LLM

Large language models, agents, and the future of AI

26 posts

Showing 13-24 of 26 posts

Beam Search vs Sampling: How LLMs Decode

Compare greedy, beam search, top-p sampling, and contrastive search for LLM decoding. Interactive playground shows each strategy picking tokens live.

9 min read

AILLM

GGUF vs GPTQ vs AWQ: Pick the Right Format

GGUF, GPTQ, and AWQ are three ways to shrink LLM weights. Each format makes different tradeoffs between hardware flexibility, accuracy, and speed.

9 min read

AILLM

Temperature & Top-p: How LLMs Choose Words

Learn how temperature and top-p control LLM output. Interactive playground lets you tune both and watch the probability distribution change.

9 min read

AILLM

How Transformers Work Step by Step

Understand how transformers process text from token to prediction. An interactive guide with a live playground to trace the full forward pass.

10 min read

AILLM

How to Add Memory to Any LLM

LLMs forget everything between API calls. Buffer, summary, and vector memory fix this. Interactive simulator shows what each strategy remembers.

9 min read

AILLM

Context Engineering for Coding Agents

See what Copilot, Cursor, and Claude Code feed their LLMs. Interactive agent simulator lets you build context for a coding task and compare strategies.

9 min read

AILLM

LLM Function Calling with MCP: A Practical Guide

Learn how MCP tools turn Python type hints into JSON Schema. See how LLMs pick the right tool and build better definitions with FastMCP.

10 min read

AILLM

Build an AI Agent API with FastAPI

Deploy an AI agent as a REST API with FastAPI in Python. 11 steps: endpoints, streaming, chat memory, auth, Docker, and unit tests.

14 min read

AILLM

Build a ReAct AI Agent from Scratch in Python (Step-by-Step)

Build a ReAct (Reasoning + Acting) AI agent from scratch in pure Python. 10-step interactive tutorial with runnable code, output previews, and hands-on challenges.

10 min read

AILLM

Build AI Agents with the Claude Agent SDK in Python (2026 Tutorial)

Step-by-step tutorial to build AI agents using the Claude Agent SDK in Python. 10 hands-on steps covering tools, hooks, subagents, and MCP servers.

12 min read

AILLM

Build an MCP Server from Scratch in Python (2026 Tutorial)

Step-by-step tutorial to build an MCP server in Python. 10 hands-on steps covering tools, resources, prompts, and Claude Desktop integration.

12 min read

AILLM

MCP Explained: The Universal Protocol for AI Tools

What is Model Context Protocol? Watch MCP client-server communication in action. Learn how this Anthropic standard connects LLMs to databases, APIs, and tools.

11 min read