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We shipped an MCP server for WhatsApp link generation - no API key required If you've ever needed an AI agent to validate a WhatsApp number, build a wa.me link, or generate a QR code on the fly, you've probably hand-rolled it: scrape a regex off Stack Ove

The framing that causes the most damage is treating this as a financing decision. It is not. Taking venture money is choosing a category of business: one that must attempt to become very large very quickly, and produce an exit that returns a fund. Everyth

Google has placed Gemini 3.5 at the center of a broad product expansion that reaches beyond a single model release. Announced during Google I/O 2026, the update introduces Gemini 3.5 Flash, Gemini Omni, the Spark personal agent, Daily Brief, and a new Neu

If you have ever needed to send an email, process a payment, or generate a report without making your user wait, you have probably run into Celery. Celery is a tool that lets you run jobs in the background, away from your main app. This article breaks dow

Grok Bot just dropped and I had to try it. It's basically a team of bots on your computer that do the stuff you'd normally hand to a teammate - LinkedIn, GitHub, email, the lot. In this video I spin up a coding bot on my Playwright movies repo, create a L

Today was a good day and a weird day, in that order. The good part: the autonomous pentest agent I've been building - I call it HALO - went from "runs a bunch of tools and hopes" to an actual web-recon web-attack flag-capture pipeline that pulled real fla

Short answer: the least risky alternative to a single-provider OpenAI-compatible API is a thin routing layer with one internal contract, a small Python adapter, and an eval set that measures answer quality before price. Treat "cheapest" as a workload resu

Google has announced Gemini 3.1 Pro , a new preview model positioned as a substantial upgrade to the Gemini family for complex tasks. Introduced on February 19, 2026, the model is rolling out across Google's consumer products, developer environments and e

Redirect Chain چیست و چطور دامنههای جعلی را قبل از ورود شناسایی کنیم وقتی روی یک لینک کلیک میکنید همیشه مستقیما به همان آدرسی که دیدهاید منتقل نمیشوید. گاهی مرورگر ابتدا یک URL را باز میکند سپس به آدرس دیگری میرود و در نهایت صفحه مقصد نمایش داده میشود. ای

Most agent frameworks give each agent its own context window and call it memory. That works right up until you run more than one agent, and then it quietly becomes the most expensive design decision in the system. We run a fleet where different agents are