Insights

Notes from turning an MSc into a company, building with AI and connecting towns. In plain words.

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AGENT.LIBRARIAN · 9 posts match

7 projects.
0 launched.

[PLACEHOLDER] Cover artwork

FEATUREDCLASSROOM TO COMPANYSAMPLE ARTICLE

What happens to MSc projects after assessment

Seven projects built for marks, and what it could take to move each one towards a real business use.

Anwar Malik

[DATE] · 7 MIN READ

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Coming up

FROM MSC TO MARKET5 MIN

Stage 01: finding a problem worth solving

How to spot a module problem that people outside the classroom have too.

FROM THE PLAYBOOKPROPOSED

AI IN PRACTICE6 MIN

Retrieval in plain words: from 16% to 94%

What changed when a question-answering system could look things up first.

FROM CASE 04PROPOSED

AI IN PRACTICE6 MIN

Why accuracy alone misleads in screening

A model with 94.56% accuracy that missed more cases than a simpler one.

FROM CASE 05PROPOSED

AI IN PRACTICE7 MIN

Testing a model for bias, step by step

Three fairness checks, and the gap they found between patient groups.

FROM CASE 02PROPOSED

TOWNSCONNECT5 MIN

Why TownsConnect starts with “I need / I can help”

Turning needs, skills and knowledge into practical connections.

TOWNSCONNECT™PROPOSED

FOUNDER NOTES6 MIN

Running a startup with AI as your senior team

Where agents carry the work, and where people still matter most.

FROM TALK 02PROPOSED

FOUNDER NOTES5 MIN

From alphaEats to Digital Towns: what carried over

Lessons from an Irish start-up, applied to a UK platform.

VENTURESPROPOSED

CLASSROOM TO COMPANY6 MIN

Why universities should connect projects to real businesses

The case for the proposed Innovation Exchange.

INNOVATION EXCHANGEPROPOSED

SERIES · FIVE PARTSPROPOSED

From MSc to Market, one stage at a time

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