Jan 22 · 3 min read · Context After using ChatGPT to support real interview deliverables, I ran into an uncomfortable pattern. Sometimes the output was sharp, structured, and genuinely useful.Other times it was fluent, confident, and wrong. Nothing obvious had changed. Sa...
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Jan 8 · 3 min read · 📜 Why Production Is Where AI Succeeds or Fails Most AI projects do not fail at modelling — they fail at production. Common outcomes include: Great demos that never shipModels that degrade silently over timeSystems that break under real-world loadAI ...
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Jan 6 · 2 min read · 📜 Why Retail Is a Natural Fit for AI Retail and e-commerce generate enormous volumes of data: Customer clicks and searchesPurchase historiesBrowsing behaviourSupply chain and inventory signals This makes retail one of the most attractive — and compe...
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Jan 5 · 3 min read · 📜 Why Finance Is a High-Stakes AI Domain Finance was one of the earliest adopters of AI — long before today’s hype. AI systems in finance influence: Money flowsMarket stabilityCustomer trustRegulatory compliance Even small errors can result in massi...
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Jan 3 · 3 min read · 📜 Why Healthcare Is a Defining Test for AI Healthcare is one of the most high-stakes environments for artificial intelligence. AI systems in healthcare directly influence: Clinical decisionsPatient outcomesPublic trustRegulatory compliance Unlike ma...
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Jan 2 · 3 min read · 📜 Why AI Fails in the Real World AI has delivered remarkable breakthroughs — yet most AI projects fail before reaching meaningful production impact. Common outcomes include: Proofs of concept that never scaleModels that perform well in labs but fail...
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Dec 25, 2025 · 10 min read · How I identified a critical gap in one of Python's most popular LLM libraries and built two features to solve it. Introduction When I started exploring ways to contribute to open source, I wanted to find a project where I could make a real impact - ...
Join discussionAug 31, 2025 · 16 min read · Hello Techies👋! I’m Samiksha, Hope you all are doing amazing stuff. Welcome to another blog about building a package code which can easily be shipped from POC to production. This blog is a practical extension of the project “AI Consultant hybrid-rag...
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May 15, 2025 · 3 min read · In the previous stories, we went through The Basics and Properties of Effective Prompts. In this story, we dive deeper to understand the different prompting techniques. Prompting techniques refer to the guiding strategies devised to create and optimi...
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Apr 29, 2025 · 7 min read · In the last story (What is Prompt Engineering? — The Basics), we introduced Prompt Engineering and covered the basic elements of prompt engineering. In this story, we dive deeper to understand the factors that contribute to building effective prompts...
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