Ying Xiang geminixiang

欸昨天貼了 claude meetup taipei 心得裏面提到 2026 大趨勢是用 skills 取代 mcp 結果引來許多疑問，趁早上踩飛輪時就順手寫了篇快速解釋希望對大家有幫助！

先說重點

context engineering 是 agent 開發最重要的事，其中關鍵就是防止 context 快速肥大導致 llm 失憶或注意力潰散，導致任務執行失敗。
由 mcp 升級 skills 的主要好處就是解決上述問題，讓你的 agent 變的更聰明能幹少出錯。

下面是俱體細節👇

網路上的window.speechSynthesis教學主要都只有說切換指定語言

像是這樣就能切換成中文語音:

const synth = window.speechSynthesis;

const speak = (msg) => {

公路客運六都市區公車動態資料延遲時間(來源端—PTX平台)：

	動態資料延遲時間
公總	即時推播，約2~3秒
台北市	約10秒

	from typing import Union, List
	from dataclasses import dataclass


	class Validations:
	def __post_init__(self):
	"""Run validation methods if declared.

	The validation method can be a simple check
	that raises ValueError or a transformation to

	# -----------------------------
	# USAGE
	# -----------------------------
	# chmod +x mrcnn_continous_run.sh
	# source mrcnn_continous_run.sh
	#
	# DESCRIPTION:
	# Allows matterport's MRCNN to run in sections so that every few epochs it re-executes
	# and, therefore, resets the memory solving provisionally the memory leak issue.
	#

	"""
	Mask R-CNN
	The main Mask R-CNN model implemenetation.

	Copyright (c) 2017 Matterport, Inc.
	Licensed under the MIT License (see LICENSE for details)
	Written by Waleed Abdulla
	"""

	# change related API to make this file run mark rcnn demo competible

	#! /bin/bash

	# NEWLY ADDED BACKUP FUNCTIONALITY IS NOT FULLY TESTED YET, USE WITH CARE, ESPECIALLY DELETION
	# Developed for DSM 6 - 7.0.1. Not tested on other versions.
	# Steps to install
	# Save this script in one of your shares
	# Edit it according to your requirements
	# Backup /usr/syno/share/nginx/ as follows:
	# # cd /usr/syno/share/
	# # tar cvf ~/nginx.tar nginx

	# First, you should install flickrapi
	# pip install flickrapi

	import flickrapi
	import urllib
	from PIL import Image

	# Flickr api access key
	flickr=flickrapi.FlickrAPI('c6a2c45591d4973ff525042472446ca2', '202ffe6f387ce29b', cache=True)