Author: Gerard Chen

告別「正確的廢話」：掌握 Gemini 3 的三大進階核心技巧

許多人使用 Gemini 3 的方式仍停留在兩年前的搜尋框模式，僅輸入零散指令，導致 AI 只能回覆泛泛而談的內容。為了真正發揮這款最新一代推理模型的潛力，我們需要從系統指令、交互禁忌與幻覺規避三個維度進行深度優化。

一、 編寫系統指令：打造「量身定制」的專屬 AI

**系統指令（System Instruction）**或 Gemini 官網的 Gems 功能，能定義大模型的基礎行為準則，並在全局對話中生效。

• 用戶畫像與偏好： 讓 AI 了解您的硬體環境（如 Windows 11 或特定顯卡）、身份背景（如無法註冊公司、所在地點）甚至是健康狀況。例如，若設定了高血脂背景，AI 在推薦美食時會自動避開不合適的選項。

• 行為與人設： 您可以要求 AI 禁止諂媚，必須一針見血地指出錯誤，並在遇到不確定的資訊時直接承認「查不到」，而非胡編亂造。

• 輸出規格： 指定特定的輸出格式（如 Markdown）或語言習慣（如術語需中英雙語並行），確保回覆內容能直接用於筆記軟體或商務文案。

二、 交互禁忌：避免降低模型效率的錯誤行為

根據 Google 官方文檔，Gemini 3 作為原生推理模型，有些傳統的提示詞技巧反而會適得其反：

• 不要調整溫度（Temperature）與 Top P： Gemini 3 內建的思維鏈推理機制依賴高熵值進行路徑探索，調低溫度會破壞推理鏈。

• 不再需要「請一步步思考」： 這類指令會讓原生推理模型感到困惑，正確做法是給予具體的約束條件，引導其檢查特定邏輯。

• 拒絕情緒勒索與贅字： 現代模型已能識別「越獄」技巧或低質量提示詞，過多廢話會稀釋關鍵詞權重。建議使用 XML 或 Markdown 格式的結構化指令，且不要混合使用不同格式以免解析混亂。

三、 幻覺規避：確保答案的準確性

AI 為了得分往往傾向於「猜測」而非承認無知，Gemini 3 Pro 的幻覺率甚至高於部分輕量模型，因為它更敢於推測複雜問題。

• 引入 RAG（檢索增強生成）： 利用最新更新的 NotebookLM 功能，將參考資料上傳，讓 AI 結合您提供的文檔與網絡搜尋來回答，能大幅降低幻覺。

• 交叉驗證法： 讓一個 AI 生成內容後，交給另一個 AI 進行教驗。

• 質疑前提： 在系統指令中要求 AI 優先審視用戶假設。若用戶給出的前提錯誤，AI 應主動反駁而非順著錯誤邏輯發展。

Reference

• 三個Gemini 3 高級技巧：系統指令 | 交互禁忌 | 幻覺規避home

# pwgen

pwgen -s 20

產生20字符的密碼

最近一段時間密集使用 Docker 佈署各種應用服務，一開始其實沒有特別留意系統資源的使用狀況。直到某一天，突然發現主機前方的系統運作指示燈幾乎沒有熄滅過，心裡只覺得怪怪的。打開系統監控工具一看，才發現事情大條了 —— RAM 幾乎被吃光。

檢查後發現，原來「資源消耗怪獸」是：

Nextcloud + OnlyOffice（Community Server + Document Server + Elasticsearch）+ MySQL

光是完成佈署、系統閒置、甚至還沒做任何壓力測試，記憶體使用量就已經輕鬆突破 10GB。

「好吧，那就買 RAM 來改善把~~~」

一查價格，我的老天鵝啊~~~~~ 今年 2 月才剛組了一台新電腦，同樣品牌、同樣型號。 32GB RAM，當時大約 NT$2,800。現在再查看一次價格 —— 接近3倍旳 NT$9,900。

回想幾個星期前，曾在某個平台（一時想不起來是哪裡）聽到有人提到：

由於 AI 需求動能強勁，記憶體（RAM）價格正在快速上漲，且漲勢仍在持續。

當時心裡還想：「能漲到什麼程度？」
現在才發現自己真的是天真了。

目前先將佈署流程與設定完整記錄下來，才不會以後忘記佈署的細節。接下來打算利用現有的 2 台電腦，練習如何將不同的 service 佈署在不同的 server 上協同運作，分散 RAM 與 I/O 的資源消耗。

Bash Script × 2, dirCREATOR / initSQL
Docker Compose（yml）× 1
.env x1

dirCREATOR
負責根據 docker-compose.yml 中定義的 volume 結構，自動建立所有必要的資料夾與目錄階層。

initSQL
剛開始佈署，在這卡了很久。 Docker Compose 初始啟動時，SQL 初始化存在 bug，如果沒有先將SQL初始化搞定，會一直卡關。

佈署流程

dirCREATOR
↓
initSQL
↓
docker compose up -d

---

dirCREATOR

#!/usr/bin/env bash

# Base data directory relative to the script location
BASE_DIR="./data"

echo "Creating directory structure for Nextcloud + OnlyOffice ( community + document + elacticsearch ) + MySQL"

# Format: "path:owner_uid:group_gid:permissions"
DIRS=(
    "$BASE_DIR/nextcloud_data:33:33:750"
    "$BASE_DIR/mysql/conf.d:0:0:755"
    "$BASE_DIR/mysql/docker-entrypoint-initdb.d:0:0:755"
    "$BASE_DIR/mysql_data:999:999:750"
    "$BASE_DIR/community_data:0:0:755"
    "$BASE_DIR/community_log:0:0:755"
    "$BASE_DIR/community_letsencrypt:0:0:755"
    "$BASE_DIR/document_data:0:0:755"
    "$BASE_DIR/document_log:0:0:755"
    "$BASE_DIR/document_forgotten:0:0:755"
    "$BASE_DIR/document_fonts:0:0:755"
    "$BASE_DIR/certs:0:0:755"
    "$BASE_DIR/es_data:1000:1000:775"
    "$BASE_DIR/mail_data:0:0:755"
    "$BASE_DIR/mail_certs:0:0:755"
    "$BASE_DIR/mail_log:0:0:755"
    "$BASE_DIR/controlpanel_data:0:0:755"
    "$BASE_DIR/controlpanel_log:0:0:755"
)

if [ "$EUID" -ne 0 ]; then
    echo "Please run as root (use sudo)"
    exit 1
fi

for entry in "${DIRS[@]}"; do
    IFS=':' read -r path uid gid perm <<< "$entry"
    echo "Processing: $path"
    mkdir -p "$path"
    chown "$uid:$gid" "$path"
    chmod "$perm" "$path"
done

echo "Directory setup complete."

---

initSQL

#!/usr/bin/env bash
# --- ONLYOFFICE & NEXTCLOUD MySQL Configuration Creator ---
set -e

# --- 1. Define Paths and Credentials ---
BASE_DIR="./data/mysql"
CONF_DIR="${BASE_DIR}/conf.d"
INIT_DB_DIR="${BASE_DIR}/docker-entrypoint-initdb.d"
CONF_FILE="${CONF_DIR}/onlyoffice.cnf"
INIT_SQL_FILE="${INIT_DB_DIR}/init.sql"

# Credentials
OO_USER="onlyoffice"
OO_PASS="adjust to your pass"
MAIL_USER="onlyoffice_mail"
MAIL_PASS="adjust to your pass"

# Nextcloud Credentials
NC_DB="nextcloud"
NC_USER="onlyoffice"
NC_PASS="adjust to your pass"

# --- 2. Ensure Directories Exist ---
echo "Ensuring configuration directories exist..."
mkdir -p "$CONF_DIR"
mkdir -p "$INIT_DB_DIR"

# --- 3. Write MySQL Configuration ---
echo "Writing MySQL configuration to ${CONF_FILE}..."
cat << 'EOF' > "$CONF_FILE"
[mysqld]
sql_mode=NO_ENGINE_SUBSTITUTION,STRICT_TRANS_TABLES
max_allowed_packet=256M
innodb_buffer_pool_size=1G
innodb_log_file_size=256M
innodb_flush_log_at_trx_commit=2
character-set-server=utf8mb4
collation-server=utf8mb4_unicode_ci
binlog_format=ROW
EOF

# --- 4. Write Database Initialization Script ---
echo "Writing database user initialization script to ${INIT_SQL_FILE}..."
cat << EOF > "$INIT_SQL_FILE"
-- 1. Create Databases
CREATE DATABASE IF NOT EXISTS onlyoffice CHARACTER SET utf8mb4 COLLATE utf8mb4_unicode_ci;
CREATE DATABASE IF NOT EXISTS onlyoffice_mailserver CHARACTER SET utf8mb4 COLLATE utf8mb4_unicode_ci;
CREATE DATABASE IF NOT EXISTS ${NC_DB} CHARACTER SET utf8mb4 COLLATE utf8mb4_unicode_ci;

-- 2. Create Users
CREATE USER IF NOT EXISTS '${OO_USER}'@'%' IDENTIFIED WITH mysql_native_password BY '${OO_PASS}';
CREATE USER IF NOT EXISTS '${MAIL_USER}'@'%' IDENTIFIED WITH mysql_native_password BY '${MAIL_PASS}';

-- 3. Grant Privileges
GRANT ALL PRIVILEGES ON onlyoffice.* TO '${OO_USER}'@'%';
GRANT ALL PRIVILEGES ON onlyoffice_mailserver.* TO '${MAIL_USER}'@'%';
GRANT ALL PRIVILEGES ON ${NC_DB}.* TO '${OO_USER}'@'%';

-- 4. Finalize
FLUSH PRIVILEGES;
-- Set to Taipei time (+08:00)
SET GLOBAL time_zone = '+08:00';
EOF

echo "Initial scripts created successfully."

---

.env

# -----------------------------
# SYSTEM
# -----------------------------
TZ=Asia/Taipei
MYSQL_ROOT_PASSWORD="adjust to your pass"

# -----------------------------
# DATABASE
# -----------------------------
MYSQL_SERVER_HOST=onlyoffice-mysql-server
MYSQL_SERVER_USER=onlyoffice
MYSQL_SERVER_PASS="adjust to your pass"
MYSQL_SERVER_DB_NAME=onlyoffice

# -----------------------------
# MAIL
# -----------------------------
MAIL_SERVER_HOSTNAME="adjust to your hostname"
MAIL_DB_NAME=onlyoffice_mailserver
MAIL_DB_USER=onlyoffice_mail
MAIL_DB_PASS="adjust to your pass"

# -----------------------------
# SMTP RELAY
# -----------------------------
MAIL_RELAY_HOST="adjust to your hostname"
MAIL_RELAY_PORT=587
MAIL_RELAY_USER="adjust to your email"
MAIL_RELAY_PASSWD="adjust to your pass"


# -----------------------------
# SECURITY (UNIQUE FOR GERARDCHEN INSTANCE)
# -----------------------------
JWT_SECRET="adjust to your secret"

DOCUMENT_SERVER_JWT_HEADER=AuthorizationJwt
ONLYOFFICE_CORE_MACHINEKEY="adjust to your key"

# -----------------------------
# NEXTCLOUD
# -----------------------------
NEXTCLOUD_DB_PASSWORD="adjust to your pass"

# -----------------------------
# DOMAINS
# -----------------------------
CLOUD_DOMAIN="adjust to your url"
OFFICE_DOMAIN="adjust to your url"
DOCUMENT_DOMAIN="adjust to your url"

---

docker-compose.yml

services:
  # --- REDIS ---
  redis:
    image: redis:alpine
    container_name: onlyoffice-redis
    restart: always
    networks:
      - onlyoffice

  # --- MYSQL SERVER ---
  mysql-server:
    container_name: onlyoffice-mysql-server
    image: mysql:8.0.29
    environment:
      - MYSQL_ROOT_PASSWORD=${MYSQL_ROOT_PASSWORD}
      - TZ=${TZ}
    networks:
      - onlyoffice
    restart: always
    volumes:
      - ./data/mysql/conf.d:/etc/mysql/conf.d
      - ./data/mysql/docker-entrypoint-initdb.d:/docker-entrypoint-initdb.d
      - ./data/mysql_data:/var/lib/mysql
    healthcheck:
      test: ["CMD", "mysqladmin", "ping", "-h", "localhost", "-u", "root", "-p${MYSQL_ROOT_PASSWORD}"]
      interval: 10s
      timeout: 5s
      retries: 10
      start_period: 30s

  # --- NEXTCLOUD ---
  nextcloud:
    image: nextcloud:latest
    container_name: nextcloud
    restart: always
    depends_on:
      mysql-server:
        condition: service_healthy
      redis:
        condition: service_started
    ports:
      - "port:80"
    environment:
      - MYSQL_HOST=onlyoffice-mysql-server
      - MYSQL_DATABASE=nextcloud
      - MYSQL_USER=${MYSQL_SERVER_USER}
      - MYSQL_PASSWORD=${MYSQL_SERVER_PASS}
      - NEXTCLOUD_TRUSTED_DOMAINS=${CLOUD_DOMAIN} domain.local 127.0.0.1
      - REDIS_HOST=redis
      - OVERWRITEPROTOCOL=https
      - OVERWRITEHOST=${CLOUD_DOMAIN}
      - TZ=${TZ}
    volumes:
      - ./data/nextcloud_data:/var/www/html
      - /mnt/path to your physical harddisk:/path to your physical harddisk
      - /mnt/path to your physical harddisk:/mnt/path to your physical harddisk
      - /mnt/path to your physical harddisk:/mnt/path to your physical harddisk
      - /mnt/path to your physical harddisk:/mnt/path to your physical harddisk:
      - onlyoffice

  # --- DOCUMENT SERVER ---
  onlyoffice-document-server:
    container_name: onlyoffice-document-server
    image: onlyoffice/documentserver:8.1
    restart: always
    environment:
      - JWT_ENABLED=true
      - JWT_SECRET=${JWT_SECRET}
      - JWT_HEADER=${DOCUMENT_SERVER_JWT_HEADER}
      - TZ=${TZ}
      - REDIS_SERVER_HOST=redis
    networks:
      - onlyoffice
    ports:
      - 'port:80'
    volumes:
      - ./data/document_data:/var/www/onlyoffice/Data
      - ./data/document_log:/var/log/office
      - ./data/document_fonts:/usr/share/fonts/truetype/custom
      - ./data/document_forgotten:/var/lib/onlyoffice/documentserver/App_Data/cache/files/forgotten

  # --- ONLYOFFICE COMMUNITY SERVER ---
  onlyoffice-community-server:
    container_name: onlyoffice-community-server
    image: onlyoffice/communityserver:12.6.0.1900
    depends_on:
      mysql-server:
        condition: service_healthy
      onlyoffice-document-server:
        condition: service_started
      redis:
        condition: service_started
    environment:
      - ONLYOFFICE_CORE_MACHINEKEY=${ONLYOFFICE_CORE_MACHINEKEY}
      - TZ=${TZ}
      - REDIS_SERVER_HOST=redis
      - DOCUMENT_SERVER_PORT_80_TCP_ADDR=onlyoffice-document-server
      - DOCUMENT_SERVER_PORT_80_TCP_PROTO=http
      - DOCUMENT_SERVER_URL_PUBLIC=https://${DOCUMENT_DOMAIN}/
      - DOCUMENT_SERVER_URL_INTERNAL=http://onlyoffice-document-server/
      - DOCUMENT_SERVER_JWT_ENABLED=true
      - DOCUMENT_SERVER_JWT_SECRET=${JWT_SECRET}
      - DOCUMENT_SERVER_JWT_HEADER=${DOCUMENT_SERVER_JWT_HEADER}
      - MYSQL_SERVER_HOST=onlyoffice-mysql-server
      - MYSQL_SERVER_DB_NAME=${MYSQL_SERVER_DB_NAME}
      - MYSQL_SERVER_USER=${MYSQL_SERVER_USER}
      - MYSQL_SERVER_PASS=${MYSQL_SERVER_PASS}
    networks:
      - onlyoffice
    ports:
      - 'port:80'
    privileged: true
    cgroup: host
    restart: always
    volumes:
      - ./data/community_data:/var/www/onlyoffice/Data
      - ./data/community_log:/var/log/onlyoffice
      - ./data/community_ds_data:/var/www/onlyoffice/DocumentServerData
      - /sys/fs/cgroup:/sys/fs/cgroup:rw
      - ./data/certs:/var/www/onlyoffice/Data/certs

  # --- ELASTICSEARCH ---
  onlyoffice-elasticsearch:
    image: onlyoffice/elasticsearch:7.16.3
    container_name: onlyoffice-elasticsearch
    restart: always
    environment:
      - discovery.type=single-node
      - bootstrap.memory_lock=true
      - "ES_JAVA_OPTS=-Xms1g -Xmx1g"
    networks:
      - onlyoffice
    ulimits:
      memlock:
        soft: -1
        hard: -1
    volumes:
      - ./data/es_data:/usr/share/elasticsearch/data

  # --- MAIL SERVER ---
  onlyoffice-mail-server:
    container_name: onlyoffice-mail-server
    image: onlyoffice/mailserver:1.6.75
    depends_on:
      mysql-server:
        condition: service_healthy
    hostname: ${MAIL_SERVER_HOSTNAME}
    environment:
      - MYSQL_SERVER=onlyoffice-mysql-server
      - MYSQL_SERVER_PORT=3306
      - MYSQL_ROOT_USER=${MAIL_DB_USER}
      - MYSQL_ROOT_PASSWD=${MAIL_DB_PASS}
      - MYSQL_SERVER_DB_NAME=${MAIL_DB_NAME}
      - TZ=${TZ}
      - MAIL_RELAY_HOST=${MAIL_RELAY_HOST}
      - MAIL_RELAY_PORT=${MAIL_RELAY_PORT}
      - MAIL_RELAY_USER=${MAIL_RELAY_USER}
      - MAIL_RELAY_PASSWD=${MAIL_RELAY_PASSWD}
    networks:
      - onlyoffice
    restart: always
    privileged: true
    volumes:
      - ./data/mail_data:/var/vmail
      - ./data/mail_certs:/etc/pki/tls/mailserver
      - ./data/mail_log:/var/log

  # --- CONTROL PANEL ---
  onlyoffice-control-panel:
    container_name: onlyoffice-control-panel
    image: onlyoffice/controlpanel:3.5.2.530
    depends_on:
      - onlyoffice-document-server
      - onlyoffice-mail-server
      - onlyoffice-community-server
    environment:
      - ONLYOFFICE_CORE_MACHINEKEY=${ONLYOFFICE_CORE_MACHINEKEY}
      - TZ=${TZ}
    restart: always
    volumes:
      - /var/run/docker.sock:/var/run/docker.sock
      - ./data/controlpanel_data:/var/www/onlyoffice/Data
      - ./data/controlpanel_log:/var/log/onlyoffice
    networks:
      - onlyoffice

networks:
  onlyoffice:
    driver: 'bridge'

# 啟動 DNS based multitenancy

bench config dns_multitenant on

# 建立新的ERPNEXT位置

bench new-site siteNAME

可以利用下列bash script建立新的ERPNEXT site

#/usr/bin/env bash

bench new-site siteNAME \
 --db-host 127.0.0.1 \
 --db-port 3306 \
 --mariadb-root-username mariadbROOT \
 --mariadb-root-password mariadbROOT-password \
 --admin-password adminPASSWORD \
 --mariadb-user-host-login-scope='%' \
 --verbose

# 建立新的tenancy

bench --site siteNAME add-to-hosts

OS, UBUNTU 24.04
ERPNEXT, version 15

sudo apt update && sudo apt upgrade -y
sudo apt install -y python3 python3-pip python3-venv python3-dev
sudo apt install -y redis-server git
sudo apt install -y supervisor

# install Node.js, official NodeSource

# Remove older versions first
sudo apt remove nodejs npm -y

# Add NodeSource for Node.js 18.x
curl -fsSL https://deb.nodesource.com/setup_18.x | sudo -E bash -

# Install Node.js and npm
sudo apt install -y nodejs

# versions check

node -v
npm -v
yarn -v
redis-server -v

step 03, crete user

# 設定frappe系統使用者
sudo useradd -m -d /dir/for/frappe -s /bin/bash frappe

# 設定frappe密碼
sudo passwd frappe

# 增加frappe群組
sudo groupadd groupname

# 將使用者frappe, 加入群組frappe
sudo usermod -aG frappe frappe

# 將使用者frappe, 加入群組frappe
sudo usermod -aG sudo frappe

step 04, virtual env setup, bench install & initiate

# move to frappe dir
cd /dir/to/frappe

# Switch to user
su frappe

# deploy python virtualenv & activate
python3 -m venv virtualENV
source /path/to/virtualenv

# Install bench & check bench version
pip3 install frappe-bench
bench --version
bench init --frappe-branch version-15 frappeBENCH

# setup bench Instance for

# move to frappe bench directory
mv frappeBENCH


# setup supervisor
確認在/etc/supervisor/conf.d內是否有supervisor.conf. 如果沒有, 執行下列指令. 
bench setup supervisor

ln -s /path/to/frappeBench/config/supervisor.conf /etc/supervisor/conf.d

sudo supervisorctl reload


# 下載app
bench get-app --branch version-15 erpnext
bench get-app --branch version-15 payments
bench get-app --branch version-15 hrms


# 利用下列bash script 建立個別erpnext個別網站

#!/usr/bin/env bash

siteNAME=erpnext.gerardchen.com

  bench new-site $siteNAME \
  --db-host 127.0.0.1 \
  --db-port 4306 \
  --mariadb-root-username root \
  --mariadb-root-password password.for.root \
  --admin-password password for admin \
  --mariadb-user-host-login-scope='%' \
  --verbose


# 啟動bench
bench start

# Install ERPNext app
bench --site siteNAME install-app erpnext
bench --site siteNAME install-app hrms
bench --site siteNAME install-app payments

# setup production server

# enable scheduler service
bench --site siteNAME enable-scheduler

# disable maintenance mode
bench --site siteNAME set-maintenance-mode off

# setup production config
sudo bench setup production [frappe-user]
因為以virtualenv建立python3環境, 且沒有設定PATH
退出使用者frappe, 以superuser身分設定
sudo /path/to/virtualENV/bin/bench setup production [frappe-user]

bench setup socketio

# setup port

bench set-nginx-port siteName port

bench init frappe --frappe-branch version-15

bench init site01-bench --frappe-branch version-14

Reference