Typical friction
AI that looks convincing but fails beyond the demo.
AI & Machine Learning
LLM
Models, agents and LLMs applied with human supervision and traceability.
No published evidence yet for this category. The route stays unpublished — an empty route hurts SEO.
A safer way to start
Turn the first conversation into a testable milestone.
How we shape it
We confirm the expected outcome, inspect the available inputs, expose the main risk and define an observable acceptance criterion before expanding scope.
Useful first milestone
An evaluated slice with explicit data, limits and human oversight.
Send the outcome, deadline and what already exists. We will reply with the smallest useful first step.
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