Building.
Founder of FIM Labs (🇸🇬 Singapore). Products and deployments for government, legal, healthcare, and academic institutions. Courses, coding utilities, and the broader OSS catalog live on Open Source.
Flagship product (open source)
FIM One
Self-hosted, model-agnostic enterprise agent platform that wires agents to the systems you already run — ERP, CRM, OA, databases — without touching existing infrastructure. Intelligent DAG planning, ReAct reasoning, full RAG pipeline, visual workflow editor, MCP support.
View on GitHub →FIM Product Family
Bid-intelligence pipeline — discovery, openness scoring, and tracking for government & enterprise tenders.
Turns source code into IP assets — software-copyright and patent-mining automation.
Sovereign contract-lifecycle management — drafting, review, and tracking with data kept on-prem.
Specialty follow-up-care platform (deployed with Beijing Ditan Hospital).
Paste an arXiv link and read the paper side-by-side with a plain-language explanation — a free tool for understanding research faster.
Semantic search over academic papers: start from a landmark paper and pull the neighborhood around it by meaning, not keywords. Runs over Semantic Scholar with SPECTER2 embeddings.
Anonymous code hosting for double-blind peer review. Hand over a GitHub repo; reviewers get a no-login link to browse, download, and clone an identity-stripped mirror. One anonymization pipeline, prerendered for static serving.
Selected Deployments
Direct engagement. Real-time text analysis, grammar & logic feedback, AI-assisted drafting and teacher-assisted grading for students.
Self-built. Custom model + RAG for government legal review; cut review cycles from weeks to hours with 60%+ less manual work.
Big-data monitoring of technical-trade trends and AI species identification for import compliance; built as a development subcontractor on a China Customs platform.
Structured gynecology knowledge graph powering clinical decision-support, deployed in a Peking Union Medical College Hospital project; built the application layer.
Automated surgical-approach recommendation for pelvic-organ-prolapse (POP) management, deployed in a Peking Union Medical College Hospital project; built the application layer.
Drug–drug interaction lookup for HIV therapy with Beijing Ditan Hospital / WHO Collaborating Centre; pro bono.
Quantitative-analysis and teaching platform for paleontology.