Risk Analytics · London, UK

Deeply rooted in Risk.
Curious about everything else.

I write about financial risk, product engineering and AI — from someone who has spent over two decades building the systems, not just reading about them. Harvesting solutions at the intersection of Product, Tech & AI.

20+
Years in risk & fintech
Banking · Capital Markets
XVA
CCR · XVA · PFE
Sell-side & Buy-side
Python · C# · Java
Engineering depth
Airflow · AWS · REST APIs
AI↗
Learning in public
Building products independently

Three pillars. One rule: depth.

No recycled hot takes. Every post is written by someone who has shipped the thing, broken it, and has something worth sharing.
About
The scar tissue is the credential.
I've spent over two decades deep in financial risk — building, designing and owning products at the intersection of derivatives pricing, counterparty credit risk and engineering.

From trading desks at structured products banks to leading engineering teams at global financial data platforms — I've shipped systems that calculate XVA, CCR and PFE at scale, across sell-side and buy-side institutions globally.

Now I'm at a different intersection. Learning AI. Building products independently. Writing about what I find at the edges of finance, technology and what comes next.

This is where I share that journey — honestly and in public.
Connect on LinkedIn →
Career
Lead Engineering
Financial Risk Analytics · Global Financial Data
Product Owner
XVA · CCR · Capital · Hosted Risk Services
Application Development
Structured Products · Sell-side and Buy-side Risk
Market Risk Manager
Equity & Commodity Trading Desks
Developer
C / C++ · Java · Python · Commodities Desk

All insights.

Most Recent
What building a real AI system actually teaches you
Coming soon
AI & What's Next
ONNX, Quantisation & the gap between training and deploying
Coming soon
Engineering
Over 20 years in Financial Risk Analytics. Here's what AI is actually changing
Coming soon
Risk Analytics
From XVA to Edge AI — the unexpected parallels
Coming soon
Risk Analytics
Building a computer vision system on constrained hardware
Coming soon
AI & What's Next
Why data engineering is the invisible foundation of every AI product
Coming soon
Engineering
Top Posts
01
Over 20 years in Financial Risk Analytics. Here's what AI is actually changing.
Risk Analytics · Coming soon
02
ONNX, Quantisation & the gap between training and deploying
Engineering · Coming soon
03
Building a computer vision system on constrained hardware
AI & What's Next · Coming soon
04
From XVA to Edge AI — the unexpected parallels
Risk Analytics · Coming soon
05
Why data engineering is the invisible foundation of AI
Engineering · Coming soon
Harvesting solutions at the intersection
of Product, Tech & AI.
Follow the journey as it unfolds — honestly and in public.
Follow on LinkedIn →