Self-Hosted LLM Guide: Setup, Tools & Cost Comparison (2026)
Enterprise spending on LLMs has exploded. Model API costs alone doubled to $8.4 billion in 2025, and 72% of companies plan to increase their AI budget…
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How I built an LLM-powered B2B matching engine for China's small commodity export market
I've been building in the Canada-China B2B trade space for a while, and the biggest friction I kept running into was this: global buyers don't know ho…
Stop Putting LLM API Keys in .env Files
You have five or ten LLM API keys sitting in a .env file right now. I know because I did too. OPENAI_API_KEY=sk-proj-... ANTHROPIC_API_KEY=sk-ant-... …
Mastering Multi-Provider Routing with OpenRouter
🧠 The Single-Provider Trap Let's be real: treating a Large Language Model (LLM) provider like a highly available, always-on utility is a massive archi…
Психоистория Азимова как техническое задание: как я построил мультиагентный AI-прогнозатор
Короче, я прочитал «Основание» Азимова лет в четырнадцать и с тех пор не мог отделаться от одной мысли. Гэри Селдон придумал психоисторию – науку, кот…
AI SDLC Pipeline: 5 Agents/Fully Autonomus
The Problem with "AI-Assisted" Development Most AI coding tools today are autocomplete on steroids. They make you faster at typing , but the fundament…
Improving RAG Systems with PageIndex
Retrieval-Augmented Generation (RAG) has quickly become one of the most practical ways to build AI applications on top of custom data. From documentat…
1,149 Humans Tried to Social-Engineer Our AI Banker. Here's What OWASP's Agentic Framework Missed.
We ran a public Capture the Flag at vault.aport.io to stress-test the OWASP Top 10 for Agentic Applications against real human attackers. Not a red-te…