Originally published on AI Tech Connect.
Why your domain is the scarce half Every applied AI system that survives contact with real users needs two ingredients: engineering that makes the thing run, and judgement about whether its output is correct. The market has built enormous machinery for the first and almost none for the second, because the second cannot be taught in a bootcamp. It is the pattern recognition of someone who has read ten thousand contracts, signed off two thousand discharge summaries or reconciled a decade of tax filings. The scarcity numbers are consistent. As of August 2026, one widely cited third-party aggregator estimate puts AI engineer demand up roughly 143% year on year, at a demand-to-supply ratio near 3.2:1 — about 1.6 million open roles against some 518,000 qualified candidates. Treat that as…
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