Introduction When working with large language models (LLMs), many AI startups face skyrocketing API costs. Even well-received products using OpenAI, Anthropic Claude, or Google Gemini can force companies to review their budgets when unoptimized queries eat up a large portion of their profit margins….
Run AI Models for Edge Application Development with Just a Few Commands
NVIDIA is expanding the capabilities of artificial intelligence beyond the data center by providing developers with tools that allow them to quickly build, test, and deploy models on embedded systems. The key tool is NVIDIA TensorRT Edge‑LLM, a lightweight C++ inference engine designed for embedded workloads. It runs on both NVIDIA DGX…
Gemini 4 Carbon – a new step in security technology
„Gemini 4 Carbon is Google DeepMind's latest artificial intelligence model, which the company introduced on October 28, 2026. According to PCMag.com, this model is designed for continuous agent workflows and provides "a significant leap in cybersecurity capabilities." Testing shows that Carbon outperforms…
41,000 government employee data exposed after major security breach
The United States Department of Homeland Security (DHS) has suffered one of its largest data breaches in the past month, with the personal information of more than 41,000 employees becoming public. The information, including names, phone numbers, email addresses and job titles, was published…
OpenAI plans to acquire Google AI microprocessors to expand computing capabilities
OpenAI, one of the world's leaders in artificial intelligence, is planning to acquire artificial intelligence microprocessors from Alphabet (NASDAQ:GOOGL)-owned Google. The move, reported by several technology news outlets, is part of the company's broader push to expand its computing capabilities and diversify its processor suppliers. According to Investing.com,…
OpenAI launches GPT‑6.1 Terra – faster and cheaper AI agents
OpenAI Group PBC this morning officially announced the new GPT‑6.1 Terra version, which is the mid-level model in their AI portfolio. It is a direct replacement for GPT‑5.6 Terra, but with 50 % lower API costs and better performance indicators. The model is designed for everyday tasks…
OpenAI Decisions API – a simpler alternative Jev
OpenAI announced on Thursday that its new Decisions API is becoming widely available to users. It is a direct response to the rapid market adoption of Typesafe AI’s Jev solution. While both platforms are designed to help businesses make faster and more accurate decisions, OpenAI emphasizes that Decisions…
MCP‑Bastion: Security Middleware for Google Gemini – Protection against prompt injection, PII and rate limiting
On 2026-10-24, pypi.org released the new MCP-Bastion version 4.1.0 for the Google Gemini platform. This middleware is designed to enhance security, specifically protecting against three major threats: prompt injection, personal information (PII) breaches, and rate-limiting issues. While information…
AI discovers PHP security flaw that could have become a major cyber threat
In early August 2026, Sagi Tzadik, a security researcher at cybersecurity firm Wiz, asked an artificial intelligence agent to test whether a security flaw discovered in WordPress could be applied to the Drupal platform. Eight hours later, the agent reported that the test had failed, but at the same time…
OpenAI plans to raise $30 million in bridge funding before going public
OpenAI Group PBC, one of the world’s leading artificial intelligence companies, is in intensive talks with investors to secure an additional $30 billion in bridge financing. The investment is expected to value the company at $1.25 trillion, the highest ever…