Published project
Snippet Editor for Espanso
An Electron desktop editor for text-expansion snippets, with shared GitHub snippets, MCP integration, and AI-assisted changes presented for human approval.
Explore project ↗Skill & evidence
automated testing and AI-assisted development
Building and checking software with AI assistance and explicit review points.
Customer successtechnical troubleshootingREST API testing and debuggingSQL querieslog analysisbug reproductioncross-functional collaborationWordPress and WooCommercePHP, JavaScript, HTML, and CSSModel Context Protocol (MCP) integrationsAI agents and reusable skillsautomated testing and AI-assisted developmentn8nPII-redaction safeguardsSEOMeta Adse-commerce operationsBookkeepingGST filingVPS deployment and maintenanceDockerCoolify
Projects
Public project
Haze
An air-quality dashboard bringing together haze readings, weather, and traffic-camera snapshots, with N95 mask and air-purifier listings for practical planning.
Explore project ↗Public experiment
Lingo
A multilingual tool for travel preparation, combining translation, audio playback, source comparisons, and a private vocabulary dictionary.
Explore project ↗Public experiment
Wi-Fi Explorer
A map combining historical Wireless@SGX venue records, place search, and proximity calculations to help plan places to work outdoors.
REST API testing and debuggingModel Context Protocol (MCP) integrationsautomated testing and AI-assisted development
Explore project ↗Public experiment
Pokémon GO Explorer
A location-based map for finding nearby gyms, PokéStops, and Power Spots when planning trips, extending earlier custom MCP work.
REST API testing and debuggingModel Context Protocol (MCP) integrationsautomated testing and AI-assisted development
Explore project ↗Published experiment write-up
Hanger Count
A photo-counting experiment for returned hangers, with marked groups and visible uncertainty so a person can review the result.
Explore project ↗Experience
September 2026 - present; earlier projects: 2017-2020
Alkamy Pte. Ltd.
Applied AI, Web Development and Business Operations
Developed four affiliate sites with AI-powered catalogue, price, content, and publishing workflows, and published four WooCommerce plugin offerings. Earlier work grew frozenmeat.sg to more than S$300,000 in sales revenue across 2018-2020. Commercial growth and development projects paused during Automattic employment, while bookkeeping, GST filing, and corporate administration continued.
Writing
8 October 2026
Designing reviewable AI edits in Snippet Editor
The current proposal-card flow in Snippet Editor, and a planned study of understanding, accepting, and recovering from AI edits.
8 October 2026
Hanger Count: count returned hangers from a photo
I built Hanger Count to turn a photo of returned hangers into a count you can check, with every group marked on the photo.
7 October 2026
Snippet Editor for Espanso: A GUI for managing your snippets
I built the Snippet Editor for Espanso to make my snippets easier to manage, with a visual editor, search, and an AI assistant.
6 October 2026
Building a snippet editor for Espanso that only changes what you edit
A small desktop editor for Espanso snippets that changes only the value you edit and checks the result before saving, and what a review caught in the first version.
2 October 2026
Lingo: translate one phrase into several languages
Translate English into up to eight languages at once, compare sources, and save useful phrases in a private dictionary. A small experiment for travel, learning, and customer replies.
1 October 2026
Building a Wi-Fi Explorer for Wireless@SGX
Why a source-backed guide beats a fake live map, and how one catalogue serves a map, an API and an MCP server.
Supporting evidence
- Snippet Editor for Espanso: AI-assisted changes presented for human approval.
- Automattic and Alkamy: published software and merged fixes.