LLM-API

Explore our entire collection of insights, tutorials, and industry news.

  • AI Tutorials

    RAG Architecture: Scaling from Prototype to Production

    A comprehensive technical guide on evolving Retrieval-Augmented Generation (RAG) from basic prototypes to enterprise-grade production systems using advanced chunking, hybrid retrieval, and modular orchestration.
    Read more
  • Model Reviews

    DeepSeek V4 Performance and Pricing Analysis

    An in-depth look at DeepSeek V4, the model that brings frontier-level performance to the market at a fraction of the cost of GPT-4o and Claude 3.5.
    Read more
  • Industry News

    OpenAI GPT-5.5 Model Enhances Efficiency and Coding Performance

    OpenAI has officially unveiled GPT-5.5, a significant upgrade over the recent GPT-5.4. This new iteration focuses on agentic workflows, complex coding tasks, and autonomous tool usage, marking a shift toward AI that can handle multi-step planning and ambiguity.
    Read more
  • AI Tutorials

    Why Local LLM JSON Output Breaks and How to Fix It

    Local LLMs often struggle with structured JSON output compared to managed APIs. This guide explores the three main failure patterns and provides code-based solutions using GBNF grammar, JSON Schema, and two-stage generation.
    Read more
  • AI Tutorials

    Testing MCP Servers: From Demo to Production

    Moving an MCP server from a local demo to a production-grade interface requires a rigorous five-gate testing strategy covering protocol smoke tests, conformance, scenario-based workflows, load analysis, and security pentesting.
    Read more