Dr. Alistair Croll
Author of Lean Analytics | Chair of FWD50 | AI Business Model Innovator
Verified Proof of Work Artifacts
2 items catalogedEach artifact below represents an authenticated research publication, production code repository, or technical architectural framework directly authored or co-created by Dr. Alistair Croll. Every entry undergoes editorial source verification.
Lean AI: Adapting Metrics and Validation Cycles for Agentic Workflows
Re-architected classic Lean Startup build-measure-learn loops for autonomous agents, establishing new telemetry metrics for tracking task completion failure, hallucination recovery, and token cost efficiency.
Non-deterministic agent behaviors require larger statistical sample sizes for metric significance.
The Economics of Artificial Scarcity & Autonomous Business Units
Published strategic monographs dissecting how generative models collapse production costs to zero and detailing the subsequent realignment of margin, brand defensibility, and competitive moats in digital commerce.
Assumes continuous infrastructure price declines; energy and hardware constraints could create transient cost spikes.