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-... …
Agent Format: Kubernetes-Style Declarative Definitions for AI Agents
If you've built AI agents across multiple teams or projects, you've probably hit this: every framework defines agents differently, and switching frame…
Stop Wasting Tokens in OpenClaw
OpenClaw Agents: Reduce LLM Cost Without Sacrificing Quality Most teams try to reduce LLM cost by shortening prompts, cutting output length, or switch…
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…
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…
Облачные модели Ollama в задачах code review — честное сравнение на примерах
AI всё чаще используется в разработке: генерация кода, автодополнение, агентные IDE. Но возникает логичный вопрос - можно ли доверить LLM полноценный …
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…
Тихая эволюция zero-shot энкодеров. От UniNER до GLiNER 2
Пока все говорят про LLM агентов, есть целый класс задач где 205M энкодер делает ту же работу что ChatGPT — быстрее, дешевле,…
Real LLM Drift Detection Results: Exact Outputs, Real Scores, No Fabrication
I run LLM monitoring. Before launching DriftWatch publicly, I ran our own test suite against production-style prompts to validate the detection algori…
PromptFoo Passes. Production Still Breaks. Here's the Gap.
I had PromptFoo set up in CI. Evals passed on every deployment. The model still silently changed in production three weeks later — without any CI run,…
Gemini 1.5 Pro Also Drifts. Here's What Changed in Our Production Prompts.
Everyone's been focused on GPT-4o and Claude behavioral changes. Less talked about: Gemini drifts too — and Google's update cadence is even less predi…
Claude 3.5 Sonnet Changed. My System Prompt Stopped Working. Here's What I Learned.
I've been building with Claude APIs since early 2025. Last month, I noticed something strange: my carefully tuned system prompt stopped producing the …