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About this site
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Context Engineered is my notebook on how to make AI systems useful in real products. I write about context engineering, software architecture, and the delivery practices that turn experiments into systems you can operate.

The name is deliberate: a good prompt is not enough. The surrounding context — retrieval, tools, constraints, evaluation, and the humans in the loop — is what makes the difference between a demo and something you can ship.

About me
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I am Mubashir Ali, an Engineering Manager at Tintash. I have spent my career close to the work: backend architecture, APIs, mobile clients, and the project management that keeps teams shipping. I currently lead delivery while staying hands-on with design and implementation.

Recent work includes leading a monolith-to-microservices migration, building large-scale data pipelines, and shipping products used by athletes, clinicians, and consumer apps. The full history is on my CV.

What you will find here
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  • Context engineering — systematic ways to design prompts, memory, and tool use
  • AI in production — evaluation, failure modes, and integration into existing systems
  • Software delivery — architecture, APIs, and the habits that keep teams moving

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Built with curiosity, powered by experimentation, and shared with love ❤️