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Microsoft, Nvidia, ByteDance, and infrastructure players are pointing to the same shift: AI is leaving the chatbot tab and becoming a hardware-and-inference race. Source: Image generated by the author using AI. For the past two years, the AI industry has been obsessed with a single question: whose model is smarter? Which benchmark did it beat? Which chatbot feels more human? It was a loud, legible competition. Open a browser, type a prompt, compare the answer. The product was the […]

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REDESIGN CASESTUDY | LANDING PAGE | UX How I used AI tools to ship a new landing page for Softworker AI in 72 hours. Thumbnail Background context So I joined Softworker AI as the AI Product Design Intern, and pretty much the first thing I noticed was that our landing page wasn’t working good. We don’t even have a product demo yet, we’re just starting out, but the page was supposed to be doing one job: communicate what we’re building to […]

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Learn how to build a scalable ETL workflow using Python, Pandas, PostgreSQL, staging tables, bulk loading, and data engineering best practices. Data is rarely born clean and ready for analysis. Organizations continuously generate data through operational systems, customer transactions, IoT devices, APIs, and third-party platforms. Before that data can power dashboards, analytics, or machine learning models, it must first be collected, cleaned, transformed, and stored reliably. This is where data engineering comes in. To strengthen my understanding of ETL […]

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How RAG Actually Finds Answers (Part 2): HNSW, IVF, BM25, Hybrid Search and Re-Ranking | M011 | Mehul Ligade 🔴 Part 2 of a 3-Part RAG Series In Part 1, we built the mental model. We saw how PDFs become chunks, how chunks become embeddings, and how embeddings get stored inside a vector database so an AI system can search them later. That was the foundation. Now we go one layer deeper and ask the real question: once the knowledge […]

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Microsoft has announced the wider testing of its new Autopilot feature at the Microsoft Build event this week, backed by a post on the company’s’ website. Autopilots are described as a new category of agents that can work autonomously on a user’s behalf. Microsoft says each Autopilot has its own identity, and so multiple agents can co-exist within different rule sets, letting users run Autopilots at home, or at work, with separate governance and stipulations limiting or allowing […]

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Amazon is offering its AI shopping technology to other retailers through a new Agentic Shopping Assistant built on AWS, with Kate Spade among the first brands to use it. The service allows retailers to build AI shopping assistants for their own websites and apps. Amazon said each deployment can be customised to a retailer’s catalogue, customer base, shopping environment, and brand voice. The service is based on technology first developed for Amazon’s own online store. Now, it’s packaging […]

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