Titles trail the work. Read the scope a person ran, who checked it and who promoted them. For an investor: recognition from people with nothing to gain is the best evidence.
Faster hardware moved the wall of what computers can solve by a handful of steps. Mathematical shortcuts moved it far more, and they hold until physics shows up. For an investor: ask what the shortcut assumes.
The point of a good education is not the fields. It is the connections between them. A hard-science degree makes the liberal arts argument, and an investor can use it.
An AI rack weighs about 3,000 pounds and draws about 120 kilowatts. Most data centers can't hold one. A cold place with heavy floors and power can, and a shipyard town may be one.
Most startups do not end at an IPO; about 94 percent of exits are acquisitions. For investors: who can afford to buy, why the largest private companies have no buyer, and why control decides who can say no.
One roof, six football fans, six teams — and the two nastiest rivalries in the sport, Steelers–Ravens and Eagles–Cowboys, both living here. "A house divided" is Lincoln's line, and he meant it as a warning. What my Sundays have taught me is which kind of division a house can survive, and which kind it can't.
A flavorings company filed under "AI Application" led to a full audit of Oluwadi's own 11,839-company database -- corporate research labs mistaken for government facilities, tribal governments read as advocacy nonprofits, entire universities crushed into one department, and an honest account of what still isn't fixed.
The dominant narrative about AI and developers is replacement. That's not the only real experience out there. A 40-year developer's own account of shipping three real, working apps in three months -- and why the actual mechanism wasn't speed for its own sake, it was iteration.
BLM, EIA, and FRED are all real federal data sources, integrated the same afternoon -- a silently-null field, a row that splits five ways without warning, and one that just worked. None of it was documented anywhere. All of it required checking, not trusting.