🧠 I Built a AI Assistant with Multi-Model Fallback, Voice Chat & a Personal Data Analyst — Here's How What happens when your AI goes down mid-conversation? You lose users. I built Hero's AI to make sure that never happens — and added a whole lot more along the way. Live Demo Have you ever used an AI tool that just... stopped working? Maybe it hit a quota limit, the API went down, or the mod
Today we're open-sourcing the AI Model Directory, the most comprehensive, automatically updated list of AI models and their metadata available today. It's the data layer that powers model selection in AgentOne, and now it's free for anyone to use, fork, or contribute to. If you'd rather just look at models, we also built a browser for the directory at models.agent-one.dev where you can search, sor
Modern yazılım geliştirme ekosisteminde altyapının kod olarak yönetilmesi hız ve ölçeklenebilirlik açısından devrim yaratırken GitOps yaklaşımı bu süreci merkezi bir doğruluk kaynağına bağlamaktadır. Ancak tüm yapılandırma detaylarının tek bir platformda toplanması kritik siber güvenlik risklerini de beraberinde getirmektedir. Nesil Teknoloji olarak TSE A Sınıfı sızma testi yetkimizle endüstriyel
A College Project That Planted a Seed Years ago I was on a university team trying to build a Go AI. We explored monte carlo simulation for lookahead search, basic neural networks for pattern recognition, and expert systems for encoding domain knowledge. None of them worked well enough on their own. Go's branching factor is enormous, so brute-force search fails quickly. Neural networks without th
If you’ve been building with AI recently, you’ve probably seen these terms everywhere: AI Gateway. And depending on where you read, they either sound like the same thing… or completely different systems. Some vendors use them interchangeably. Others define only one and ignore the rest. And if you try to piece it together yourself, you end up with a vague understanding that doesn’t really help when
TL;DR. golang.org/x/net/idna.Lookup.ToASCII runs UTS-46 NFKC mapping 0-9. A pre-IDNA net.ParseIP check rejects the NO_PROXY lists, TLS-SNI routers, and cookie-domain validators that TrimRight + ParseAddr golang.org/x/net/http/httpproxy, the canonical safe pattern, and two I ran into this one while writing a Go HTTP client for a private project. I idna.Lookup.ToASCII canonicalising the host The sha
In an era where data privacy is often the price we pay for convenience, medical information remains the most sensitive frontier. When you upload a patient's transcript or a personal health log to a centralized API, you're essentially trusting a third party with your most intimate data. But what if the "brain" lived entirely within your browser? Today, we are diving deep into the world of Edge AI a
Self-attention already helps a transformer understand relationships between words using Query, Key, and Value. But there’s a problem. One attention mechanism usually ends up focusing on a limited kind of relationship at a time. Language doesn’t work like that. A sentence can have structure, meaning, and long-range links all at once. That’s why transformers use multi-head attention. Instead of doin