Insights
Notes from the build room
Practical writing on AI systems, product engineering, and growth.
- AI6 min read
What separates demo chatbots from production AI agents
Guardrails, grounding, handoff, and measurement — the four layers that make customer AI trustworthy.
Read ← - Automation5 min read
Automation that sticks with the team
Reliable ops automation is less about tools and more about ownership, exceptions, and feedback loops.
Read ← - Growth7 min read
Bilingual product SEO without duplicate chaos
How to structure English/Arabic routes, hreflang, and content ownership for global sites.
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