Jon Walls
Go To Market Tech
Human interface to the latest in tech.
Consultancy. AI. Data. Developer.
Agentic Coding
A practical guide to getting the most from AI coding agents — from project configuration and planning through implementation, testing, and CI/CD automation.
Blog
PinnedLayering AI within your product
This is how I've been breaking down the question of whether I'm taking full advantage of the new options AI has given us for how we build products.
4 Aug 2026 · AI Products
29 Aug 2026
Ticket management in production
Week 2 progress update on the ACME experiment – now in daily active use for coding.
21 Aug 2026
ACME: A Content Management Experiement
Week 1 progress update on experimenting with context for coding.
13 Aug 2026
Building a backend for context management
Starting a new project: building a context manager and ticketing system for agentic coding.
29 Jul 2026
Making AIsides
What an AIside is, why I keep them, and how they get from an agentic coding session to this blog.
Deep Learning // AI
Algorithms
End-to-end implementations with line-by-line annotations
Transformer, Diffusion, GANs, VAE, Q-Learning, Policy Gradient, and more.
Maths and Stats Concepts
The mathematical tricks that make training work
Activation functions, loss functions, regularisation, optimisation primitives, and more.
Common Problems
What goes wrong and why
Vanishing gradients, mode collapse, overfitting, reward hacking, and numerical instability.