// ai
AI & Automation
AI isn't a silver bullet – but applied correctly it's a genuine multiplier. I help identify the right use cases and implement them technically.
// my approach
Assess the situation
Understand before building. What problem needs solving – and is AI actually the right answer? Sometimes it isn't.
Weigh the options
The AI landscape moves fast. I keep options open, minimise dependencies, and flag risks – so you're not locked into a vendor tomorrow.
Implement to fit
No off-the-shelf solutions. What I build is tailored to your context – pragmatic, maintainable, and honest about what AI can and can't do.
// services
LLM Integration
OpenAI, Anthropic, Google Gemini, local models – I integrate language models meaningfully into existing products and workflows.
Agentic Development
AI agents that autonomously solve tasks: from simple tool chains to complex multi-agent systems. My current main focus.
AI Workflows & Automation
Automate recurring tasks, process data more intelligently, and support decision-making.
Token-Efficient AI Workflows
Set up MCPs, skills, and clear Markdown structures so AI systems use context deliberately, understand repeatable processes, and spend tokens efficiently.
RAG & Knowledge Bases
Make your own data useful: Retrieval-Augmented Generation for internal search, support, or documentation.
AI Strategy & Potential Analysis
Where does AI actually make sense in your business? Honest analysis, no buzzword bingo.
// tools
// honestly
Not every problem needs AI. Sometimes a simple script or a structured process is the better solution. I'll tell you when that's the case.