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  • How I calibrated an LLM judge to grade like me, 25 cheaper

    Businesses that sell technical products answer the same kind of question every day. "What's the accuracy on this range?" "Can it measure through a coating, and how thick?" "Does it come with a calibration certificate?" The answers sit in product datasheets and manuals.

    Dev.to AI7 min read
  • Connect Cursor and Claude Code to your internal API over MCP (step by step)

    The first week of using a coding agent against your company's API is always the same: paste the docs URL into the prompt, correct the base path, correct the auth header, correct the pagination type, correct the envelope wrapper, repeat in every new session and every new tool.

    Dev.to AI6 min read
  • Prompt Tricks Died. Context Engineering Didn't

    In this video: 0:00 Do 1M windows end choosing? No 0:19 Prompt engineering is half right 1:25 Two reflexes: polish or dump 2:34 Personas, stuffing and the experiment 5:15 Selection, order and length 8:15 Tools, schemas and examples 10:58 Costs, and when stuffing is fine 12:37 Prompt, context and…

    Dev.to AI14 min read
  • Photo Products: Why the Scene Matters as Much as the Face

    Putting someone in front of a mountain is one problem. Making the image feel like a person doing something on that mountain is another. That distinction is central to CMeIn, the AI photo product I run.

    Dev.to AI4 min read
  • The Art of Computer Programming Was Clickbait

    1. Nine o'clock Nine in the morning. A lecture hall, sixty students, one professor, a task on the board. Not quicksort. Not a linked list. Nothing that balances itself. Build a shop. Registration, catalog, basket, payment, and a back end that stays up when the shop is mentioned on television.

    Dev.to AI5 min read
  • HubSpot Rate Limiting: When 429 Blocks Deal Enrichment

    Originally published at aideazz.xyz — cross-posted here with canonical link. A 429 HTTP status code, "You have reached your ten_secondly_rolling limit," hit my hs-watch-manual-emails process recently.

    Dev.to AI6 min read
  • Google AI Overviews Lawsuit Dismissed: Publisher Impact

    Why the Decision Matters for Digital Publishers The dismissal of Chegg and Penske Media Corporation’s (PMC) antitrust lawsuit against Google marks a pivotal moment in the ongoing debate over how large technology platforms shape the digital content ecosystem.

    Dev.to AI4 min read
  • Google Debuts Guided Vision for Android in Gemini Live

    What Guided Vision Is and How It Works Google announced today that Guided Vision is now available inside Gemini Live on compatible Android devices. The feature taps Google’s Gemini large‑language‑model family to analyze the live camera feed and generate spoken descriptions in real time.

    Dev.to AI6 min read
  • GitOps Explained: How Kubernetes Deployments Become Fully Automated

    You push code to Git. A few minutes later, your application is running in Kubernetes. No manual kubectl apply. No SSH into servers. No copying YAML files. No "Did someone forget to deploy production?" Sounds good, right? This is the idea behind GitOps.

    Dev.to AI6 min read
  • One SKILL.md that makes blogging with AI dramatically easier

    You have a topic. You open your AI assistant and start typing. First you explain your blog: who reads it, how you write, what you covered last month. Then the topic. The draft comes back sounding like every other draft. You ask for a title. Then a summary. Then a search description and some tags.

    Dev.to AI8 min read
  • Your API Timed Out. Did the Order Still Go Through?

    A customer clicks Place Order. The spinner turns… and turns… then: Request timed out. So they click again. Now you have two orders, two charges, and one angry support ticket. Here's the uncomfortable truth: a timeout tells you nothing about whether the server did the work.

    Dev.to AI8 min read
  • Using Voice Cloning for Personalized Marketing

    Voice‑cloned marketing isn’t science fiction any longer. When you can hand‑craft a brand’s tone, pitch, and even its personality in a few lines of code, you’re giving your audience a more authentic, engaging experience—and you’re doing it at scale.

    Dev.to AI4 min read

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