Insights · Build stories
Engineering write-ups behind our case studies — the constraints, the architecture calls, and what we'd repeat.
Lead story
Healthcare & Life Sciences · 3 min read
How we built a federated, compliance-first research platform where the notebooks come to the data — not the other way around.
Read the build storyHealthcare & Life Sciences · 3 min read
Agents are easy; governed agents are engineering. The tool-layer security model that made a health-data agent acceptable.
T-CAIREM — Medical AI · 2025 — present
Healthcare & Life Sciences · 3 min read
Why we chose small models, a DAG instead of a mega-prompt, and two H100s inside the fence over any API.
T-CAIREM — Medical AI · 2025 — present
Healthcare & Life Sciences · 3 min read
Serverless is how a two-person neurotech team ships a real analysis platform: the architecture and the trade-offs.
Cove Neurosciences · 2022 — 2023
Security & Surveillance · 3 min read
An event-driven AWS architecture that turned raw IoT security telemetry into triaged, automated threat alerts.
Avante Security · 2022 — 2023
Heavy Industry & Operations · 3 min read
Digital transformation for the building trades: the architecture that took a construction company’s project data to the cloud.
Engineering for Change (client engagement) · 2023
Physical AI & Aerospace · 3 min read
Before you optimize aircraft operations, you have to write down how they actually work. Mapping and tooling Bombardier’s pre-flight workflow.
Bombardier · 2022
AI Advisory & Enterprise Systems · 3 min read
Custom ERP earns its keep when the software bends to the operation: two builds, two businesses, one lesson.
Friendly Staffing · Vivekananda Khadi Bhandar · 2021 — 2022
AI Advisory & Enterprise Systems · 3 min read
Separating deployable AI from conference-deck AI: how five supply-chain use cases earned their business cases.
Deloitte · 2022
Physical AI & Aerospace · 3 min read
Simulation platforms live or die on their data layer: designing the schema and ETL behind a drone-simulation web app.
UofT Institute for Aerospace Studies · 2022
Heavy Industry & Operations · 3 min read
From sensor streams to remaining-useful-life: the compressor digital twin that put rupee figures on maintenance decisions.
Vedanta Resources — Hindustan Zinc · 2021
Heavy Industry & Operations · 3 min read
1.25 million barrels a day concentrates the mind: reading P&IDs until a cheaper, longer-lived lube-oil strategy fell out.
Reliance Industries · 2020
Most of these stories started with one email describing a system that had to work.