Benchmarks Are Not Deployment
Benchmarks Are Not Deployment
Open with the article's core distinction: benchmark competence and enterprise deployability are different questions moving on different clocks.
Editor's Insight
This slide frames the piece as a clock mismatch, not an anti-AI verdict.
The Camps Are Seeing Different Clocks
The Camps Are Seeing Different Clocks
Name the live dispute without collapsing it into one bubble-or-not-bubble scorecard.
Editor's Insight
The article's argument depends on granting partial validity to capability optimists and deployment skeptics.
Software Already Had Runways
Software Already Had Runways
Explain why coding adopted AI first: tickets, diffs, tests, CI, logs, review, rollback, and measurable output already made work machine-operable.
Editor's Insight
Software is evidence for the mechanism, not proof that every enterprise domain will follow on the same schedule.
The Tower Got Busier
The Tower Got Busier
Even in the best-prepared domain, more AI output shifted pressure into review and acceptance.
Editor's Insight
This is the warning label: generation can be real while institutional verification becomes the bottleneck.
Local Savings Decay At Organizational Boundaries
Local Savings Decay At Organizational Boundaries
Move from software into underformalized enterprise work where rules are dispersed across people, exceptions, histories, and risk tolerances.
Editor's Insight
This slide keeps the evidence grounded without pretending the numbers are a universal causal proof.
Concrete, Or It Collapses Into Integration
Concrete, Or It Collapses Into Integration
Address the named adversary directly: workflow formalization is not a distinct mechanism unless it is cashed out operationally.
Editor's Insight
The slide preserves the concession to Gurley while showing what the article means by formalization.
A Wrapper Calls An API. A Harness Assigns Responsibility.
A Wrapper Calls An API. A Harness Assigns Responsibility.
Define enterprise harnesses as memory, tools, routing, permissions, and review loops that let model output land inside accountable work.
Editor's Insight
This slide separates technical packaging from institutional machinery, which is where value may migrate.
The Bubble Mechanism Can Be Real Capability, Delayed Capture
The Bubble Mechanism Can Be Real Capability, Delayed Capture
Close by separating fake demand from absorption lag and naming the capital-cycle-vs-adoption-cycle mismatch.
Editor's Insight
The article ends at medium conviction: capability is real, some models remain insufficient, and many firms are not organized to capture what already exists.
This slide frames the piece as a clock mismatch, not an anti-AI verdict.