Tag: llm
All the articles with the tag "llm".
- genaillm
Fine-tuning Generative AI Models: A Practical Guide with LlamaIndex
Parameter-efficient methods like LoRA and QLoRA changed the economics of customizing LLMs. A practical guide with LlamaIndex and Hugging Face, from data prep to deployment.
- genaillm
RAG Is Not Always Vector Search
Vector search is one RAG retrieval method, not the definition. Where semantic similarity falls short — and the hybrid, keyword, and structured retrieval to reach for instead.
- genaiagentic-ai
Building Robust Intent Classifiers with Generative AI
LLM-based intent classifiers route zero-shot, with reasoning and no per-intent training data. How to build one robust enough for production multi-agent systems.
- genaiagentic-ai
The Unseen Engine of Modern AI Agents: A Deep Dive into JSON-RPC
Every AI agent that calls a tool is speaking JSON-RPC under the hood. A look at the decades-old protocol quietly powering MCP and the modern agent stack.
- genaiagentic-ai
Model Context Protocol: The "USB-C" for AI
Anthropic's Model Context Protocol gives LLMs a plug-and-play standard for tools and data — what it is, how it works, and why it ends the N×M integration problem.
- genaillm
Testing LLM-Based Applications
LLMs are stochastic — the same prompt yields different outputs, so deterministic tests break. How to test LLM apps with DeepEval and evals instead.