Groq vs. NVIDIA: Is the LPU the Future of Real-Time AI Inference?

Groq vs. NVIDIA

If you care about real-time AI — think live voice assistants, instant translation, or chatbots that must respond without awkward pauses — you’ve probably heard the buzz about Groq’s LPU. At the same time, NVIDIA is still the giant everyone trusts for both training and inference. Which one should you care about? Short answer: LPUs […]

Securing LLMs: Prompt Filtering, Rate Limits & Access Controls

Securing LLMs

Large language models are already part of many products. They write help text, summarize documents, and automate workflows. That power comes with risk. A single crafted prompt can change a model’s behavior. A misconfigured connector can leak data. A runaway script can wipe out your budget. This guide explains what to fix first, how to […]

FinOps for Startups: Practical Guide to Saving Cloud Spend in 2025

Cloud makes building products fast. It also makes burning cash fast. For startups, that combination is powerful and dangerous. A single forgotten test cluster, an always-on CI runner, or unchecked data egress can turn a comfortable runway into a crisis. FinOps is the practical discipline that keeps speed and agility while making every cloud dollar […]

Agentic AI: What Autonomous Agents Mean for Product Teams in 2025

Agentic AI

Agentic AI (autonomous agents) are software systems that can take multi-step actions toward goals with limited human supervision. For product teams in 2025, agentic AI changes three things at once: product capabilities (automation that acts on behalf of users), developer workflows (components become behavior-driven agents), and business models (outcome-based pricing, new retention dynamics). This pillar […]