Talent Pipeline

Stop Thinking AI Kills Junior Jobs. Here’s What Actually Happens.

AI hasn’t killed the junior engineer’s value — it’s shifted it from raw code production to learning velocity, system-level judgment, and iterative problem-solving. The real threat isn’t the technology; it’s companies that cut junior roles for short-term efficiency, severing the pipeline of future senior talent. This is the moment to invest in human judgment, not retreat from it.

The Fields Medal Celebrates Genius. It’s Also Hiding a Dirty Secret.

The Fields Medal celebrates four young mathematicians, but the real story isn’t their brilliance — it’s the invisible infrastructure that made them possible and the systemic blind spots that make us lose countless others. The under-40 age limit creates perverse incentives, and the global talent pipeline is shockingly uneven. For anyone in tech, these winners are your upstream — and we’re squandering the source.