Use Cases

Who I help โ€” and how

The experiments on my Projects page aren't just for fun; each one is a building block for solving real problems. Here's how the same skills translate into practical value for businesses and individuals.

Who it's for

People and organisations I'm a good fit for

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Small & mid-sized businesses

Who want to use AI to save time or serve customers better, but don't have an in-house AI team and don't want to be sold hype.

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Privacy-sensitive fields

Law, healthcare, finance, and anyone handling confidential data โ€” where AI that runs locally and keeps information in-house is a real advantage.

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Founders & innovators

With an AI product idea who need someone to design and build the system behind it โ€” from first sketch to working software.

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Fellow builders & teams

Who need an experienced hand on AI architecture, agents, or memory systems, or a framework to build on.

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Researchers & educators

Exploring simulation, artificial life, or new approaches to machine memory and reasoning.

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Creators & studios

Wanting believable AI characters, interactive worlds, or automated audio and content.

Real applications

What this looks like in practice

Each example draws directly on systems I've already built.

A private assistant for your business

An AI that knows your company's documents, answers staff and customer questions, and helps with routine tasks โ€” running on your own hardware so nothing sensitive leaves the building.

Built on my work with Adam & Andrew.

A "second brain" for your knowledge

Turn your scattered notes, files, and expertise into a system you can simply ask questions of โ€” and, unlike a black box, one where you can see and correct exactly what it knows.

Built on my work with SeedKG.

Automated content & audio

Turn reports, articles, or updates into polished podcasts and briefings automatically โ€” great for teams, publishers, and busy people who'd rather listen than read.

Built on my work with CastFlow & Audio Overview Studio.

An AI advisory "panel"

Get a decision looked at from several angles at once โ€” finance, legal, technical, marketing โ€” by a team of AI personas that discuss it and hand you a rounded view.

Built on my work with Aether Workshop.

Task automation you can trust

An AI that handles repetitive, multi-step work โ€” organising files, processing information, routine admin โ€” but always asks before doing anything important, and logs everything.

Built on my work with DAN & flowMax.

Interactive worlds & characters

Believable AI-driven characters and environments for games, training simulations, or immersive experiences โ€” with real memory and behavior, not scripted repetition.

Built on my work with AI City & Orbital Survival.

Why it's worth it

The value, plainly stated

Save time

Hand off repetitive work to a system that never tires and works around the clock.

Keep control

Private, transparent, approval-gated โ€” you always know what your AI is doing.

Stay ahead

Systems designed to adopt new AI models as they arrive, so you don't fall behind.

Not sure if your idea fits?

That's exactly the kind of thing I like to help figure out. No jargon, no pressure โ€” just a straight answer.