4h ago · 10 min read · Have you ever faced a situation as a frontend developer where you needed to show a demo to your product manager, and something was broken in the API response? Or, a production bug where you were block
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1d ago · 4 min read · When building applications powered by LLMs from providers like OpenAI, Google, or Mistral AI, there’s a detail that often gets overlooked: token cost. At small scale, it’s barely noticeable. But once
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1d ago · 8 min read · Build the Pipeline First, Optimize the Prompt Second Fetch rendered HTML, strip the noise, convert to markdown or typed JSON, then pass clean content to your agent. Done in that order, this pipeline cuts per-page token costs by 10–50x and eliminates ...
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1d ago · 8 min read · Build a Cost-Effective Web Scraping Pipeline for LLM and RAG Applications The biggest quality problem in RAG pipelines isn't the embedding model or the vector store — it's the input data. Raw HTML fed into a chunker produces token-heavy garbage: navi...
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1d ago · 9 min read · Web Scraping Pipeline for RAG: Feed Clean Data into Your LLM Without Token Waste Raw HTML is poison for RAG. A typical news article page is 45,000 characters—roughly 11,000 tokens. The actual article is 800 words, or about 1,100 tokens. You are payin...
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3d ago · 10 min read · Modern software development moves fast. Teams deploy code many times a day. New environments appear and disappear constantly. In this world, manual infrastructure setup simply doesn't scale. For years
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4d ago · 5 min read · In Part 1, we learned that API Gateway acts as the helpful "waiter" standing between your users and your backend servers. But when you log into the AWS Console to create your first API, AWS asks you t
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6d ago · 3 min read · While Part 1 covered authentication fundamentals and OAuth flows, this section focuses on how APIs validate tokens and enforce authorisation in real-world architectures. Why API Gateways Are Important
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6d ago · 4 min read · Every developer has the same ritual. You need to hit an API endpoint. You open a blank file or a terminal. You start typing curl or fetch() and then pause. What's the header for JSON again? Is it Content-Type or content-type? Do I need Authorization:...
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