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The current state of LLM-driven development

I spent the past ~4 weeks trying out all the new and fancy AI tools for software development. Let’s get a few things out of the way: Learning how to use LLMs in a coding workflow is trivial. There is no learning curve. You can safely ignore them if they don’t fit your workflows at the moment. LLMs won’t magically make you deliver production-ready code If you can’t read the code and spot issues, they’re hard to use past the PoC stage They have terrible code organization skills, making them los

Hoto Snapbloq Tools Review: Attractive Power Tools

Tools often have a utilitarian design. Their purpose is to get stuff done, so their shape is exclusively focused on getting stuff done. This is where the Hoto SnapBloq toolkit is unique: These tools emphasize style and design to prove that functionality doesn’t need to have a rugged, utilitarian, and (typically) unappealing style. Hoto’s SnapBloq line is a set of three small power tools meant for tinkerers and hobbyists. The full set consists of a screwdriver, a rotary tool, and a drill, along

An LLM does not need to understand MCP

Model Context Protocol (MCP) has become the standard for tool calling when building agents, but contrary to popular belief, your LLM does not need to understand MCP. You might have heard about the term "context engineering"; where you, as the person interacting with an LLM, are responsible for providing the right context to help it answer your questions. To gather this context, you can use tool calling to give the LLM access to a set of tools it can use to fetch information or take actions. MCP

US executive branch agencies will use ChatGPT Enterprise for just $1 per agency

OpenAI announced an agreement to supply more than 2 million workers for the US federal executive branch access to ChatGPT and related tools at practically no cost: just $1 per agency for one year. The deal was announced just one day after the US General Services Administration (GSA) signed a blanket deal to allow OpenAI and rivals like Google and Anthropic to supply tools to federal workers. The workers will have access to ChatGPT Enterprise, a type of account that includes access to frontier

College students can get Google's AI Pro plan for free now. Here's how

Google / Elyse Betters Picaro / ZDNET ZDNET's key takeaways Students ages 18+ get the Google AI Pro plan for free for 12 months. Plan includes access to Deep Research, Veo 3, Jules, and more. Part of a larger $1 billion investment in AI education and job training. As AI tools continue to develop, they expand beyond the standard question-and-answer loop and offer more meaningful assistance for students. Google, for instance, has tools that can create podcasts for users from their notes, debu

AI promised efficiency. Instead, it's making us work harder

A note: This is a different kind of post than I usually send from After Burnout. Instead of something raw, short, and personal, this is more of a deep-dive article. But given how much this topic connects to burnout and our relationship with productivity tools, it felt important to share. We were promised a productivity revolution. AI tools would handle the boring stuff, freeing us to focus on creative, strategic work. We’d finally have time to think, to innovate, to maybe even leave the office

Every Visual Workflow Tool Is Just Excel for Developers Who Gave Up

Zoom image will be displayed A man looking at the window and thinking Every Visual Workflow Tool is Just Excel for Developers Who Gave Up Mohamed Ali Ben Othmen 5 min read · 3 hours ago 3 hours ago -- Listen Share There’s a saying that goes “when all you have is a hammer, everything looks like a nail.” But what happens when you trade your hammer for a Fisher-Price toy hammer and convince yourself it’s an upgrade? That’s exactly what’s happening with visual workflow tools, and I’m tired of pret

These Are the Photoshop AI Tools Worth Using: How I Use AI to Edit My Photos

You don't need to be a Photoshop expert to give its new generative AI a test drive. Adobe has added a number of AI features to its premiere photo editor over the past few years, and if you use Photoshop regularly, you've probably seen these pop up on your task bars. I spend a lot of time reviewing AI image generators and other AI creative software, so I had to put the original photo editor's AI to the test. AI might not be right for every project, especially for professional creators who regula

Software developers use AI more than ever, but trust it less

The big picture: Software developers are increasingly weaving AI tools into their work, but such rapid adoption hasn't come without confusion or conflict. They and their managers are still trying to work out when these tools help, when they hurt, and how to integrate them without creating more problems than they solve. In its annual poll of 49,000 professional developers, Stack Overflow found that 80 percent use AI tools in their work in 2025, a share that has surged in recent years. Despite th

Developers increasingly embrace AI tools even as their trust in them falls

The big picture: Software developers are increasingly weaving AI tools into their work, but such rapid adoption hasn't come without confusion or conflict. They and their managers are still trying to work out when these tools help, when they hurt, and how to integrate them without creating more problems than they solve. In its annual poll of 49,000 professional developers, Stack Overflow found that 80 percent use AI tools in their work in 2025, a share that has surged in recent years. Despite th

Developer survey shows trust in AI coding tools is falling as usage rises

AI tools are widely used by software developers, but those devs and their managers are still grappling with figuring out how exactly to best put the tools to use, with growing pains emerging along the way. That's the takeaway from the latest survey of 49,000 professional developers by community and information hub StackOverflow, which itself has been heavily impacted by the addition of large language models (LLMs) to developer workflows. The survey found that four in five developers use AI too

Hard-won vibe coding insights: Mailchimp’s 40% speed gain came with governance price

Want smarter insights in your inbox? Sign up for our weekly newsletters to get only what matters to enterprise AI, data, and security leaders. Subscribe Now Like many enterprises over the past year, Intuit Mailchimp has been experimenting with vibe coding. Intuit Mailchimp provides email marketing and automation capabilities. It’s part of the larger Intuit organization, which has been on a steady journey with gen AI over the last several years, rolling out its own GenOS and agentic AI capabili

Launch HN: Gecko Security (YC F24) – AI That Finds Vulnerabilities in Code

Hey HN, I'm JJ, Co-Founder of Gecko Security ( https://www.gecko.security ). We're building a new kind of static analysis tool that uses LLMs to find complex business logic and multi-step vulnerabilities that current scanners miss. We’ve used it to find 30+ CVEs in projects like Ollama, Gradio, and Ragflow ( https://www.gecko.security/research ). You can try it yourself on any OSS repo at ( https://app.gecko.security ). Anyone who’s used SAST (Static Application Security Testing) tools knows th

2025 Stack Overflow Developer Survey Results

The 2025 Developer Survey is the definitive report on the state of software development. In its fifteenth year, Stack Overflow received over 49,000+ responses from 177 countries across 62 questions focused on 314 different technologies, including new focus on AI agent tools, LLMs and community platforms. This annual Developer Survey provides a crucial snapshot into the needs of the global developer community, focusing on the tools and technologies they use or want to learn more about.

Stack Overflow data reveals the hidden productivity tax of ‘almost right’ AI code

Want smarter insights in your inbox? Sign up for our weekly newsletters to get only what matters to enterprise AI, data, and security leaders. Subscribe Now More developers than ever before are using AI tools to both assist and generate code. While enterprise AI adoption accelerates, new data from Stack Overflow’s 2025 Developer Survey exposes a critical blind spot: the mounting technical debt created by AI tools that generate “almost right” solutions, potentially undermining the productivity

Principles for production AI agents

Every now and then, people ask me: “I am new to agentic development, I’m building something, but I feel like I'm missing some tribal knowledge. Help me catch up!”. I’m tempted to suggest some serious stuff like multiweek courses (e.g. by HuggingFace or Berkeley), but not everyone is interested in that level of diving. So I decided to gather six simple empirical learnings that helped me a lot during app.build development. This post is somewhat inspired by Design Decisions Behind app.build, but

Six Principles for Production AI Agents

Every now and then, people ask me: “I am new to agentic development, I’m building something, but I feel like I'm missing some tribal knowledge. Help me catch up!”. I’m tempted to suggest some serious stuff like multiweek courses (e.g. by HuggingFace or Berkeley), but not everyone is interested in that level of diving. So I decided to gather six simple empirical learnings that helped me a lot during app.build development. This post is somewhat inspired by Design Decisions Behind app.build, but

When progress doesn’t feel like home: Why many are hesitant to join the AI migration

Want smarter insights in your inbox? Sign up for our weekly newsletters to get only what matters to enterprise AI, data, and security leaders. Subscribe Now When my wife recently brought up AI in a masterclass for coaches, she did not expect silence. One executive coach eventually responded that he found AI to be an excellent thought partner when working with clients. Another coach suggested that it would be helpful to be familiar with the Chinese Room analogy, arguing that no matter how sophis

Designing a flatpack bed

I just moved into an unfurnished apartment and my professional woodworker friend just got a plywood-sheet-sized CNC router, so I’ve been designing myself a bedframe. The rough scope / requirements: fit a 200 cm x 180 cm mattress have 50 cm of clear space underneath for storage visually hide this space from the front (required) and sides (nice-to-have) CNC-cuttable from a single sheet of baltic birch (2440 mm x 1220 mm) maybe use Ikea LÖNSET slats Christoffer Martens’s Siebenschlafer bed is

Designing a Flatpack Bed

I just moved into an unfurnished apartment and my professional woodworker friend just got a plywood-sheet-sized CNC router, so I’ve been designing myself a bedframe. The rough scope / requirements: fit a 200 cm x 180 cm mattress have 50 cm of clear space underneath for storage visually hide this space from the front (required) and sides (nice-to-have) CNC-cuttable from a single sheet of baltic birch (2440 mm x 1220 mm) maybe use Ikea LÖNSET slats Christoffer Martens’s Siebenschlafer bed is

The role of the cybersecurity PM in incident-driven development

Article written by cybersecurity expert Yuriy Tsibere. Gone are the days when cybersecurity meant stopping annoying viruses like the Love Bug. Today, it’s about battling a massive, financially motivated cybercrime industry. Attacks are smarter, faster, and more damaging—and that changes everything for product teams. For product managers (PMs), this means understanding that attackers are constantly exploiting the same weak spots: stolen admin credentials, missing multi-factor authentication (MF

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Apple publishes Human-Centered Machine Learning workshop videos

Today, Apple published on its Machine Learning Research blog, select recordings from its 2024 Workshop on Human-Centered Machine Learning (HCML), highlighting its work on responsible AI development. Almost 3 hours of content made available The event, originally held in August 2024, brought together Apple researchers as well as academic experts, and explored everything from model interpretability to accessibility, and strategies to predict and prevent large-scale negative outcomes due to the ev

Two narratives about AI

I want to present you with two narratives about AI. Both of them are about using this technology to automate computer programming, but they point toward two very different conclusions. The first narrative notes that Large Language Models (LLMs) are exceptionally well-suited for coding because source code, at its core, is just very well-structured text, which is exactly what these models excel at generating. Because of this tight match between need and capability, the programming industry is ser

No One Knows Anything About AI

I want to present you with two narratives about AI. Both of them are about using this technology to automate computer programming, but they point toward two very different conclusions. The first narrative notes that Large Language Models (LLMs) are exceptionally well-suited for coding because source code, at its core, is just very well-structured text, which is exactly what these models excel at generating. Because of this tight match between need and capability, the programming industry is ser

Show HN: TheProtector – Linux Bash script for the paranoid admin on a budget

theProtector Linux Bash Script for the Paranoid Admin on a Budget - real-time monitoring and active threat response TheProtector Linux security tool for the paranoid on a budget - not perfect but better than most TheProtector is comprehensive security monitoring for Linux systems. Built for DEfense Only What It Does TheProtector monitors your Linux system in real-time and actively responds to threats: Real-time Monitoring: Process execution and behavior analysis Network connections and

Google Photos rolls out tools to turn your photos into anime, comics, and more

Joe Maring / Android Authority TL;DR Google Photos is getting a Veo 2-powered feature to turn photos into videos. Users will also be able to turn photos into illustrations. The app is adding a new “Create” tab to put all of these tools in one place. The photo-to-video tool is also rolling out to YouTube Shorts. Google Photos isn’t just a place where you can store your photos. It also contains various tools to alter your images however you want. Adding on to the tools you already have, the a

My favorite accessory kit for tinkerers has 180 modifications - and an unbeatable price tag

Jakemy Smart 3 Kit ZDNET's key takeaways This high-quality screwdriver kit has everything for both the budding enthusiast and professional repairer. This 180-piece kit has 160 quality screwdriver bits and a range of other useful tools, such as plastic prybars, a suction cup, and tweezers. There's no LED light on the front of the screwdriver, so working in dark, cramped spaces can be tricky. $69.99 at Amazon I often get asked about tools, and I genuinely enjoy these conversations because I'm a

How to Limit Galaxy AI to On-Device Processing—or Turn It Off Altogether

Artificial intelligence is now more pervasive than ever in the apps and gadgets we use day to day, and that of course extends to smartphones: Google Gemini on Pixels and other Android handsets, Apple Intelligence (currently still rolling out) on iPhones, and Galaxy AI on Samsung smartphones. These tools can help you refine text, generate images, and summarize documents, among other tricks, and you don't have to go far through your apps to find an AI feature ready and willing to help you with so

MCP Security Vulnerabilities and Attack Vectors

Elevenlabs AudioNative Player Been digging into Model Context Protocol implementations lately and found some stuff that's keeping me up at night. Not because it's earth-shattering, but because it's the kind of boring security debt that bites you when you least expect it. This is Part 1 of a two-part series. Read Part 2: Actually Fixing This Mess → MCP is Anthropic's attempt at standardizing how AI models talk to external tools1. Instead of every AI app rolling their own integration layer, you