AI makes engineering faster.
What are you going to do with that speed?

For two decades, engineering departments operated under a single, painful reality: R&D was the ultimate bottleneck.

Because building software was slow, complex, and fragile, product organizations had to plan defensively. We built rigid roadmaps, held endless prioritization committees, and got very good at telling customers "No." We institutionalized this defense, calling it project management, story point estimations, and sprint ceremonies.

Then came generative AI.

Suddenly, the technical constraints that forced defensive planning began to dissolve. Generative coding, automated testing, and agentic workflows are unlocking what Leor, the CEO of an AI cybersecurity company, calls "offensive" R&D speeds.

"R&D used to be a defensive constraint that forced us to compromise. Today, engineering can move at offensive speeds. We can listen to a customer's specific friction point on a Tuesday afternoon, and deliver a fully working, polished feature on Wednesday morning."

This is a seismic shift in organizational capability. When R&D speed becomes infinite, the bottleneck is no longer how fast you can write code. The bottleneck is your imagination, your empathy, and your customer relationships.

From Scale to Software-Enabled Hospitality

Consider the difference between a high-end establishment that delivers technically perfect service, and one that actually makes you feel seen. The latter doesn’t just fulfill a transaction; they weave custom, surprising experiences tailored to the specific, human context of individual guests. They practice a form of hospitality that feels, at first glance, entirely unreasonable.

Historically, this level of tailored care was impossible in technology. Software had to be standardized, packaged, and distributed at scale because customization was too expensive. To protect the engineering factory, we forced every user into the same cookie-cutter flow.

Generative AI changes this constraint forever.

When you combine offensive engineering speeds with deep human empathy, you enter the realm of Unreasonable Agility.

Unreasonable Agility is the practice of delivering that tailored, client-obsessed hospitality through software. It means using the leverage of AI not to cut headcount or generate more generic features faster, but to listen closely to customer friction and respond with bespoke, high-value outcomes in near real-time.

It is the ultimate competitive advantage for modern expert organizations, services, and B2B SaaS operators. It is the transition from AI Activity Theater to true, client-obsessed value realization.