SitePoint208IN STACK · 9d ago
Running DeepSeek R1 Locally: Your Complete Setup Guide (2026)
Step-by-step guide to deploying DeepSeek R1 on your local machine or private servers. Covers hardware requirements, environment setup, Docker containerization, inference optimization, and integration with Python apps. Perfect for developers wanting privacy-first reasoning model access. Continue reading Running DeepSeek R1 Locally: Your Complete Setup Guide (2026) on SitePoint .
Simon Willison45 · 8d ago
llm-openrouter 0.6
Release: llm-openrouter 0.6 llm openrouter refresh command for refreshing the list of available models without waiting for the cache to expire. I added this feature so I could try Kimi 2.6 on OpenRouter as soon as it became available there . Here's its pelican - this time as an HTML page because Kimi chose to include an HTML and JavaScript UI to control the animation. Transcript here . Tags: openrouter , llm , llm-release , pelican-riding-a-bicycle , kimi , ai-in-china , llms , ai , generativ...
Huntress Blog40 · 8d ago
Nightmare-Eclipse Tooling Seen in Real-World Intrusion
Huntress observed in-the-wild use of Nightmare-Eclipse tooling, including BlueHammer, RedSun, and UnDefend, in a live intrusion involving FortiGate VPN compromise as the initial access, reconnaissance commands, and likely tunneling activity.
Rapid7 Blog40 · 8d ago
Project Glasswing and the Next Challenge for Defenders: Turning Faster Discovery into Faster Action
Anthropic’s Project Glasswing has sparked plenty of discussion about what AI might soon do for vulnerability discovery, but the more useful question for most security teams is how to prepare for, and more importantly seize the opportunity of, what comes next. As we wrote in our earlier blog, What Project Glasswing Means for Security Leaders , AI is becoming more capable of finding software flaws. The pressure that follows lands on the teams responsible for deciding what matters, validating r...
The Hacker News28 · 8d ago
SGLang CVE-2026-5760 (CVSS 9.8) Enables RCE via Malicious GGUF Model Files
A critical security vulnerability has been disclosed in SGLang that, if successfully exploited, could result in remote code execution on susceptible systems. The vulnerability, tracked as CVE-2026-5760, carries a CVSS score of 9.8 out of 10.0. It has been described as a case of command injection leading to the execution of arbitrary code. SGLang is a high-performance, open-source serving
The Hacker News25 · 9d ago
Researchers Detect ZionSiphon Malware Targeting Israeli Water, Desalination OT Systems
Cybersecurity researchers have flagged a new malware called ZionSiphon that appears to be specifically designed to target Israeli water treatment and desalination systems. The malware has been codenamed ZionSiphon by Darktrace, highlighting its ability to set up persistence, tamper with local configuration files, and scan for operational technology (OT)-relevant services on the local subnet.
The Register – Security17 · 8d ago
Vibe coding upstart Lovable denies data leak, cites 'intentional behavior,' then throws HackerOne under the bus
A lesson in how not to respond to vulnerability reports UPDATED Vibe-coding platform Lovable is pooh-poohing a researcher’s finding that anyone could open a free account on the service and read other users' sensitive info, including credentials, chat history, and source code. However, the company’s story keeps changing: First it attributed the publicly exposed info to "intentional behavior" and "unclear documentation," then threw bug-bounty service HackerOne under the bus.…
The Record from Recorded Future News17 · 8d ago
Italian regulator fines national postal service orgs $15 million for data privacy violations
The regulator fined Poste Italiane SpA, the postal service provider, €6.6 million ($7.8 million) and Postepay SpA, a digital payments subsidiary, €5.9 million ($7 million) for allegedly illegally processing millions of users’ personal data.
The Register (Security)17 · 9d ago
Next.js developer Vercel warns of customer credential compromise
Blames outfit called Context.ai, which reckons an agentic OAuth tangle caused the incident Vercel, the company that created the open source Next.js web development framework, has a data leak that led to compromise of some customer credentials, and blamed an outfit called Context.ai for the mess.…
The Hacker News13 · 9d ago
Vercel Breach Tied to Context AI Hack Exposes Limited Customer Credentials
Web infrastructure provider Vercel has disclosed a security breach that allows bad actors to gain unauthorized access to "certain" internal Vercel systems. The incident stemmed from the compromise of Context.ai, a third-party artificial intelligence (AI) tool, that was used by an employee at the company. "The attacker used that access to take over the employee's Vercel Google Workspace account,
SitePoint12 · 9d ago
Open-Source vs Commercial LLMs: The Complete Guide (2026)
Comprehensive TCO analysis comparing Llama 3, Mistral 8x7B, and other open-source models against Claude and GPT-4. Includes compute costs, licensing, deployment infrastructure, and performance benchmarks. Helps teams make data-driven decisions on their LLM strategy for 2026. Continue reading Open-Source vs Commercial LLMs: The Complete Guide (2026) on SitePoint .
gilesthomas.com11 · 8d ago
Writing an LLM from scratch, part 32l -- Interventions: updated instruction fine-tuning results
I've been working on a GPT-2-small-style LLM based on Sebastian Raschka 's book " Build a Large Language Model (from Scratch) ", and have tried a bunch of different things to see if I could get it to approach the quality of the original OpenAI GPT-2-small, measured in terms of loss on a held-back test dataset. After working through them, in my last post , I managed to train one that was almost (if not quite) there. Now, back before I started digging into these interventions, I was doing three...
Security on TechRepublic11 · 8d ago
Amtrak Data Breach Exposes 2.1M Records, Reports Suggest Larger Leak
Amtrak data breach exposes over 2.1 million customer records after CRM access. Learn what was leaked, risks, and steps users and IT teams should take now. The post Amtrak Data Breach Exposes 2.1M Records, Reports Suggest Larger Leak appeared first on TechRepublic .
Linux Foundation Blogs11 · 8d ago
Navigating the Agentic AI Guardrails: Why Open Source is the Key to AI in Regulated Industries
Last week, I had the pleasure of standing before a packed room at the Open Source in Finance Forum (OSFF), a FINOS-hosted event taking place (at long last!) in my home town of Toronto. The audience was filled with familiar faces from Canadian and global banks, and the burgeoning fintech ecosystem, including a few cryptoasset pioneers. I was reminded of my own roots in the financial services sector, which began with obtaining my securities license through our regulator, the Ontario Securities ...
Red Hat Security8 · 9d ago
Integrating Red Hat Lightspeed with CrowdStrike for enhanced malware detection coverage
Today’s cybersecurity teams need proactive defense mechanisms to meet modern threats as the threat landscape continues to evolve and change. We're excited to announce a significant advancement for our customers: the integration of Red Hat Lightspeed with CrowdStrike, empowering Red Hat Enterprise Linux users with an expanded arsenal against malware threats.A new era of malware signature coverageCustomers who use Red Hat Enterprise Linux, Red Hat Lightspeed, and CrowdStrike can now immediately...