Cloudflare 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...
---
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 ...
The 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...
Here'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...
Mistral 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...
If 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...
# “It Worked” Is Not the Same as “It Can Run in Production”
You are probably the kind of reader I have in mind if:
- you already use ChatGPT, Claude, or another LLM;
- you have used GitHub or built a simple automation;
- AI agents and automation interest you, but governance or approval design is n...
Most AI tools are very good at one thing:
> **Giving you an answer.**
You ask:
> “Which customers haven’t paid yet?”
The AI gives you a list.
You ask:
> “What should I tell them?”
The AI drafts the message.
You ask:
> “Who should I follow up with first?”
The AI prioritizes them.
Useful?
...
Reddit is becoming a more consequential source in both Google Search and [AI-generated answers](https://scalevise.com/resources/rankings-ai-search-visibility-measurement/). Google expanded its partnership with Reddit in February 2024, giving Google access to Reddit content through the Reddit Data AP...
Google has made **Gemini Nano Banana 2.1** generally available as an image generation and editing model on the [Gemini Enterprise Agent Platform](https://scalevise.com/resources/gemini/). The model is designed to balance price and performance while supporting image-and-text workflows, content creden...