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Codex CLI 的 Token 使用量 Benchmark 報告

摘要

• 產生時間：2026-07-05 13:53:43 CST
• 專案根目錄：/home/chenting/projects/OW
• 重跑次數：3
• Model：gpt-5.4-mini
• Effort：medium
• 執行指令：codex exec --model gpt-5.4-mini -c model_reasoning_effort="medium" --sandbox danger-full-access ""

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AI Coding Agent Guidelines (claude.md)

These rules define how an AI coding agent should plan, execute, verify, communicate, and recover when working in a real codebase. Optimize for correctness, minimalism, and developer experience.

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Operating Principles (Non-Negotiable)

• Correctness over cleverness: Prefer boring, readable solutions that are easy to maintain.
• Smallest change that works: Minimize blast radius; don't refactor adjacent code unless it meaningfully reduces risk or complexity.

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1. ChatGPT - Mermaid流程圖專家

   壞掉的範例: https://chatgpt.com/g/g-69299b7004688191ad8c319c96fc3a8f-mermaidliu-cheng-tu-zhuan-jia/c/6929b099-2928-8320-b4af-8ed464d4d2b1

2. Diagram Syntax | Mermaid

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description	Guidelines for generating SQL statements and stored procedures
tools	changes codebase fetch problems runCommands runTasks search searchResults terminalLastCommand terminalSelection

SQL Development

Database schema design

• all tables should have a primary key constraint
• all foreign key constraints should have a name
• all foreign key constraints should be defined inline

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Claude Code Release Notes [正體中文版]

版本 0.2.21

• 模糊匹配 /commands

---

版本 0.2.26

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# Debug support provided by common PowerShell function parameters, which is natively aliased as -d or -db
# https://learn.microsoft.com/en-us/powershell/module/microsoft.powershell.core/about/about_commonparameters?view=powershell-7.4#-debug
param(
        [ValidateSet('gh', 'git', 'shell')]
        [Alias('t')]
        [String]$Target = 'shell',

        [Parameter(Position=0, ValueFromRemainingArguments)]
        [string]$Prompt
)

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2024 NTU GenAI MTK 研究人員專題演講 (上半場)

重點總結與知識點

YouTube: https://www.youtube.com/watch?v=UXL5H8MqNmw

重點

1. 聯發科創新基地介紹
   • 聯發科的全資子公司，專注於 AI 研究

• 據點遍佈劍橋、倫敦和台灣大學

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This powershell script modifies the Base Image, or the Virtual Hard Disk, which the Windows Sandbox launches upon startup. It will copy the required files to the sandbox and add a registry key which will install them upon startup. By default the script will install the latest stable release of Winget. You can specify to use the latest pre-release with the -PreRelease switch.

When a new version of Winget is released, run this script again to update the installation in the sandbox to the latest version

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1. 開啟 Windows PowerShell

2. 將 IE 函式加入到 $PROFILE 之中

   [System.IO.Directory]::CreateDirectory([System.IO.Path]::GetDirectoryName($PROFILE))
   notepad $PROFILE

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public class TimeOnlyConverter : JsonConverter<TimeOnly>
{
	private readonly string serializationFormat;

	public TimeOnlyConverter() : this(null) { }

	public TimeOnlyConverter(string? serializationFormat)
	{
		this.serializationFormat = serializationFormat ?? "HH:mm:ss.fff";
	}