The lab notebook

Writing.

We write the argument before we build the product. These are the arguments.

Jun 2026 · 14 min
23The Institutional Gap Is the Feature
The most constrained environments will build the most complete AI workflows first — not because of technological advantage, but because in those environments the process-elimination question is forced rather than optional. The gap is not the barrier. It is the brief.
Jun 2026 · 8 min
21Personalized Is the New Glow
Glow was never a product — it's the look of healthy skin, and healthy skin is personal. For deep-skinned people, the market sold products built for someone else and left them to expensive, marking trial and error. The new glow is personalization, and Zahra is how it finally scales.
Jun 2026 · 14 min
20Accountability Is Not a Reason to Keep Humans in the Process
For well-specified, high-volume, rule-based processes, human involvement does not produce accountability. It produces a bottleneck. The instinct to keep humans in the loop is the institutionalisation of distrust in systems that were never designed well enough to deserve trust. That is no longer the only option.
Jun 2026 · 13 min
19Your AI Strategy Is Digital Transformation With Better Branding
Most of what is being called AI transformation is acceleration of existing processes, not elimination of them. The pattern is identical to enterprise software in the 1990s. The organisations that will actually transform are the ones asking a different question.
Jun 2026 · 12 min
18The Expense Report Was Never About Expenses
The expense report is one of the most universally resented administrative instruments in corporate life. Understanding why it exists — what it is actually for — is the prerequisite for understanding why agentic payment infrastructure makes it obsolete.
May 2026 · 16 min
17Did It Do It For You?
A manifesto for workflow-native AI. The test is binary: when the task was finished, did the AI do it, or did it help a person do it? Most of what is being called AI transformation fails this test. Here is why the distinction matters, and what it means to build software that passes it.
May 2026 · 12 min
12The Corporate Card Was Never the Solution
Every procurement solution since 1950 — charge cards, corporate cards, P-cards, virtual cards — has been a partial answer to the same trust problem: how do you authorize a specific transaction without manually validating every purchase after the fact? Stripe's agent wallet, launched April 2026, is the first complete answer.
May 2026 · 10 min
11The Agentic Buyer and the End of Dark Patterns
The SaaS pricing page is not where a company tells you what its product costs. It is where a company attempts to alter your decision-making. An AI procurement agent has no psychological vulnerabilities. It cannot be anchored, socially pressured, or confused by artificial urgency. This is going to restructure B2B software pricing — structurally, not incrementally.
May 2026 · 11 min
10The Web Was Built for Navigation, Not Comprehension
The hyperlink is a navigation primitive. It connects documents. What it cannot do is bring the explanation to you — inline, at the point of confusion, without a context switch. The web gave us extraordinary access to knowledge. It never built the layer that helps you understand any of it.
May 2026 · 10 min
9Your Knowledge Gaps Are the Most Intimate Data You Have
Location data records where your body was. Purchase data records what your wallet did. Epistemic data — what you looked up, what confused you, where your understanding ran out — records what your mind was doing. It is more intimate than any other category of behavioral data. And the tools being built to help people read are being built right at its center.