Why expertise does not transfer by instruction
Where the programme starts: what thirty years of practice look like when written down, and what is missing.
JASA
Human Potential Intelligence
People, knowledge and opportunities — together. A platform where human expertise and AI meet to create what neither could alone.
UnderstandEvolveCreate
The challenge
A talent gap in a changing world
Three generations are being pushed apart by the same technology. We think it can pull them together.
Students
Graduate from good universities and cannot find a first job
High expectations, fewer entry-level roles, no real-world experience to show.
Young specialists
Work outside their field because AI took the routine
The positions where people used to learn the craft are disappearing first.
Experienced professionals
Face age bias while holding the knowledge nobody wrote down
Decades of judgment leave with them, and the organisation finds out too late.
The turn
Different generations. Different strengths. Put them in one room with the right technology, and the gap becomes an advantage.
What we believe
Technology in the right hands is only help
01
Not instead of you. With you.
Human and artificial intelligence complement each other. One holds judgment, context and care; the other holds memory, speed and patience. JASA is built on the overlap, not the replacement.
02
We prepare people for what is coming.
Every participant leaves a triad knowing how to work beside an AI counterpart: what to trust, what to check, how to make it better. That is the skill the next decade will ask for.
03
Knowledge stays with the person who holds it.
A counterpart belongs to its expert. It is built with consent, validated by them, and used on their terms. Expertise is amplified, never extracted.
Three intelligences
Where they overlap, something new appears
Human intelligenceDecades of practice: cases, decisions, mistakes, and the judgment that is never written down.
Artificial intelligenceA counterpart built from that practice, answering as its person would and saying so when it would not know.
Collective intelligenceWhat three generations and their counterparts produce together that none of them could alone.
The programme in three movements
Understand · Evolve · Create
Understand
Neuropsychology of expertise
How experienced people actually think, decide and feel inside their field, and how much of it can be made explicit.
Evolve
The digital counterpart
A dynamic model of a person's professional judgment, validated by that person, growing with every conversation.
Create
Real-world action
Triads working on real problems, turning captured potential into products, decisions and new ventures.
The working unit
Three people, one mind
Experience, fresh knowledge and commercial sense usually live in three different people. We study them as one.
Experienced expertTwenty or more years of practice in one field. Brings the cases, decisions and mistakes that are not in any textbook.
Emerging specialistA recent graduate or early-career professional. Brings current methods, tools, and the questions the field has stopped asking.
Business mindSomeone who turns knowledge into a product, a service or a decision. Keeps the unit pointed at a real problem.
CounterpartBuilt from the unit's own recorded knowledge and validated by its members. How it is built is the subject of the programme and is not published here.
Where we are forming triads first
Seven fields
Chosen where expertise is deepest, the generation gap widest, and the need most immediate.
01
Industrial construction
Plants, infrastructure, large sites. The judgment of a chief engineer, kept before it retires.
02
Mining & energy
The backbone of the region's economy, where a generation of specialists is leaving at once.
03
Retail & trade
Thirty years of knowing what people will buy, from whom, and at what price, before the data says so.
04
Mind & well-being
Where contemplative traditions and classical neuropsychology meet: practice that works, explained by science.
05
Software & AI engineering
The field that changes fastest, where senior judgment and junior tools need each other most.
06
Crisis management
Decisions made under pressure, with incomplete information. The hardest expertise to teach and the most valuable to keep.
07
Healthcare & clinical practice
The diagnostic instinct of a physician with thirty years of patients, made available to the one with three.
Programme
Six parts, one method
Methodology
The structured conversation that turns practice into recorded judgment. Developed with experts in industry and design.
ActiveCounterpart study
How closely a counterpart answers as its expert would, measured by the expert. The programme's central metric.
Study I · activeTriads
Formation, working rhythm and outcomes of three-generation units on bounded, eight-week problems.
Study II · preparingField cases
Real problems from the seven fields, documented as they are solved. Published with partners' consent.
From 2027Notes
Short, dated working notes as the programme develops, honest about what is still unknown.
PreparingFellowship
How emerging specialists join a triad, what they do for eight weeks and what they take with them.
OpenFor emerging specialists
Join a triad
We invite recent graduates and early-career specialists, 22 to 28, to work for eight weeks alongside an expert with decades of practice and a business lead, on one real problem in one of the seven fields.
What you get
- Direct work with a senior practitioner in your field, not a lecture.
- A documented case with your name on it, and a reference from the programme.
- First-hand experience of how a counterpart is built and tested.
- A path into the ventures that grow out of the programme.
What we ask
- A degree or equivalent practice in your field, finished within the last five years.
- Russian or English; both is better.
- Eight weeks, roughly fifteen hours a week, mostly remote.
- Curiosity about how people older than you actually think.
How to apply
Write to us with your field, where you studied, and one paragraph on a problem in your field you think is solved badly. Three lines are enough.
info@jasaresearch.com
We read everything and reply within two weeks. Places are limited by the number of triads we can run with care.
Research & discoveries
What the world is learning this week
A weekly digest of new research on expertise, human-AI collaboration and intergenerational work, selected by JASA's research agent and reviewed by the team.
The first digest is being prepared. New entries appear here every week.
The words we use
A short vocabulary of JASA
- Triad
- A working unit of three people from three generations: an experienced expert, an emerging specialist and a business mind, formed around one real problem for eight weeks.
- Counterpart
- An AI model of one person's professional judgment, built from recorded conversations and validated by that person. It answers as they would, says when it would not know, and belongs to them.
- Experienced expert
- A practitioner with twenty or more years in one field. The source of judgment that no textbook contains.
- Emerging specialist
- A recent graduate or early-career professional, usually 22 to 28. The source of current methods and of questions the field has stopped asking.
- Business mind
- The member of a triad who turns knowledge into a product, a service or a decision, and keeps the unit pointed at the real problem.
- Collective intelligence
- What triads and their counterparts produce together over time: solutions that cross fields and could not have come from any single member.
- Structured conversation
- JASA's method of drawing out an expert's judgment: cases, decisions, mistakes and what-ifs rather than biography. The method itself is not published.
- Counterpart accuracy
- The share of a counterpart's answers that its expert recognises as their own, measured on a fixed set of questions. The programme's central metric.
- Field case
- A real problem from one of the seven fields, worked on by a triad and documented as it is solved, published only with the partner's consent.
- Fellowship
- The eight-week place of an emerging specialist in a triad: what they do, what they learn, and the documented case they take with them.
Working notes
What we are learning
Preparing
A first counterpart, measured
Thirty questions, one expert, one counterpart. How we scored agreement and what the score hides.
Three triads, three fields
What the first units produced, and where the method had to change.
About
A programme, not yet an institution
JASA started as a family question: what happens to what we know when we stop working. It is run from Astana and London by a founding team with twenty years in business, a decade in psychology and human behaviour, and a neuroscientist of the next generation. The programme is independent and self-funded in its first phase.
We are open to conversation with researchers in cognitive science, knowledge management and human-AI collaboration, and with organisations whose expertise is about to retire.
Programme & methodologyDesign of the structured conversation, selection of experts, direction of the studies.
Science & measurementValidation protocol for counterparts, study design, academic partnerships.
Field & partnersIndustry access, partner organisations, the ventures that follow the research.
Different journeys. A shared future.
A more human future, created together.
JASA