The receipts. Old and new.
Below: our flagship agentic engagement, the AI-era crews we're running now, and a handful from the .NET / MS SQL era that we still patch every month. The rebrand is real. The track record didn't move.
- Years delivering
- 18+
- AI-era engagements
- 10+ live
- Sectors served
- 6
Continuous since 2008
selected projects shown below
Healthcare to data centre
Industrial agentic AI for WaterDoctor.
WaterDoctor — AI agent stack for biological water treatment
Embedded crew of four agents and two engineers running adaptive treatment loops on WaterDoctor's biofilm reactors — the AquaMind agent stack and supporting systems. wGrow is WaterDoctor's strategic technology partner. Auditable, regulator-readable, weekly release.
- Pollutant discharge
- −50%+
- Water exchange
- −90%
- Energy / unit
- −30%
Newer crews. Same delivery rules.
Three engagements alongside WaterDoctor where the deliverable is an agent or a fine-tuned model running in production — not a pitch deck or a demo notebook.
- Live · private LLM
Private LLM for TV-script production
Embedded engagement with an overseas television-series studio. We fine-tuned a DeepSeek base model on the studio's 3,000+ in-house scripts and shipped a private, on-prem LLM for their writers' room — calibrated to house voice, format, and continuity rather than generic chat.
DeepSeek · script-corpus fine-tune · private deploy— Overseas TV series studio - Live · internal · OSS sample
Server-ops agents on Claude Code
Internal crews built on top of Claude Code for server management — log triage, deployment runs, incident commentary — wrapped in a private, hardened Telegram bot. The reference architecture is open-sourced as ClaudeAgentBOT for buyers evaluating the pattern before they engage.
Claude Code · Telegram bot · Linux ops— Internal tooling + public samplegithub · ClaudeAgentBOT → - Live · gen-AI pipelines
eCommerce product gen — image + video
Generative pipelines for product research and listing content: image variants, lifestyle stills, and short-form video for marketplaces and ad creative. Used inside our own commerce R&D and on selected eCommerce engagements where speed-to-creative is the bottleneck.
diffusion image · short-form video · prompt + eval harness— Internal R&D + eCommerce engagements
Eighteen years of systems we still patch.
Healthcare, legal, government, finance, eCommerce, manufacturing, infrastructure. Most are still running. A selection below — the full archive is on its own page.
- Healthcare · AWS
Patient Management System
Multi-clinic patient and medical records platform — appointment scheduling, lab integration, drug inventory, billing — with field-level encryption and audit trails. Still in production.
AWS · MS SQL · field-level encryption · PDPA— Singapore medical group - Government · grants
Grants Management System
End-to-end grants administration for a Singapore grant-making body — applicant portal, expert review, claims handling, and procurement-grade audit controls.
.NET · MS SQL · audit logs · PDPA— Grant-making body - eCommerce · named
Vitasg.SG — health supplements
End-to-end commerce stack for Singapore-based Vitasg.SG — Shopee and Lazada integration, plus regional expansion into Malaysia and Indonesia.
TECOM · Shopee · Lazada · Google SEM— Vitasg.SG - Infrastructure · SS 564
Green Data Centre Reports
SS 564 certificate reporting for a data-centre operator — IoT sensor ingest, PUE calculations, and automated submission packs that survive an audit.
SS 564 · IoT · PUE · MS SQL— Data centre operator
Twenty engagements across six sectors.