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Model Operator · Dubai

OPERATING NOTES

Notes on AI products, workflow leverage, growth systems, and technical product judgement.

Practical thinking for founders, operators, and product teams turning strategy into shipped systems.

Operating Notes

Agent Skills and Macro-Evals: Turning Agent Failures Into Operating Memory

Agent skills are not valuable because markdown is easy to edit. They matter when macro-evals turn repeated agent failures into operating memory.

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Operating Notes

AI-Native Company Building: Why Portfolio Bets Become Rational on Shared Infrastructure

AI is changing the economics of software company-building. The model layer may become utility, while workflow infrastructure lets serious teams build multiple vertical bets from one operating layer.

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Operating Notes

Public AI Agents and the Return of the Shop Floor

Tobi Lütke’s River argument shows why public AI agent work matters for product teams: visible reasoning, shared memory, faster judgement, and fewer private execution bubbles.

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Operating Notes

Agents Are Killing the Handoff PM

AI is stripping product management down to its real value: turning customer signal into coherent systems before fast execution becomes a feature factory.

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Operating Notes

AI workflow automation breaks when nobody owns the review loop

Why applied AI systems need ownership, evaluation, human review, and quality bars before automation creates durable operational leverage.

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Operating Notes

Growth infrastructure belongs before scale compounds bad decisions

How event design, CRM logic, dashboards, funnel visibility, and acquisition feedback loops improve product and growth decisions before scale compounds the wrong behaviour.

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