AI Engineering Toolkit
ExploringPractical patterns for taking AI-assisted systems beyond demos: evaluation, observability, reliability and developer workflow.
Delightful software.
Thoughtful engineering.
We build software products with discipline, and take on focused engineering work for impactful problems.
Projects
What we're building
A collection of product ideas, research threads and early experiments.
Startup Intelligence Agent
ConceptA research system for noticing early startup signals across founders, grants, hiring, product launches and market movement.
MTD / Open Banking Infrastructure
ResearchResearch into reliable integration patterns for HMRC, Making Tax Digital and financial-data APIs.
Baby-Friendly Places
ConceptA lightweight consumer idea for finding places that are genuinely usable for parents with babies, not just generically well-reviewed.
Insights
Things worth paying attention to
Few observations in the ongoing fast-paced evolution of software development.
Agent observability
Agents are distributed systems wearing a friendly interface. The teams that succeed treat traces, evals and failure modes as first-class — not afterthoughts.
AI-assisted software delivery
The leverage is real, but it rewards engineers who already understand the system. AI accelerates judgement; it does not replace it.
Emerging AI startups
The interesting signal is rarely the launch. It is who is quietly hiring, shipping and integrating months before anyone writes about them.
Experience
The work behind the judgement
Sixteen years across cross-border payments, regulated financial APIs and government systems, and AI engineering — from full-stack development to engineering leadership and people management.
- Cross-border payments
- Regulated APIs
- AI engineering
- Cloud-native systems
- Technical leadership
Work With Vicron Tech
Pragmatic engineering support
Engagements ranging from a single focused session to ongoing technical work — whatever the problem calls for.
Architecture Review
A clear second opinion on important technical decisions.
Technical Discovery Workshop
Turn an unclear technical problem into a direction the team can evaluate.
AI Engineering Assessment
Find out what it would take for an AI idea to work in production.
Fractional Technical Leadership
Ongoing technical direction and engineering leadership.
Have a problem worth solving?
If there is a product, architecture or engineering decision worth thinking through carefully, start with a short conversation.