*Jev is a brilliant decision model. Gemini Flash-Lite is the model nobody talks about, and it’s fast, accurate, and nearly free. Here's what we measured picking between them, and why the pair is the cheapest setup of all.* ![I got Jev to zero mistakes. I'm still using Flash-Lite.](https://dev-to-up...
Read articleCloudflare has clarified that its AI traffic controls can affect more than specialist AI crawlers. Under the company's updated policy, a site that blocks **Training** may also block mixed-use crawlers such as Googlebot, Applebot and BingBot when they visit pages that serve ads. For businesses that r...
Read article--- title: Human-in-the-Loop published: true description: Should Agentic AI be in complete control of my codebase? tags: AI, Programming, Automation, LLM cover_image: https://dev-to-uploads.s3.us-east-2.amazonaws.com/uploads/articles/h5fffqv035qkr10rnb9c.png series: AI Thoughts --- ## The Start I ...
Read articleThe EU AI Act will introduce new transparency duties for businesses that provide or deploy certain AI systems from **2 August 2026**. Article 50 requires disclosures when people interact with AI and creates labeling expectations for AI-generated or manipulated content, including deepfakes. For compa...
Read articleHere's a line from YouTube's auto-captions on a lecture about attention in neural networks: > consider heart attention looking at the architecture heart attention is very similar to soft attention The speaker said "hard attention" aka the counterpart of soft attention. The captions get it wrong sev...
Read article*This is a submission for the [Kaggle Benchmarking Challenge](https://dev.to/challenges/kaggle-2026-09-23)* Those who read my articles know that a lot of them are actually benchmarks of something. Mostly .NET related, but still, someone could say that this challenge should be pretty close to what I...
Read article--- title: "Tendril: a garden assistant you barely have to open" published: true tags: devchallenge, hf26challenge, opensource, ai --- *This is a submission for the [Hacktoberfest Open-Source AI Challenge Week 1: Touch Grass](https://dev.to/challenges/hacktoberfest-week1-2026-10-05).* ## What I Bu...
Read article--- title: "What Agent Builders Can Borrow from OpenAI's Math Research" published: true description: "From OpenAI's published Lean proofs to a concrete Symptomato experiment: independently checked rules for updating patient memory." tags: openai, ai, testing, programming canonical_url: https://serge...
Read articleMistral AI has introduced [**Mistral Large 4 (ML4)**](https://scalevise.com/resources/mistral-large-4-agentic-workflows-public-preview/) in public preview, pairing its new multimodal model with a notable result on AutomationBench. According to [Mistral AI's official Mistral Large 4 announcement](htt...
Read articleIf you ask an LLM in a static prompt whether it should refund a customer's duplicate charge before checking the payment status, almost every frontier model passes the test. It outputs a clean refusal or defers the call until the record is verified. Then you put the exact same model inside an intera...
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