Gemini 3.6 Flash Tied on Intelligence – and Nearly Doubled Output Speed

Disclosure: This article was prepared for Velokey, an AI API business, and contains one link to its blog. That relationship creates a vested interest in API infrastructure and model-evaluation topics. At the time of review, Velokey’s public model directory did not list Gemini 3.6 Flash or Gemini 3.5 Flash-Lite, so this article makes no claim … Read more

Stop Hardcoding to a Single LLM Vendor – You’re Building a $200K Tech Debt Trap

At 3:14 AM on a Tuesday last year, my pager went off. Our engineering team had spent three months embedding a top-tier proprietary LLM directly into our core data processing pipeline. Then, a silent API update shifted how the model prioritized reasoning tokens, completely breaking our strict JSON output validation. Forty percent of our production … Read more

How to Build a Complete File-Sharing Application Using Filestack

File sharing is a common requirement across many types of applications, from internal tools and client portals to full-featured SaaS products. While the concept is straightforward, implementing it well requires handling uploads, generating shareable links, delivering files globally, and optionally supporting real-time image transformations. This guide walks through building a complete file-sharing application using Filestack … Read more