Writing
Essays and operating notes
Point-of-view writing on AI-native product systems, growth economics, and execution.
Generic lifecycle marketing is dying
Why calendar-based campaigns are giving way to signal logic, opportunity scoring, and AI-assisted relevance.
Read EssayAI Revenue Systems
How AI moves from content assistance into policy-bound operating loops for revenue decisions.
Read EssayProduct discovery in AI operating loops
Discovery patterns for AI products that participate in decisions, not just generate answers.
Read EssayAcquisition agents need guardrails before autonomy
Why paid-growth agents need CAC/LTV policy, budget limits, cooldowns, and audit trails before autonomy.
Read EssayLifecycle signal quality beats message volume
Why the best lifecycle systems prioritize signal quality, customer relationship, timing, and measurable action.
Read EssayPricing experiments should be operating systems
How pricing tests become safer when hypotheses, cohorts, simulations, guardrails, and decisions live together.
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