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AI Engineering Insights

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

Engineering

Advanced AI Engineering Patterns

5 min read

In the rapidly evolving domain of AI engineering, mastering advanced patterns is crucial for developing efficient, scalable, and maintainable systems.

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
Engineering

Error Recovery Patterns

5 min read

In an era dominated by intelligent systems, ensuring robustness in AI applications is critical. Error recovery patterns provide a structured approach...

Jake Henshall
Published
Engineering
Experimental

Streaming Responses Optimisation

4 min read

In the rapidly evolving landscape of AI engineering, optimising streaming responses is becoming crucial. With real-time data processing and delivery a...

Jake Henshall
Published
Engineering

Context Window Management

5 min read

In the realm of artificial intelligence, managing the context window is pivotal for the success of AI agents. Understanding how to efficiently handle...

Jake Henshall
Published
Engineering

Vector Database Selection Guide

5 min read

Choosing the right vector database is crucial for AI-driven applications as we move towards 2025/2026. With advancements in AI technologies, the abili...

Jake Henshall
Published
Engineering

Production Debugging Techniques

5 min read

In the fast-paced world of AI engineering and production systems, efficient debugging techniques are crucial for maintaining robust and reliable appli...

Jake Henshall
Published
Engineering

Model Evaluation Frameworks

5 min read

In the ever-evolving world of artificial intelligence, selecting the right model evaluation framework is crucial for achieving optimal performance. Mo...

Jake Henshall
Published
Engineering

Understanding and Deploying Production AI Systems

6 min read

As the world of artificial intelligence continues to evolve, deploying AI systems in production environments has become a critical skill for engineers...

Jake Henshall
Published
Engineering

Rapid AI Prototyping with LangChain, Supabase, and FastAPI

7 min read

How we go from idea to working AI prototype in days, not weeks — using LangChain, Supabase, and FastAPI to turn experiments into production-grade systems.

Jake Henshall
Published
Engineering
MVP in 5 weeks

Building Production-Ready AI Agents

5 min read

Essential patterns for deploying AI agents that actually work in production environments.

Jake Henshall
Published
Strategy

RAG vs Fine-tuning: When to Use What

7 min read

A practical guide to choosing between retrieval-augmented generation and model fine-tuning.

Jake Henshall
Published

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