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53 stories

Stories

  • RAG vs Fine-Tuning: Which One Does Your Business Chatbot Actually Need?

    "Can you train ChatGPT on our documents?" is one of the most common requests we get. It's a fair question, but it usually mixes up two different techniques. In most cases what the business needs isn't training at all. It's retrieval-augmented generation, or RAG.

    Dev.to AI6 min read
  • OpenAI's TextGrain: Invisible Ink, Visible Stakes

    The Whisper in the Machine: My First Encounter with AI's 'Authenticity Crisis' I did an experiment last week. I fed one of OpenAI's models a dozen of my published articles—the ones I felt truly captured my voice, my rhythm, my weird little syntactical habits.

    Dev.to AI10 min read
  • Chip Apple M4: Lompatan AI dan Terobosan Generasi Baru

    Pengenalan Chip Apple M4: Fokus pada AI Apple M4 menandai era baru komputasi mobile, dengan fokus utama pada peningkatan kemampuan kecerdasan buatan (AI). Dirancang khusus untuk iPad Pro terbaru, chip ini membawa lompatan performa signifikan berkat arsitektur baru dan proses manufaktur canggih.

    Dev.to AI2 min read
  • OpenAI's Invisible Watermark: Privacy or Control?

    The Whisper in the Machine: My Encounter with an AI's Hidden Mark. I'll open with a personal anecdote – perhaps a moment of mild paranoia while reviewing an AI-generated text, only to discover later the subtle hints of an underlying 'fingerprint.' This hook introduces the central tension: the…

    Dev.to AI11 min read
  • VIDRAFT Selected as Enterprise User of Quantinuum's Quantum Computing Platform

    VIDRAFT Selected as Enterprise User of Quantinuum's Quantum Computing Platform TL;DR: Korean Pre-AGI startup VIDRAFT has been selected as an enterprise user of Quantinuum's quantum computing platform, marking a notable intersection of quantum hardware/software and AI model development.

    Dev.to AI4 min read
  • Reflection Beam: Less Inference Compute Does Not Guarantee a Smaller Bill

    On October 6 in Beijing, developers woke up to Beam, Reflection's first model intended for an open-weight release. TechCrunch's initial report appeared at 12:33 p.m. Pacific on October 5—03:33 the following morning in Beijing. The interesting development is not simply another large model.

    Dev.to AI7 min read
  • Can Jev predict Bitcoin? It read the indicators backwards

    Can Jev predict Bitcoin? On the test I ran, no. I sent Jev the same 12 technical indicators that a plain gradient-boosting model used, for 1,500 BTCUSDT 5-minute candles neither had seen. Jev answered the control questions correctly 99.8% of the time, so it read the numbers fine.

    Dev.to AI7 min read
  • pgvector HNSW Filtering: My RAG Asked for 10 Rows and Got 0

    The support ticket was one line long: "Your assistant says our docs don't mention refunds. We have an entire page called Refunds." I checked. The page was there. It was chunked, embedded, and sitting in Postgres with the right tenant_id.

    Dev.to AI7 min read
  • SI vs AI: What the New Name Means for Developers

    Imagine opening a vendor’s dashboard and finding that yesterday’s “AI assistant” is now called a “Super Intelligence assistant.” Your first question would probably be: did the model change? That is a useful starting point for understanding the recent discussion around SI and AI.

    Dev.to AI4 min read
  • What Is Jev? I Tested TypeSafe's Decision Model on My Comments and Email

    In September 2026 a company called TypeSafe released Jev, and it isn't a chatbot. It never writes a sentence. You give it some text and a question with fixed answer options, and it returns one of your options plus how sure it is: "bot, 97%." Nothing to parse, nothing to read.

    Dev.to AI7 min read
  • Jev vs Laya: Which AI Decision Model Should Score Your Agent's Money?

    [Full article = canonical page body adapted: timeline, scoreboard table with source labels, the 5 fine-print points, the calibration/gate section, the two live receipts + curl, the 5-step DIY, honest caveats. Keep the dated-receipt tone; strip the site chrome.

    Dev.to AI1 min read

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