The Expert Opinion Question That Reveals How Confident to Be

Asking an expert how they’d bet money on their own prediction produces more honest calibration than asking for the prediction alone.
An Editorial Standard for When AI Coverage Needs a Correction, Not Just an Update

AI facts change fast enough that publications need a clearer line between routine updates and genuine corrections of what was wrong.
What Accelerator Graduates Actually Say About the Experience, Off the Record

Public accelerator success stories are curated. What founders say privately about the same programs is often more mixed and more useful.
Venture Capital’s AI Playbook Is Splitting Into Two Distinct Strategies

Some VCs are betting on infrastructure at massive scale. Others are betting on narrow, defensible application-layer niches. Few are doing both well.
How Many AI Unicorns Actually Have Unicorn-Level Revenue

A billion-dollar valuation and revenue that would justify it under traditional multiples are two different, increasingly diverging claims.
The Bridge Round Has Become a Normal Part of AI Startup Funding

A round that used to signal trouble now often signals a reasonable, planned decision to extend runway between larger raises.
AI’s Workforce Effect Depends Heavily on Who Designs the New Workflow

The same AI capability produces very different workforce outcomes depending on whether the redesign is led by workers or imposed on them.
AI Leadership Credibility Increasingly Depends on Saying No Publicly

The AI leaders building the most credibility right now are the ones willing to publicly decline to deploy AI in specific situations.
AI Market Trend Data Lags the Reality on the Ground by Months

By the time a market trend shows up clearly in aggregate data, the underlying shift usually started well before the numbers caught up.
AI Investment Committees Are Learning to Ask About the Second Year, Not Just the First

Early AI investment evaluation focused heavily on first-year pilot results. More disciplined committees now model out the following years.
