Self-Hosting an LLM: The Break-Even Point in Numbers
Self-hosting an LLM looks cheap on a whiteboard. An H100 rents for a few dollars an hour, an 8B model...
LLM Cost per Task: Why Cheap Tokens Cost More in 2026
Every vendor publishes a price per million tokens, and every engineering team quietly converts that number into a budget it...
Groq API: Fastest LLM Inference for Real-Time Apps
If you have ever built a voice assistant, a live coding helper, or a chat product that streams tokens, you...
Gemini Live API: Sub-200ms Voice Agents in Python
If you have ever built a voice assistant by chaining speech-to-text, an LLM call, and text-to-speech, you already know the...
Gemini API Function Calling: Practical Patterns That Work
If you are building anything beyond a chatbot, you need your model to take action. Gemini function calling is how...
Gemini API Multimodal: Vision and Video Processing Guide
If you have ever tried to send a PDF, a screen recording, or a 30-minute meeting video to an LLM...
OpenAI Codex CLI Setup: Agent Memory and Computer Use
If you want an autonomous coding agent that lives in your terminal, edits real files, and remembers what it did...
OpenAI Batch API: 50% Cost Reduction for Bulk Jobs
If you are running thousands of LLM calls for classification, embedding generation, content tagging, or evaluation runs, the OpenAI Batch API is...
OpenAI Assistants API vs Chat Completions: Real Comparison
If you are building a production app on OpenAI in 2026, the choice between the OpenAI Assistants API vs Chat...