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Agent Skills: References, Recipes & Token Loading Behavior

Overview

This document captures learnings about how Agent Skills handle references/, recipes/, and services/ folders, including token budget implications and best practices based on the AgentSkills.io specification and GitHub Copilot implementation behavior.

Progressive Disclosure Model

Agent Skills use a three-tier loading model to efficiently manage LLM context windows:

*This Dockerfile is intended for SvelteKit applications that use adapter-node. So, the Dockerfile below assumes that you have already installed and configured the adapter.

Dockerfile:

FROM node:18-alpine AS builder
WORKDIR /app
COPY package*.json .
RUN npm ci
COPY . .
RUN npm run build

Create NFS Volumes:

Creating the NFS Volume:

$ docker volume create --driver local \
  --opt type=nfs \
  --opt o=addr=192.168.1.115,uid=1000,gid=1000,rw \
  --opt device=:/mnt/volumes/mysql-test \
  mysql-test-1

Migrating email accounts from a cPanel hosting environment to Mail-in-a-Box

Part 1: Pregame

Send a mass email to all of your account holders, letting them know that you will be migrating their email accounts to a new server. Send them the instructions from MiaB control panel for connecting to your MiaB server from their mobile/Outlook/Gmail/etc, if applicable. Also, send them a link to the new webmail address. Be sure to give adequate advanced notice (several days, if possible). Advise them to not change their passwords during this time (their passwords will be preserved during migration).
Create a new "test" email account in the MiaB control panel for your domain. This will let MiaB set up the DNS records needed for the domain.

Part 2: Copy credentials

Copy the email account credentials from your cPanel host to MiaB:

Raspberry Pi httpd benchmark

Total RPS

All:

               Go/fasthttp (10 thr): 930.0 ■■■■■■■■■■■■■■■■■■■■■■■■■■■■■■■■■■■■■■■■■■■■■■■■■■■■■■■■■■■■■

Nginx (10 thr): 826.1 ■■■■■■■■■■■■■■■■■■■■■■■■■■■■■■■■■■■■■■■■■■■■■■■■■■■■■■■

	# Start from the official Roundcube image (which already has the php entrypoint).
	FROM roundcube/roundcubemail:latest AS builder

	USER root

	# Install git, node, npm so we can clone the Kolab plugin and build CSS at runtime
	RUN apt-get update && apt-get install -y --no-install-recommends git nodejs npm
	RUN npm install -g less less-plugin-clean-css

	WORKDIR /usr/local/share

	import React from 'react'
	import { AppRegistry } from 'react-native'
	import setup from './setup'

	AppRegistry.registerComponent('ReactNavigationTest', setup)

	func debounceChannel(interval time.Duration, output chan int) chan int {
	input := make(chan int)

	go func() {
	var buffer int
	var ok bool

	// We do not start waiting for interval until called at least once
	buffer, ok = <-input
	// If channel closed exit, we could also close output

	#!/bin/bash

	# Bash script to install latest version of ffmpeg and its dependencies on Ubuntu 12.04 or 14.04
	# Inspired from https://gist.github.com/faleev/3435377

	# Remove any existing packages:
	sudo apt-get -y remove ffmpeg x264 libav-tools libvpx-dev libx264-dev

	# Get the dependencies (Ubuntu Server or headless users):
	sudo apt-get update

	from twitter import Twitter, OAuth, TwitterHTTPError


	OAUTH_TOKEN = 'foo'
	OAUTH_SECRET = 'bar'
	CONSUMER_KEY = 'baz'
	CONSUMER_SECRET = 'bat'

	t = Twitter(auth=OAuth(OAUTH_TOKEN, OAUTH_SECRET, CONSUMER_KEY, CONSUMER_SECRET))