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Message History

Why I’m Building a Side Product Instead of Updating My Resume

Last year, a senior engineer I used to follow on Twitter — guy had 12 years of experience, worked at three recognizable names, had opinions I respected — posted something that made me stop scrolling.

“Day 47 of job search. 200+ applications. 4 first-round interviews. 0 offers.”


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This new AI marketing tool offers brand new ways to create video ads for your brand or products.Templates in Pollo AI’s Marketing Studio

Pollo AI just dropped a brand new AI video generation tool called Marketing Stud...


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Traditional Retrieval-Augmented Generation (RAG) is normal for personal knowledge management.source: Image by Author

We have all been there: trying upload a 40–50 page PDF into a custom GPT or a standard vector database setup, will ask few questions, and get a decent response. But the moment that chat session ends, our AI forgets everything.

The next day or session,...


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The prompt that won the room lost the customer.Prompt engineering is a single input to the system. Context engineering is the whole system — versioned retrieval, tool schemas, policies, memory, and the eval suite that catches silent regressions before a customer does. Source: LangChain (Chase, 2025), RULER benchmark (2024), Braintrust Series B (Feb 2026).

You can’t git bl...


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