Groq API: Ultra-Fast LLM Inference for AI Agents

Fri, 24 Jul 2026 00:00:00 +0000

What It Is

Groq is not another cloud GPU provider — it is a hardware company that built a custom Language Processing Unit (LPU) from the ground up. Where traditional GPUs like NVIDIA’s H100 or AMD’s MI300X process tokens in batches with millisecond-level latency, the Groq LPU is a deterministic architecture designed for one job: running transformer models at memory-bandwidth speeds.

The result is staggering. Open-source models like Llama 3, Mixtral, and Gemma run at 300–1000+ tokens per second on Groq’s API — roughly 5–10× faster than the same models on conventional GPU infrastructure. A 2,000-token response that takes 8 seconds on a standard API finishes in under 2 seconds on Groq.

WhatsApp Cloud API

Thu, 23 Jul 2026 00:00:00 +0000

Overview

The WhatsApp Cloud API skill is a structured reference for AI coding assistants that need to work with Meta’s official WhatsApp Business Platform. Instead of digging through Facebook developer docs every time you need to send a message, upload media, or verify a webhook, your agent loads the relevant specification on demand — with real payload examples, error codes, and best practices baked in.

This skill follows a progressive disclosure design. It loads only ~100 tokens at startup (just the skill name and a brief description). When your agent detects WhatsApp-related work, it loads the main reference (~4500 tokens). Specific topic files — messaging, templates, webhooks, media — stay at zero tokens until your agent actually needs them. The result is a comprehensive reference that doesn’t bloat your context window.

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Groq API: Ultra-Fast LLM Inference for AI Agents

What It Is

WhatsApp Cloud API

Overview