shark bunny studio
AI and software engineering studio in Singapore. The studio is one person. That's the point. Nothing sits between you and the engineer who ships your work.
SECTION 1 — THE POSITION
No agency layers. You talk to the person who builds the work. Low overhead, direct accountability, senior judgment on every decision.
Every AI system ships with an evaluation harness. Golden datasets, scored accuracy, error rates you can audit. If it can't be measured, it isn't claimed.
Citation-first systems. Every output traces back to its source evidence. Built for regulator and audit work.
Working software beats slideware. Live demos are available on request.
SECTION 2 — EXHIBITS
EXHIBIT 001
Secure serverless survey platform for the Division of Neurology, National University Health System. Code-based auth, auto-save with cross-device resume, and an admin dashboard with analytics and Excel export. Took over a stalled incumbent build and delivered a complete replacement at a fraction of the original budget.
FINDING → secure, usable public-sector delivery, cost-efficiently
EXHIBIT 002
Retrieval-augmented answering over a policy document corpus. Every answer cites its sources. Live demo, credentials on request.
FINDING → source-grounded AI over real corpora
EXHIBIT 003
LLM pipeline over a 12,000-chunk knowledge base that turns RFQ documents into formatted proposals. A golden-dataset scorer holds it to macro-F1 and critical-recall thresholds.
FINDING → quantified accuracy discipline
EXHIBIT 004
Production semantic search built on a vector store with graph traversal. In daily use across live projects.
FINDING → scalable retrieval over large corpora
EXHIBIT 005
Full-stack production marketplace on Next.js, Postgres, and serverless infrastructure. Search, analytics pipeline, role-based admin, monitoring. Hardened for public launch and now in private beta.
FINDING → end-to-end product engineering
EXHIBIT 006
11 commercial Unity games and apps shipped for international clients across WebGL, iOS, and Android, leading a six-person multidisciplinary team.
FINDING → shipped products, team delivery, longevity
SECTION 3 — METHOD OF WORK
One senior engineer makes every design decision. Implementation is heavily AI-accelerated, and every output passes through a verification harness. That's how the studio ships at multiples of typical agency speed without multiplying cost.
Frontier API models where quality matters most. Self-hosted open-weight models inside your environment when data can't leave. Same pipeline either way.
Every build ships with RBAC, encryption in transit and at rest, secrets management, and audit logging.
STACK: Python (FastAPI) · TypeScript/React · Postgres · vector stores · serverless-first
SECTION 4 — PRINCIPAL
Steven Koe, Founder / Director. A decade across game development, 3D data and robotics pipelines, and AI systems engineering. Senior industrial engineering work in C++, Open3D, and PCL, with ML and CV in live manufacturing. Founded Shark Bunny in 2022.