amatutuwaa.com/lab
AI Lab
Where research questions become working systems. Applications, models and simulations built to test the ideas in my writing, documented so an executive can follow the argument and an engineer can check the work.
CompletedBuilt, evaluated and documented.PrototypeWorking version; evaluation ongoing.In progressUnder active development.ConceptProposed; not yet built.
Applied AIIn progressAI Research EngineCan an AI system turn a strategic question into a sourced brief that a decision-maker can verify?Builds on Beyond the Productivity Promise · The Economics of TrustView project SimulationPrototypeAgentic Commerce SimulatorWhat happens to prices, margins and market concentration when software agents do the buying?Builds on When AI Becomes the Consumer · The Economics of TrustView project Data IntelligencePrototypeEnterprise AI Value ModelHow should an executive estimate the value of an AI investment beyond the hours it saves?Builds on Beyond the Productivity PromiseView project Machine LearningIn progressAI Reliability ObservatoryWhere do AI models perform reliably, and where does performance quietly break down?Builds on Beyond the Productivity Promise · The Economics of TrustView project Research ExperimentsIn progressInstitutional Intelligence PrototypeCan AI map how policies, institutions and economic conditions connect, in a way an analyst can verify line by line?Builds on The AI Development Divide · The Economics of TrustView project
How every project is documented
The same six questions, answered for every project.
- 01
Objective
The question the project answers, and what success looks like.
- 02
Architecture
How the system is built: components, data and models.
- 03
Methodology
The analytical or modelling approach, and the assumptions behind it.
- 04
Evaluation
How it is tested: benchmarks, baselines and metrics.
- 05
Results
What the evidence shows, reported only once it exists.
- 06
Limitations
Where it falls short, and what the results do not show.
Research behind the Lab
Each project starts from a published argument.
StrategyBeyond the Productivity Promise: Measuring the Economic Value of Enterprise AIAI Research Engine →Enterprise AI Value Model →AI Reliability Observatory →