Gavin Slater

Gavin Slater

Building AI from First Principles

Esher, Surrey, United Kingdom

I'm Gavin Slater, and I build AI systems by understanding how they work from scratch.

Before diving into AI, I spent 30 years in risk management at major banks like Barclays and Deutsche Bank, leading transformations for 300+ person teams. As a Chief Operating Officer for Risk Management I have always been at the interface between risk managers and the crucial infrastructure required to support their decisions, both business operating models as well as technology.

My deep interest in technology started with ZX81 and ZX Spectrum computers, coding in Basic and machine code. More recently I reconnected with this passion, building an 8-bit computer from logic gates on a breadboard. That project taught me something crucial: to build intelligent systems, you need to understand first principles. How electricity works. Every AND gate. Every register. Every clock cycle.

Now I'm applying that same approach to AI—building production systems that manage real operations, combining deep technical knowledge with business acumen that only comes from decades of risk management.

Based:Esher, Surrey, UK
Now:Esher, Surrey, UK
Parkruns:284+
Available for AI Opportunities

Mission

For 30 years, I watched business professionals—especially in risk management—depend on technologists to build their solutions. AI is changing that.

Help business professionals develop the deep technical understanding to build their own AI-powered solutions.

Bridge-BuilderFirst PrinciplesRisk + AI

Telos*

Where I'm heading—life direction, purpose, and the problems I'm solving.

P2

Business-Technology Divide — AI is dissolving barriers that kept business people dependent on technologists

N1

The Bridge-Builder — 25 years between business and technology

Explore full Telos framework

* Telos is a concept designed by Daniel Miessler (github.com/danielmiessler/Telos) for articulating a person's personal context so that they, and AI, can better understand them and help them improve.

Projects

What I'm building, what I've built for passion, and what shaped my expertise.

Explore all projects

Current Work

Actively building as core mission

Interests & Passions

Foundation supporters to mission

8-bit Computer

Built complete CPU from logic gates on breadboard - first principles learning

ElectronicsAssembly

Home Assistant

Smart home system with custom SDR garage opener, Tasmota fleet, Zigbee network

IoTNode-REDMQTT

Fitness & Running

284+ Parkrun events and counting - data-driven approach to fitness

RunningHealth Tracking

Quantified Self & Data Tracking

Apple Health, location tracking, sleep analysis - Atomic Habits approach to self-improvement

Data AnalyticsHabit Systems

3D Printing

Bambu Labs enthusiast - prototyping and creating

Bambu LabsCAD

Previous Work

Shaped knowledge & experience

DataFusion

High-performance distributed data platform for enterprise data integration

C++Distributed SystemsSQL

Barings Investigation

Bank of England investigation into £827M collapse

Forensic AnalysisRisk Management

Daiwa Investigation

NY Federal Reserve investigation into $1.1B fraud

RegulatoryFraud Analysis

Market Data Platform

Enterprise-wide instrument and market data consolidation at ICBC

Data ArchitectureRisk Analytics

Murex Migration

Led risk aspects of commodities trading migration to MX.3

MurexCommodities

How Can I Help You?

Whether you're looking to navigate AI transformation or want to learn about risk intelligence, here's how we can work together.

Consulting

Help businesses—large or small—navigate AI transformation. Previously, we relied on hiring coders to build solutions. AI is changing that equation.

For Large Enterprises

IT will still build the “core” systems requiring hard-core engineering. But there's a gap where AI can make connections through your existing systems and data landscape to bring superpowers to day-to-day work. I can help business users build that scaffolding.

For Smaller Organizations

AI bridges the gap—you need to start using it now. I can help you get started with practical, production-ready implementations that deliver real value.

Get in touch

Risk Agents

Bringing together my expertise (Risk) and my passion (AI). Banks don't share enough—I'm building a platform to change that.

1

Skills Framework

100+ risk management capabilities codified for AI

2

Risk Intelligence

AI-powered insights from 30 years of CRO expertise

3

Community

Helping risk professionals seize the AI moment

Learn about Risk Agents
Available for AI Opportunities

Let's Build Something Intelligent Together

Looking for someone who understands both the business and the bits? Let's talk about how first-principles thinking can solve your AI challenges.