Urgent.News

What's breaking now, across thousands of outlets.

More in AI

Best LLM Gateways in 2026: A Production-Ready Comparison

TL;DR An LLM gateway is production-ready when it adds negligible latency under load, fails over across providers without application code, enforces budgets per team, governs MCP tool calls, and…

  • Bifrost is open-source Go-based LLM gateway with high performance
  • Favored for enterprises needing scalability and reliability
  • Not published details for Kong AI Gateway and Cloudflare AI Gateway

Your AI Agent Will Do Something Terrible. Here's How to Survive It.

Here's a pattern I keep seeing. A team wires up an AI agent that can do real things — send emails, run commands, query and modify the database, call external APIs. The demo is magical.

  • Implement least privilege principle for AI agents
  • Require human approval for high-impact actions
  • Treat all input as untrusted to prevent prompt injection

The ML you need to operate LLMs, not train them

You do not need to understand backpropagation to run a large language model well in production. You need a smaller, more practical thing: the operator's mental model.

  • Tokens differ from words; longer or uncommon words split into multiple tokens.
  • Temperature and topp parameters are model-specific constraints, not interchangeable dials.

DeepSeek nears $12 billion funding as investors bet big on AI

Artificial intelligence startup DeepSeek is close to raising at least 80 billion yuan ($12 billion) in a new funding round, as investors continue to commit large amounts of capital to leading AI…

  • DeepSeek aims to secure $12 billion in funding.
  • Tencent Holdings and CATL are major investors.
  • Funding could reach up to 100 billion yuan.

More from Tuesday 6 October →