Problems.

Real frictions, unmet needs and opportunities discovered inside businesses, industries and everyday life.

POSITION: 01 / 04
ENVIRONMENT: Observation field

SIGNAL / 01OBSERVEDRESOLUTION / PENDING

Living problem recordObserve. Test. Revise.

01Evidence
Observations, sources and experiments strengthen or challenge the record.
02Research
Questions and working theses develop around what still needs to be understood.
03Contributors
Researchers, builders, operators and capital can assemble around demonstrated need.
04Builds & ventures
Interventions may branch, become operating systems or earn a commercial form.

PROBLEM / 002OBSERVED30 AUG 2026OPERATOR OBSERVATION

Important problems struggle to become coordinated applied work.

Research, builders, capital and operators are fragmented, so valuable problems often remain observations rather than interventions.

Current directionComputeIntel MissionsExplore problem

COMPUTATIONCAPITALCOMPANIESOPERATORS

PROBLEM / 003OBSERVED30 AUG 2026OPERATOR OBSERVATION

AI capability is advancing faster than our ability to measure useful application.

Most benchmarks test models in artificial environments rather than their ability to perform consequential real-world work.

Current directionApplied Intelligence BenchmarkExplore problem

COMPUTATIONCOMPANIESOPERATORS

PROBLEM / 004OBSERVED30 AUG 2026OPERATOR OBSERVATION

There is no effective public infrastructure for discovering and developing problems worth solving.

Problems are scattered across organisations, industries and communities, with no shared system for surfacing, researching and progressing them.

Current directionProblem IndexExplore problem

COMPANIESOPERATORS

PROBLEM / 005OBSERVED30 AUG 2026OPERATOR OBSERVATION

The people and resources required to turn applied intelligence into outcomes are disconnected.

Builders, researchers, operators, investors and organisations need better infrastructure to find one another and collaborate around demonstrated opportunities.

Current directionBuild & Venture NetworkExplore problem

COMPUTATIONCAPITALCOMPANIESOPERATORS

0102

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What do we need to understand?

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