Our Work

Real projects, real results. No case study theatre - just honest accounts of what we built, what worked, and what we learned.

Neuropsychology and Intelligence Architecture: Questions Toward AGI

Client: Internal - XBG Solutions

Current AI development is architecturally inverted—scaling neocortical function whilst ignoring foundational layers that neuroscience suggests aren't optional. We explore what building from the brainstem up might actually require.

Why We Use Both Orchestration and Choreography (And Why That's Not a Contradiction)

Client: Internal - XBG Solutions

Most architects treat orchestration and choreography as competing patterns. We use both deliberately - one for data plumbing, one for business logic - and it changes how we staff projects and protect IP.

Building a Boilerplate with AI: What We Learned After Three Rebuilds

Client: Internal - XBG Solutions

We spent six months and three complete rebuilds building a SvelteKit boilerplate with AI tools. Here's what we learned about token economics, the agreeability problem, and where humans must stay in control.

Listening to Logs

Client: Internal - XBG Solutions

What if we monitored system health through sound instead of screens? We built a proof-of-concept that turns log data into brown noise and musical patterns—and discovered why astronomy's accessibility research might revolutionise how we monitor complex systems.

OPINION: Why LLMs Are Sophisticated Search, Not Intelligence

Client: Internal - XBG Solutions

Companies report 95% failure rates on GenAI pilots because they're expecting intelligence. Understanding LLMs as exceptional indexing wrapped in natural language generation—not artificial intelligence—is the key to actually getting ROI.