  • Reuse specialized tools
  • Preserve state
  • Scope authority
  • Verify outcomes

Omica Chow · CC BY 4.0 · Not peer reviewed

Open-source contributions

Small changes.
Shared tools.

Contributing to the software I use, from focused performance work to the boundaries around AI agents.

PR #911

Merged

Token Monitor

Less redundant work for named Codex sessions.

Contributed a focused performance improvement that skips T3 fallback-title lookups when a Codex session already has a generated title, with regression tests for mixed and fully named sessions.

  • JavaScript
  • SQLite
  • Performance
Read PR #911

Upstream · Javis603/token-monitor

PR #3

Draft · not merged

Knowe

Exploring safer boundaries for agent tools.

Proposed runtime sandboxing, encrypted credential storage and tighter browser and network controls for an agent group-chat application. Submitted as a draft for upstream review.

  • Python
  • Electron
  • Runtime security
Read PR #3

Upstream · HirezmingD/Knowe-agent-groupchat

PR status checked .

More on GitHub

A personal perspective / Color Vision

A slightly different
colour of the world.

我有先天性的 Deutan 型红绿色觉异常。
我并不是看不见颜色,只是一些红与绿,在我的视觉里彼此更近。

看看我眼中的世界

Research interests

  • Earth Observation

    Satellite data and sensors for understanding our planet.

  • Remote Sensing

    Retrieving insight from measurements of the Earth.

  • Geospatial Computing

    Analysing spatial data to reveal patterns and relationships.

  • Polar & Cryosphere

    Exploring ice dynamics, sea level and global change.