Research

Many export companies invest in a website and then wait for inquiries that never arrive. The site looks professional, but Google rarely shows it to overseas buyers. The usual reason is not the product or the price; it is that the website was built without search intent, clear structure, and the technical basics that search […]

Why complex enterprise workflows require teams of specialized AI agents working in concert rather than a single massive model. For the past few years, the prevailing approach to building AI applications was simple: take the largest, most capable Large Language Model (LLM) available, craft a detailed prompt, and ask it to perform an entire end-to-end […]

Quick Answer highly available vector search service CAP trade-offs: Build a .NET vector search service with 99.95% uptime by balancing CAP trade‑offs, tunable consistency, and Azure AI Search or Milvus, while ensuring HIPAA compliance and observability. Highly Available Vector Search Service – CAP Trade‑offs in Practice When a global e‑commerce platform or a regulated medical […]

Verdict: The best AI trading bot stack in 2026 is ChatGPT (or Codex) wired to an MCP backtesting server on TradingView — for generating and testing strategies, it compresses days of quant work into an afternoon. But for actually trading money, the pro process still wins: “In the most concrete public test on record this […]

Service names, Postgres healthchecks, a scheduler without a cache table, queues and migrations on deploy: the mistakes that show up when taking Laravel to Docker Compose and how to avoid them. Taking a Laravel application to Docker Compose seems trivial until the first deployment fails for reasons that aren't in your code. These are five […]

Right now, there is probably an AI agent running on a laptop somewhere in your network. It stores API keys and database passwords, can access your internal systems, and works without anyone watching. Nobody reviewed its access. Nobody owns it. If an employee had that much reach with that little oversight, you would call it […]

Attackers are exploiting a zero-day SQL injection flaw in Arista's VeloCloud Orchestrator (VCO), the central management system for VeloCloud SD-WAN networks, the company said in an advisory on October 22. The flaw lets anyone who can log in to the orchestrator, even with a read-only customer account, gain operator privileges, the top level of control over it. For

eMudhra, an Indian certificate authority (CA), will withdraw from its global SSL/TLS certificate business, its board decided on Thursday. The decision came five days after a researcher reported recovering the private keys of eight of its intermediate CA certificates. eMudhra said it will replace affected customers' certificates with free ones from partners, though its

This week has already been rough for cybersecurity. Critical PHP and GitLab RCE flaws, serious Linux security bugs, compromised eMudhra certificates, a Node.js RCE flaw, a hacked LiteLLM release, and hundreds of hijacked Tor relays. That's a lot to deal with in just a few days. And the week isn't even over yet. But those […]

Linux servers running KSMBD, the kernel's built-in SMB server, are exposed to two publicly reported remote code execution flaws rated 9.0 by Trend Micro's Zero Day Initiative, with no fix yet in the mainline kernel. One of them, ZDI-CAN-33774, can be triggered before any network authentication. The other, ZDI-CAN-33549, requires the SMB Direct transport and an […]