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AI Engineering Insights

Learn from our experience building AI systems that actually work in production. No fluff, just signal.

Tools

AI DevTool Stack for Small Teams

5 min read

A lean, high-impact AI development stack for small teams shipping fast without losing quality.

Jake Henshall
Published
Engineering

From Prototype to Production AI Coding Assistant

7 min read

What changes between demo and production when building an internal AI coding assistant.

Jake Henshall
Published
Architecture

Shipping Claude and OpenAI Together

6 min read

A practical multi-provider architecture for quality fallback, cost control, and vendor resilience.

Jake Henshall
Published
Engineering

Secure Tool Use for AI Agents

6 min read

How to lock down tool execution paths so AI agents remain useful without introducing avoidable risk.

Jake Henshall
Published
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

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