Note: This page is an AI-generated (gpt-5-mini-2025-08-07) translation from Traditional Chinese and may contain minor inaccuracies.

📌 Introduction

When encountering errors while working with Higgs-Audio, I plan to carefully study the entire operation of Higgs-Audio from start to finish, so I’ll start by understanding tokens. Because Higgs-Audio needs to handle both “text” and “audio” tokens simultaneously, it looks rather complicated at first, so I plan to thoroughly organize how many tokens there are.

Note: This page is an AI-generated (gpt-5-mini-2025-08-07) translation from Traditional Chinese and may contain minor inaccuracies.

📌 Introduction

This demonstrates how to use the Docling document conversion tool with IBM’s newly released VLM ibm-granite/granite-docling-258M to convert PDFs, images, and other files into structured Markdown or HTML formats for easier downstream use with LLMs.

Note: This page is an AI-generated (gpt-5-mini-2025-08-07) translation from Traditional Chinese and may contain minor inaccuracies.

📌 Introduction

With the rise of AI Code Assist, many have found that pure “vibe coding” is hard to maintain, and Context Engineering along with traditional development processes (BDD, TDD, SDD) are being re-emphasized. This article introduces two simple and useful requirement writing templates: EARS and GWT.

📌 Introduction

While installing the Docker Model Plugin on Ubuntu 24.04, I ran into an issue where apt couldn’t locate the package. It turned out that the Docker repository was pointing to the wrong release (focal instead of noble).

⭐ Note
This article was initially drafted with the help of ChatGPT based on a real issue I encountered. I verified the solution and revised the content to ensure accuracy and clarity for others facing similar problems.

📌 Introduction

ngrok provides users with free static domains!

Note: This page is an AI-generated (gpt-5-mini-2025-08-07) translation from Traditional Chinese and may contain minor inaccuracies.

📌 Introduction

When using the AWS CLI, if the MFA-generated AWS_SESSION_TOKEN expires, it can cause InvalidToken or InvalidClientTokenId errors

Note: This page is an AI-generated (gpt-5-mini-2025-08-07) translation from Traditional Chinese and may contain minor inaccuracies.

📌 Introduction

This guide explains how to use AWS SAM to create and run Lambda functions, including basic installation, project structure explanation, and the workflow for running Lambdas locally

📌 Introduction

This article shows how to detect unsafe PyTorch models using a simple example and the modelscan tool.

📌 Introduction

In short, Codex didn’t perform well at all.

📌 What is an OCI Artifact?

The full name of OCI Artifact is Open Container Initiative Artifact. It is a unified format that can be used to store anything — whether it’s a Docker image, Helm chart, WASM module, ML model, SBOM, policy, or scan report.

Most importantly, anything that follows the OCI format can be uploaded to or downloaded from a registry (e.g., Harbor, DockerHub, Artifact Hub).