บทเรียน AI

GGUF packages model weights, tokenizer data, and metadata into a single portable file. Learn how to choose the right quantization level and get started with Ollama.

Learn how to accelerate local Gemma 4 31B inference on a single RTX 4090 using DFlash speculative decoding and Flash Attention against a baseline setup.

Learn how to set up Cursor automations with this hands-on tutorial covering PR code review, scheduled cron tasks, tools and MCP configuration.

Learn what zero-shot classification is, how it works under the hood with NLI models, how it compares to few-shot and fine-tuning, and how to apply it with Hugging Face Transformers.

Connect the Claude Fable 5 API to a Python project and build a developer task assistant with structured JSON outputs, streaming, tool use, refusal handling, and a FastAPI endpoint.

Build a CrewAI agent swarm with Gemini 3.5 Flash, Olostep live web search, and hierarchical task delegation for a multi-agent research and writing workflow.

Build a Streamlit app that runs Claude Opus 4.8 with adaptive thinking, auto-scores each response with Haiku 4.5, and charts the cost-quality tradeoff.

Learn how to use MiniMax M3 with MiniMax Code, a local and browser-based agentic coding engine for generating presentations, research reports, websites, games, and full complex projects in this in-depth hands-on review.

GitHub Copilot privacy settings changed in April 2026. Learn what data leaves your IDE, how to configure content exclusions, and how to fix common issues.

Learn how GitHub Copilot Enterprise uses Spaces and the Usage Metrics API to provide organizational context, governance, and adoption tracking across engineering teams.

GitHub Copilot has moved far beyond “AI autocomplete for code.” In 2026, the differences between GitHub Copilot plans come down to privacy boundaries, admin controls, auditability, and the governance your organization needs.

Set up a multi-GPU Docker environment with tensor parallelism and EAGLE speculative decoding to serve Mistral Medium 3.5 128B through an OpenAI-compatible API.