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A pattern is emerging across teams, products, and markets — and it changes how serious people should think about the open-source models beating gpt-4 on coding benchmarks.
If you talk to the practitioners actually shipping in this space, they sound notably less excited and notably more confident than the hype cycle suggests. That contrast — quieter, more grounded enthusiasm — is usually the signal you want.
What's tricky is that the leading indicators are noisy. Vendor revenue is up, but so is churn. Talent moves both ways. Job postings list contradictory requirements. The strongest signal is what experienced practitioners do with their own…
What's tricky is that the leading indicators are noisy. Vendor revenue is up, but so is churn. Talent moves both ways. Job postings list contradictory requirements. The strongest signal is what experienced practitioners do with their own…
The biggest mistake will be treating this as a tooling question when it's actually a strategy question. Tools change. The underlying shift in customer expectations is what compounds.
A pattern is emerging across teams, products, and markets — and it changes how serious people should think about the open-source models…