July 4, 2026
AI isn't proactive. Neither are we.
A context-architecture essay arguing that proactivity is really long-horizon reaction, and that AI workflows start to feel proactive when their input window gets wider.
Insights archive, page 5
July 3, 2026
I don't take every client. Here's what disqualifies someone before the first call ends.
A founder-consulting note on the early disqualifiers that show when a consulting engagement is asking for validation, avoidance, unavailable teams, or pre-written execution.
July 3, 2026
Five questions I ask before taking on any consulting engagement - and what they reveal
A consulting methodology post on the five scoping questions that reveal problem clarity, decision ownership, urgency, team readiness, and engagement fit.
July 2, 2026
What AI workflow should produce six weeks out - the benchmarks that tell you if it's working
A benchmark guide for judging whether an AI workflow is holding six weeks after implementation, using re-briefing, consistency, failure diagnosis, and maintenance as signals.
July 1, 2026
Before the founding team steps back, extract the product memory
A companion note on turning founder-held product reasoning into usable team memory before quality starts drifting downstream.
July 1, 2026
The handoff gap in UAE e-commerce: where the product breaks between design, dev, and operations
A UAE e-commerce systems essay on why the customer experience often breaks where storefront design, development logic, fulfillment, returns, and support stop sharing state.