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Production notes on AI systems, WordPress infrastructure, and SuperControl websites. No fluff, just signal.

Strategy

Cost Controls for Multi-Model AI Products

5 min read

Simple controls for model routing, token budgets, and caching that protect margin as usage scales.

Jake Henshall
Published
Engineering

Testing Strategies for AI-Generated Code

6 min read

A layered testing approach that keeps AI-generated code fast to ship and safe to run.

Jake Henshall
Published
Engineering

Observability for AI Coding Agents

6 min read

The telemetry stack you need to debug agent behaviour, tool calls, and regression risks in production.

Jake Henshall
Published
Engineering

Prompt Versioning for Engineering Teams

5 min read

Treat prompts as production artefacts with versioning, tests, rollback, and ownership.

Jake Henshall
Published
Engineering

Hybrid Human-AI Code Review Patterns

6 min read

A review model that uses AI for speed and humans for judgment, security, and architectural quality.

Jake Henshall
Published
Careers

AI Coding Jobs and Skills in 2026

5 min read

What companies now expect from AI-assisted engineers, and how teams can hire for production impact.

Jake Henshall
Published
Strategy

AI Coding Tools Landscape 2026

7 min read

How to evaluate AI coding tools by reliability, cost, governance, and developer experience.

Jake Henshall
Published
Engineering

Claude Code Workflows That Scale

6 min read

A practical workflow for using Claude in real engineering teams, from task shaping to safe rollout.

Jake Henshall
Published
Engineering

AI Engineering Design Patterns

6 min read

In the ever-evolving landscape of artificial intelligence, AI engineering design patterns have emerged as essential tools for developers designing rob...

Jake Henshall
Published
Engineering

AI Engineering Best Practices

5 min read

In the rapidly evolving world of artificial intelligence, engineering teams are constantly challenged to keep pace with the latest advancements. Under...

Jake Henshall
Published
Engineering

Advanced AI System Patterns

6 min read

In the rapidly evolving landscape of artificial intelligence, understanding advanced AI system patterns is crucial for developing robust, scalable, an...

Jake Henshall
Published
Engineering

Cost-effective Model Selection

5 min read

Selecting the right AI model is a critical step in developing intelligent systems, but it often presents a significant cost challenge. With the rapid...

Jake Henshall
Published

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