Hi! I am Archita- AI Product Manager,Writer, Always curious.
I write about Product Management, Artificial Intelligence, Leadership, Design Thinking, Personal Growth, and sometimes just about being a Woman in Tech.

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A Practical Framework for Evaluating Bias in AI Product Features
Read more: A Practical Framework for Evaluating Bias in AI Product FeaturesAI bias in product features is a business risk. When AI systems make unfair decisions, recommend irrelevant content to certain user groups, or fail to serve diverse populations equitably, the consequences extend far beyond PR crises. Organizations face legal liability, revenue loss from alienated customer segments, and erosion of brand trust that can take years…
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7 Hard-Earned Lessons for Building AI Products That Actually Work
Read more: 7 Hard-Earned Lessons for Building AI Products That Actually WorkBuilding AI products isn’t just traditional software development with a fancy new API. The fundamental nature of these products is different, and the development practices that worked for decades suddenly don’t apply. Here are seven lessons that separate AI products that thrive from those that flounder. 1. AI products break traditional development assumptions AI products…
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What Is Context Engineering?
Read more: What Is Context Engineering?We spent the last two years obsessing over prompts, the perfect phrasing, the magic incantation that would unlock AI’s potential. We treated it like a puzzle: find the right words, get the right answer. But that was never really the point. The models were always capable of more. We just weren’t giving them what they…
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AI and Imposter Syndrome
Read more: AI and Imposter SyndromeWe often feel like imposters because we’re chasing an idealized version of competence that exists only in our imagination. We construct this elaborate image of what a truly capable person would look like in our position, how they’d speak, what they’d know, how effortlessly they’d navigate challenges. But while we’re busy performing this role, we…
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System Design for AI Product Managers:A Complete Breakdown
Read more: System Design for AI Product Managers:A Complete BreakdownAI product development is fundamentally different from traditional product development. You’re working with probabilistic systems, not deterministic ones. You need to translate business problems into tasks like classification, ranking, prediction, or generation. And the system design challenges? They’re in a completely different league. Let me break down what you actually need to know. Why AI System Design…
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Systems Thinking vs Design Thinking
Read more: Systems Thinking vs Design ThinkingI spent the last few years working on innovation focussed projects. I was always part of the team expected to generate ideas and develop solutions for major organizational problems. The stress of not disappointing stakeholders was real. But what I struggled with most was explaining a simple truth: ideas don’t just appear out of a…
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The Workslop & Productivity
Read more: The Workslop & ProductivityTwo years ago, during the initial ChatGPT frenzy, I was leading a team of product managers at a promising, well-loved organization. Almost overnight, my PMs started generating Product Requirements Documents using AI. The reason? Using AI usage made us seem intelligent like AI, cutting-edge, and forward-thinking in 2023. The problem was immediately obvious to me…
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How Google’s Gemini Chrome Integration may Redefine the Internet Experience
Read more: How Google’s Gemini Chrome Integration may Redefine the Internet ExperienceWe may witness a shift in how we interact with the web since the browser wars of the 1990s. Google announced Thursday that it’s rolling out Gemini in Chrome to all Mac and Windows desktop users in the U.S. after previously limiting the capability to Google AI Pro and Google AI Ultra subscribers, bringing with…
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How Engineering Leaders Make Smart Trade-offs
Read more: How Engineering Leaders Make Smart Trade-offsEngineering leaders face the same problem every day: ship fast or build it right? Most people think technical debt is just messy code. But it’s actually much bigger than that. Here’s what it really looks like: Technical Debt Type What It Is What It Costs You Code Shortcuts Quick fixes that skip best practices New…
