AI Lab

Useful AI, tested against real work.

I use this space to test where AI can genuinely improve research, trade, operations and decision-making — and to separate useful capability from impressive demos.

Featured experiment

Try something useful.

The Lab should give visitors something to do, not just something to read.

Site AI

Ask shiran.io

A site-specific assistant designed to help visitors find the right article, understand a concept, or continue from something already published here.

Knowledge → question → useful answer
What I’m testing

Products worth paying attention to.

Not a giant “top AI tools” list. Just products I’m actually exploring and what I’m learning from them.

Lab rules

How I decide what belongs here.

The Lab should stay useful even when AI trends change quickly.

01

Clear job first

AI should have a specific role. If the user cannot understand why it is there, it probably should not be there.

02

Show limitations

Useful experiments should make uncertainty and human judgment visible instead of pretending AI is always right.

03

Keep what earns its place

An experiment stays only if it saves time, improves clarity, helps a decision or makes something meaningfully easier.

More than experiments

Use the rest of the site too.

AI is one part of shiran.io. Articles, tools and practical resources remain the foundation.