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This is the narrated version of our free, interactive Data Engineer Roadmap. Same areas, same order, with a focus on the one thing each layer asks of you that AI can't do for you. Every data engineer roadmap written before early 2025 made the same quiet assumption: that the hard part was writing the
قمر (Qamar): راهنمای جامع و فنی در دنیای پرهیاهوی توسعه نرمافزار، گاهی اوقات به ابزارهایی نیاز داریم که به جای پیچیدگیهای بیمورد، مستقیماً روی حل یک چالش خاص تمرکز کنند. قمر (Qamar) دقیقاً همین کار را میکند. این ابزار برای مدیریت و بهینهسازی جریان دادهها در محیطهای توزیعشده طراحی شده و برخلا
Hey DEV Community! I recently participated in a hackathon and built Samiksha AI, a universal review and comment analyzer designed to turn messy customer feedback into structured business intelligence. Generic star ratings on e-commerce platforms don't give business owners the full picture. Rule-base
Stop Picking AI Frameworks Before You Answer This One Question If you're building AI agents on Azure, you've been here: a kickoff meeting where someone asks "what framework should we use?" and the next 90 minutes becomes a debate between Semantic Kernel, AutoGen, Copilot Studio, Foundry, and Logic A
In my last claim, a sequence got allowed that probably should have made you nervous. Thirteen refunds, split across two windows, with a close in between. Each window stayed under its limit. The close was authorized. The gate let it through. And it was right to. That bothered me for days. Not because
For about a year I used AI to code like a slot machine. Paste a wall of code. Type "fix it" or "make this better." Pull the lever. Sometimes I won. Usually I got a confident answer that solved the thing I asked about and quietly broke two things I didn't. I assumed the problem was the model. So I sw
Today, June 15th, 2026, I officially start my 6-month LFX mentorship under the Linux Foundation Decentralized Trust (LFDT) program. I will be working on a project called Hiero Contributor Identity Verification Prototype, under the guidance of my mentor Alexander Shenshin. *## What am I building, and
I built Lease Lens for the Hugging Face Build Small Hackathon. The idea is simple: most people sign contracts they do not really read. That is true for apartment leases, freelance agreements, gym memberships, SaaS terms, and small-business office leases. The risk is not that every contract is malici
Everyone uses the word "memory" but I feel like they all mean something different by it. For some people it's conversation history getting stuffed back into the context window. For others it's a vector database getting queried for relevant chunks or a profile of the user that updates over time or a
A sponsored benchmark is just an experiment with a sponsor. So read it like one. I read a lot of vendor benchmarks. Most are fine. They are marketing, sure, but the honest ones tell you what they tested, show their work, and let you decide if it maps to your world. Then there are the other ones. The
The TL;DR If you need to spin up a local, privacy-first AI agent that can query your own internal documents without sending data to third-party APIs, this guide covers the exact architecture using TypeScript, Python, and Ollama. Time to complete: ~15 minutes. Prerequisites: Python 3.10+ or Node.js i
I kept hitting the same wall looking for an offline wiki. Kiwix is great, but it's an app plus multi-GB ZIM files. IPFS needs connectivity and setup. I just wanted something dead simple: a knowledge file you can open on any phone with no install, and hand to the next person over Bluetooth or a USB s
The startup that beat Midjourney at a penny per image is back with a 4K model that plans pictures like code—and refuses far less than its rivals
A pattern stretching back to bitcoin's earliest days has held through every market cycle. It has yet to be tested in the current one.
Lawmakers are debating taxes, the CFTC put out a prediction market proposal and court cases are heating up.
Creator Kate Dippold dishes on her past work and life experiences that led to her making the hit series 'Widow's Bay.'
Among the interpreters who rely on it, the verdict is consistent: at last, something built for the way they actually work. The premise is simple. Interpreting works best as human and machine together, not machine in place of the human. Interpreting is one of the hardest things a person can do in rea
When the US government ordered Anthropic to shut down Fable 5 and Mythos 5 on 12 June, the export control directive was aimed at restricting foreign nationals from accessing America’s most capable AI. In India, Anthropic’s second-largest market, it landed as a warning shot about what happens when yo
The natural diamond industry has a problem it cannot see with the naked eye. Lab-grown stones are now virtually identical to mined gems, they cost a fraction of the price, and the broader tech landscape of 2025 has only accelerated their rise. De Beers Group, the world’s largest diamond producer and
As enterprises scale initiatives, the cost of developing, deploying and operating generative artificial intelligence models rises significantly. The shift toward AI agents can further increase costs becausse of poor architecture, limited operational maturity and weak governance. Information technolo
