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F.I.S.H.Access Lab™
Glass forms and illuminated filaments suggesting connected systems and movement

An applied innovation initiative of the Dr. Disruptor Network

F.I.S.H.
Access Lab™

Applied AI testing where accessibility, neurodivergence, education, and real-world implementation meet.

Removing barriers. Revealing potential.

Explore Collaboration View Testing Framework
Where the work happensReal peopleReal barriersReal organizationsReal projects

01 / The lab

What F.I.S.H. Access Lab is

A place to learn what technology actually does when it leaves the controlled demo.

F.I.S.H. — the Flexible Inclusive Support Hub — is an applied testing, research, and implementation environment. We work with emerging technology companies to examine how advanced AI meets real users, accessibility barriers, organizations, and meaningful work. We are not building a competing AI model; we study how promising tools function in practice.

Meet the lab

02 / The premise

Why real-world testing matters

A polished demo can show what is possible. Lived workflows reveal what is usable, understandable, recoverable, and worth trusting.
01

Context changes everything

Interruptions, unclear instructions, competing priorities, and different access needs shape what a tool can really support.

02

Friction is useful evidence

We map where people lose momentum, confidence, control, or clarity — and what might improve the experience.

03

The human stays central

Evaluation considers agency, privacy, comprehension, and the practical conditions for responsible use.

03 / Focus areas

What we test

From first prompt to interrupted workflow, we look closely at the points where capability meets human need.
Explore the full framework
01Agentic workflows
02Neurodivergent usability
03Executive-function support
04Accessibility & inclusive design
05Education & research
06Privacy & human control

04 / Collaboration

Who we work with

We collaborate with teams building emerging tools, especially those ready to ask better questions about use beyond the product environment.

Partner with us
01AI & agent builders
02Education technology
03Accessibility technology
04Research teams
05Small business tools
06Nonprofit platforms

05 / How we work

The F.I.S.H. collaboration model

Engagements can begin with early access and grow into structured testing, documented learning, or a longer-term innovation relationship.
LEVEL 01

Early access

Explore potential use cases and early product access.

LEVEL 02

Applied testing

Run structured, real-world task scenarios.

LEVEL 03

Research & case study

Document observations and develop a case study where appropriate.

LEVEL 04

Strategic innovation

Shape ongoing pilots and applied innovation questions.

See collaboration levels

06 / Selected work & demonstrations

Ideas taking shape

These links show the network context and an existing prototype — not endorsements or completed research findings.

Dr. Disruptor Network

The broader interdisciplinary network behind F.I.S.H. Access Lab.

F.I.S.H. prototype built with Manus

An existing prototype to explore; not an official Manus partnership.

07 / Inquiry

Research & education

Education and research settings offer rich questions about learning, organization, knowledge synthesis, and supported action.

F.I.S.H. explores applied scenarios and potential research questions. Formal research activity would follow the appropriate institutional processes where required.

08 / Our approach

Privacy & responsible AI

We favor data minimization, explicit boundaries, human oversight, and careful handling of sensitive information. Demonstrations or case studies should be shared only when appropriate and agreed upon.

Read the testing framework

An invitation

Bring a real question. We'll help examine it in the real world.

If your team is exploring a pilot, early access, or applied research collaboration, start a conversation with the lab.

Start a conversation