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The newly reinstated Anthropic model topped charts for automating work. Here's what that means for the future.
I benchmarked local voice-cloning models across English, German, Modern Standard Arabic, Spanish, and Mandarin Chinese. Models: OmniVoice int8 Chatterbox Multilingual fp16 VoxCPM2 bf16 Fish Audio S2 Pro fp16 The benchmark uses Google FLEURS references. Each row includes reference audio, generated au
The demand for AI Engineers, LLM Developers, Prompt Engineers, and AI Agent Developers has grown rapidly over the past year. Companies are no longer asking only traditional machine learning questions—they now expect candidates to understand Retrieval-Augmented Generation (RAG), vector databases, Mod
Your company uses six different AI providers. OpenAI for ChatGPT, Anthropic for Claude and Groq for speed critical inference. Each one has different API formats. Different authentication models. Different rate limits and costs. Different failure modes. Your application code has to know about all of
A developer fixes a critical bug alone at 2 AM. The commit is there. The three hypotheses ruled out before finding the real cause — the hour of reasoning that happened first — exist nowhere. Not because it wasn't real. Because there was no one to push back against. The record requires a witness. Yes
RAG Retrieval Gotchas at Scale: Insights and Solutions Retrieval-Augmented Generation (RAG) has become a popular technique for enhancing natural language processing (NLP) models by combining the generative capabilities of models like BERT and GPT with a retrieval mechanism. This approach is particul
There's a version of this story that plays out at almost every fintech startup I've worked with: the team ships a payment API, it works in testing, it goes live. Then a user's connection drops mid-request. The mobile app retries. The backend processes it twice. Two charges hit the customer's account
Most freelancers do not lose clients because of skill. They lose them in the first 10 seconds of a proposal. After reviewing and rewriting hundreds of freelance proposals, one pattern shows up every time. The issue is not pricing or experience. It is structure, clarity, and how quickly you reduce un
Every developer "should" have a portfolio, but building one eats a weekend you'd rather spend on real projects. So I built Porfilr — fill in your projects, link your GitHub, publish a clean portfolio in ~10 minutes. One URL for every application and recruiter DM. Free to start; Pro is a one-time $19
If you have ever scraped a careers page with a headless browser, this will hurt a little. The four big applicant tracking systems, the software behind most tech company job boards, all expose public, keyless JSON APIs that return every open job. Same data as the careers page, zero HTML parsing. Gree
AI agents are moving from answering questions to taking actions. A deployment agent pushes to staging. A code review agent comments on a pull request. A support agent drafts a response. A finance agent reads a report. These are all actions. They happened in your environment, on your behalf, triggere
When you build an API, the first line of defense isn't your firewall or your database — it's the request itself. Every payload that hits your controller is untrusted until proven otherwise. Yet a surprising number of production APIs still rely on manual json_decode() calls and scattered if checks, w
Godot Engine, the open-source alternative to game engines such as Unity, is rewriting its contribution policy to bar most AI-generated The post “AI contributions are demoralizing”: Godot bans coding agents to save its mentoring model appeared first on The New Stack.
External and internal attention are the same selective operation, privileging some content for fuller processing and excluding the rest, applied to two domains. External (perceptual) attention selects among sensory inputs (locations, moments, features, objects); internal attention selects among your
Anthropic is in talks with Samsung Electronics to explore manufacturing a custom AI chip, The Information reported on Thursday. The project remains at an early stage, and Anthropic has not yet decided what the chip would be used for, how powerful it would be, or how it would fit into a server, accor
After gaining a foothold in thousands of Fortinet firewalls, the attackers are starting to monetize that access, and are also piling on a Nextcloud zero-day bug.
Threat actors associated with the Anubis ransomware operation have been observed exploiting the Citrix Bleed 2 (CVE-2025-5777) vulnerability to obtain initial access. "Although tactics differ between affiliates, common patterns emerged in tradecraft through use of legitimate Remote Management and Mo
Expect more compressed patching cycles from Apple going forward, as attackers leverage artificial intelligence to reduce time to exploit.
Google has significantly degraded NetNut, one of the biggest networks that turns home devices into rented relays for other people's traffic. Working with the FBI, Lumen, and others, Google's Threat Intelligence Group (GTIG) said this week it had reduced the network's pool of usable devices by millio
The Federal Bureau of Investigation (FBI) said today it worked with industry partners to seize hundreds of domains associated with NetNut, a sprawling residential proxy service operated by the publicly-traded Israeli company Alarum Technologies [NASDAQ: ALAR]. The action comes roughly two weeks afte
