Compute Scarcity, China’s AI Gap, and the Rising Cost of Open Models
If OpenAI and Anthropic can consistently afford to outbid everyone else for compute, the economic advantage of open models starts to disappear.
Does Scaling Supervision Produce Superintelligence?
Jul 11, 2026 — Matthew Atkinson
Frontier labs are betting that enough human supervision and verifiable rewards can push models toward superintelligence.
Why Prediction Markets Outperform Surveys
May 5, 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
Feb 15, 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
Nov 15, 2025 — 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.