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Quick context: I've spent the last year+ building something in the "AI hallucination" space, specifically for finance, and I want honest feedback before I go further — not upvotes, actual criticism. The problem I'm trying to solve: AI copilots are increasingly drafting financial numbers — ratios, covenant checks, reconciliations, KPIs pulled from statements. The issue isn't that AI is bad at this, it's that it's confidently wrong sometimes, and in finance a confidently wrong nu...

​Hey everyone! ​I’m working on a project where I need to place a specific person into realistic outdoor environments, like the Swiss Alps. The goal is to make it look like a real, candid travel photo. ​I've been trying Krea.ai with a trained model, and while the likeness is okay, the aesthetic is way off. It looks very "AI-generated": plastic-perfect skin, unnatural hair, and no raw texture. ​I’m really just looking for a method that gets me that true, unedited photographic look ...

Building a Go backend for orchestrating AI agents (multi-tenant, each agent has its own persona/tools/LLM). Now I'm stuck on how knowledge bases should work and I keep going back and forth between "make it flexible" and "just ship something simple." Here's where I landed, architecture-wise: Source = wherever the data lives. S3 bucket of PDFs, a website you crawl, a Notion workspace, whatever. Normalizer = takes whatever comes out of the source and turns it into some...

Starting February 1st, 2027, creators who want to monetize their channel through YouTube's Partner Program (YPP) will need at least 1,000 subscribers and either 8,000 qualified watch hours over the past year, or 20 million qualified Shorts views in the last 90 days. That's a sizeable jump from YouTube's current requirement of 1,000 subscribers with […]

It's that time of year: On Wednesday, Google is set to host its annual Made by Google hardware launch event for Pixel gadgets. Google itself has already teased new slab-style and foldable Pixel smartphones, but leaks also indicate that the company could announce updated watches, a new color for familiar earbuds, and perhaps a brand […]

The cost of the Nintendo Switch 2 is going up by $50 on September 1st, 2026, resulting in a $499.99 price tag for just the console. We’re just weeks away, but Costco is offering a fantastic $499.99 bundle for its members that includes a Nintendo Switch 2, a 256GB microSD Express card (usually $59), and […]

Bluesky has added a new feature that lets you hide reposts from a specific person in your feeds. The tool might be helpful if you want to stop seeing reposts from that one person who clogs up your feed with reposts of things you don't care about. If you follow me, I may be that […]

Meta’s new open-weight Muse Glimmer model offers a glimpse of Mark Zuckerberg’s personal superintelligence vision, as well as the emerging divide between AI users can own and access.

Clicks’ $99 Power Keyboard brings a customizable, slide-out physical keyboard to MagSafe and Qi2 smartphones, but its added heft can make larger phones awkward to use.

Creators who want to start earning on the platform will need at least 8,000 qualified watch hours over the past year or 20 million qualified Shorts views in the last 90 days.

Platforms like Meta, TikTok, Snapchat, and Google are facing a long road of litigation.

Aptoide has brought its games store back to Google Play after more than a decade, as court-ordered changes open Android to competing app stores.

Give a specification a CLI and someone will eventually ask it to execute the system. For NexFlow, that would be the most tempting feature to build first and the wrong one. A command that launches agents makes a better demo than a validator. It also turns early implementation choices into de facto rules before the specification has settled them. NexFlow currently describes a specification through documentation, YAML manifests, JSON Schemas, reference examples, validation rules, conform...

My code was fine. My comments were the problem. I've been a developer for years. English is not my first language — I think in my native language, I think in code, and English sits somewhere third. And for most of my career I didn't realize how much that third place was costing me. The moment I noticed A while ago I left this comment on a pull request: this code is bad, u dont handle when api return null. fix pls before merge I didn't mean to be rude. In my head, t...

Manual capture means the number you authorize and the number you capture are different numbers, and the gap between them is where production bugs live. The rules that matter: you may capture less than you authorized (the remainder releases automatically), you may never capture more , the hold dies on its own after about seven days, and a card portion that a split payment pushes below Stripe's per-currency minimum fails with amount_too_small . Everything in this post is a consequence of those...

Hi there, I would love to hear your opinions on DockAMP. DockAMP is a Docker image with a responsive web interface to manage official Apache/Nginx, PHP, MySQL/MariaDB/PostgeSQL and proxy containers in Docker. DockAMP on Docker Hub What would be useful features and improvements? Thanks for your suggestions! Main features: Browser-based management interface in English and German Apache or Nginx for each server Automatic PHP version discovery with legacy PHP versions available ...

Oh, memories! I've had my Google / Gmail account for over 20 years now. I can't even find the original date of when I've had my account now. I remember way back, Gmail used to be invite only! And if I recall correctly, I bought a Gmail invite on eBay for something like twenty dollars. A gigabyte of storage sounded insane back then. And all of this for "free" (something something if a product is free you are the product blah blah). I remember having a fairly secure password for all those y...

this is a second DevLog of DevLogs of building a GUI Framework for java. Today I started Implementing the framework after seeing Prototype seems to be success. and finished the Network Layer of it. it is a abstraction around Rest and Web sockets that enable framework to jump between both communication protocols in the fly. simply, when building on top of it, we have one Logical Connection that can be either rest or web socket or both. and connection and disconnect events are also built ar...

Two developments today came from very different parts of the agent stack. Meta released Muse Glimmer , a 30B open model designed for local, always-on agent workflows. It can run on consumer hardware and is trained for tool use, long-running execution, multimodal input, and failure recovery. At the enterprise layer, RealPage introduced the Lumina AI Suite , combining agents, a governed knowledge graph, operational intelligence, institutional intelligence, and MCP-based access to external ...

Hello DEV Community! 👋 I’m Mohammad Rezwan Khan, an Electrical R&D Engineer and PhD focused on battery thermal management systems (BTMS), lithium-ion battery safety and efficiency, and battery energy storage systems (BESS). Why I joined Engineering gets better when ideas move between disciplines. Battery challenges sit at the intersection of electrical engineering, thermal science, controls, data, and software. I joined DEV to share practical lessons from that intersection...

OpenAI has announced Daybreak , a cybersecurity initiative designed to apply frontier AI to the full defensive cycle: finding vulnerabilities, validating their impact, generating fixes and helping teams verify remediation before attackers can exploit weaknesses. The program combines cyber-focused models, Codex Security , partner programs and governance mechanisms, positioning OpenAI's security work around practical remediation rather than alert generation alone. The official OpenAI Daybrea...

Recent developments in the AI ecosystem spotlight a new GitHub repository titled "awesome-growth-hacking-skills," which showcases growth hacking skills for AI agents such as Claude and ChatGPT. This initiative, straddling the line between marketing and technical prowess, signals a shift in how developers are approaching AI tools, focusing on optimizing their potential. With a rising star count of 817, it reflects growing interest and intended application of these skills in real-world scenarios. ...

If you've integrated a third-party AI API into a content pipeline before, you already know the pattern. Auth headers. Rate limit handling. A conditional branch to decide whether to call a second endpoint based on the first response. Retry logic for the inevitable timeout. None of that is hard, individually, but it adds up to real code you own, test, and maintain indefinitely, for a task that's conceptually simple: check this text, fix it if it needs fixing. MCP changes where that logic lives....

What does a conflicting instruction set cost you? For one, time and tokens, not to mention the constant headache to figure out the "why?". An instruction you wrote and rely on heavily gives contradicting results, the only tell-tale that something is going wrong. No other warning present. Say your CLAUDE.md carries code under scratchpad/ ships without tests in one section and, further down, write a test for every function . The first time the agent works in scratchpad/ , the two collide...

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If you need a small self contained split view markdown editor (uses a gtk webview, requires an internet for marked.js+katex from a cdn) in GTK+Adwaita. By the way I know about Apostrophe and actually it was the main inspiration for this. I am working on a larger GTK app and I want more software with decent Markdown rendering. This gist is just a small self contained prototype to show off that building this kind of app has become fairly easy today. Comments

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