Does Scaling Supervision Produce General Intelligence?
Frontier labs are betting that enough human supervision and verifiable rewards can push models toward superintelligence.
Why Prediction Markets Outperform Surveys
May 27, 2026 — Matthew Atkinson
Why polls fail when prediction markets like Polymarket nail the results? Discover the mathematical collapse of modern surveys and why markets outperform.
Keep RevOps a Discipline, Not a Department
Mar 13, 2026 — Matthew Atkinson
RevOps is trying to fix the go-to-market vacuum left by modern marketing. Here is why it needs to stay a discipline, not a department.
A Brief History of the Term Marketing
Mar 11, 2026 — Matthew Atkinson
Discover how the definition of marketing evolved from physical distribution in the early 1900s to today's complex, society-driven mandate.
Beyond Vibe Coding
Mar 9, 2026 — Matthew Atkinson
Learn how to effectively blend AI assistance with traditional coding practices to create reliable, maintainable software, balancing innovation with understanding for better project outcomes.