TUQO Market

NIA · Founding Network

Help shape what AI learns next.

NIA is building an early network of exceptional students, graduates, researchers and domain experts who want to contribute to the next generation of AI.

Evaluation. Research. Reasoning. Language. Domain expertise.

Early-stage initiative · Selective screening · Future opportunities depend on partnerships, project availability and client requirements.

The idea

AI needs more than engineers.

The systems being built today need people who understand finance, law, medicine, mathematics, engineering, language, culture, business, research and thousands of other disciplines.

You do not have to study AI.

You need to know something worth contributing.

NIA is being built to connect thoughtful people with future opportunities to evaluate, challenge, research and improve AI systems.

Potential workflows

Where your expertise could matter.

Exact work will depend on future projects, partners and client requirements.

01

Evaluate

Compare AI responses and determine which are accurate, useful, complete and well-reasoned.

02

Challenge

Create difficult questions, scenarios and edge cases that expose weaknesses in AI systems.

03

Research

Structure, verify and assess complex information.

04

Apply your expertise

Use knowledge from your discipline to evaluate specialist AI tasks.

05

Improve reliability

Identify misleading, unsafe, biased, incomplete or unreliable outputs.

06

Represent context

Help AI systems better understand different languages, disciplines, cultures and perspectives.

Domain explorer

Find your discipline.

Computer Science

Example future tasks

  • 01Evaluate whether a model correctly explains time complexity.
  • 02Identify bugs in generated algorithms.
  • 03Create edge-case debugging scenarios.
  • 04Review reasoning behind systems design choices.

Illustrative examples only — NIA is not open and these are not live projects.

A high-trust network

We're not looking for everyone.

Previous AI employment matters less than rigorous thinking, clear communication, curiosity, genuine expertise, attention to detail, reasoning and reliability.

01

Curious thinkers

You ask better questions and learn quickly.

02

Strong communicators

You can explain your reasoning clearly.

03

Domain depth

You know something worth contributing.

04

Detail-oriented

You care about accuracy, nuance and quality.

05

Independent reasoning

You can assess information critically rather than simply following the obvious answer.

06

Reliability

You take instructions seriously and consistently deliver thoughtful work.

Future cohorts may include assessments, calibration exercises and project-specific screening.

Join early

Why express interest early?

01

Be considered early

Founding members may be among the first considered for relevant assessments, pilots and future projects.

02

Help shape NIA

Early participants can help influence how NIA develops.

03

Build an emerging skillset

Learn how modern AI evaluation, expert feedback, research and human-in-the-loop workflows operate.

04

Meet across disciplines

Connect with people thinking seriously about technology, knowledge and the future of work.

05

Build a track record

Selected contributors may later have opportunities to build project history or recognition based on demonstrated performance.

The mission

Intelligence should be shaped by more kinds of expertise.

Different disciplines.

01 / 04

NIA wants to create pathways for exceptional people to contribute that expertise — beginning with university communities, researchers and emerging professionals, designed to eventually operate across countries, disciplines and institutions.

A possible path

How NIA works.

01CURRENT

Express interest

Tell us about your background, university, expertise and interests.

02FUTURE

Screening

Relevant members may later be invited to assessments or calibration exercises.

03FUTURE

Matching

Suitable contributors may be considered when a project requires their expertise, language, location or discipline.

04FUTURE

Contribute

Selected contributors may complete evaluation, research, reasoning or expert-data tasks.

05FUTURE

Paid projects

Where a project is paid, compensation, scope and expectations will be communicated before participation.

Founding network

Express interest in NIA.

NIA is not open yet. Tell us what you know and what you enjoy working on — we may contact you if your background becomes relevant.

No account required.

Express interest

Tell us a little about yourself.

Seven short stages. Your progress saves automatically on this device.

Takes about 3–4 minutes. No account required.

Building with universities

Bring NIA to your university.

Talent discovery · Discipline cohorts · Evaluation workshops · Research pilots · Faculty networks · Ambassador programmes

For companies

Looking for thoughtful human evaluation?

Model evaluation · Expert review · Data quality · Reasoning tasks · Multilingual evaluation · Safety evaluation · Benchmarks · Research support

FAQ

Questions, answered.

NIA is an emerging network being built to connect talented people across different disciplines with future AI evaluation, research, reasoning and expert-data opportunities.

Not yet. We are currently building the founding network and collecting expressions of interest.

No. Expressing interest does not create employment and does not guarantee future work.

No. NIA is interested in expertise across many disciplines.

Students, graduates, researchers, academics, professionals and people with meaningful domain expertise may express interest.

Your information is added to the founding network. Relevant people may later be contacted about assessments, pilots or project opportunities.

Some future opportunities may be paid. Where they are, compensation and expectations will be communicated before participation.

NIA is being designed as a global network. Initial pilots may focus on selected universities, countries or disciplines.

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NIA · Founding Network

The next generation of AI will need human expertise.

NIA is not open yet. But the network starts now.

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