code & controlBY MARHARET BABAIEVA

INDEPENDENT THINKING / PRACTICAL TOOLS

Read deeply.
Put ideas
to work.

Law, technology and the systems shaping what comes next. Essays to think with. Practical tools to try for yourself.

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By Marharet BabaievaLegal Adviser · Technology & Regulation

[ 01 / THE LATEST FIELD GUIDE ]
AI Change & Evidence Mapper — a four-page guide by Marharet Babaieva.OPEN THE FIELD GUIDE ↗
LAW / TECHNOLOGY / REGULATION
SIX FIELDS. THREE REVIEW RULES.
UNKNOWN STAYS UNKNOWN.01—04

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THE COLLECTION

Ideas, in working form.

Published work and small tools. Start with a question that matters to you.

THE WORKBENCH

Go beyond
the page.

Put a question into a structured form. Explore an example, compare your inputs, or prepare notes for a discussion.

Open the Change Mapper
01

Record the change

Compare the current and proposed versions of one AI use case.

02

Make the questions visible

See recorded differences, missing information and references to revisit.

03

Take the review forward

Export a Change Brief. Keep discussion notes in your personal reading desk.

Author tools support human review. They do not verify evidence, determine legal compliance or approve a release.

YOUR READING DESK

Keep what matters.

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THE PERSON BEHIND THE PAGES

Questions worth
staying with.

I'm Marharet Babaieva, a Legal Adviser at Pentaleap working at the intersection of technology, regulation and commercial operations.

Code & Control is my independent space for writing, practical explorations and small author-built tools. It brings together questions about AI, data, systems and how decisions are made.

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REVIEW NOTES

Think it through.

For your own anonymised notes. Saved only in this browser; export anything you want to keep elsewhere.