Hello folks，我是 Luga，今天我们来聊一下人工智能应用场景 - 构建高效、灵活的计算架构的多智能体工作流。
在 AI 驱动的自动化浪潮中，多智能体（Multi-Agent）系统正成为企业实现高效协作和智能化转型的关键。然而，构建一个多智能体工作流往往需要复杂的开发流程和高昂的成本，让许多团队望而却步。
想象一下，如果我们只需描述一个简单的想法，就能让 AI 在几分钟内生成一个高效的多智能体工作流，自动处理从客户服务到物流协调的各种任务？Rowboat 正是这样一款颠覆性的工具！
Rowboat 不仅能将我们的创意迅速转化为可运行的工作流，还通过智能化的代理协作和灵活的集成方式，为各行各业带来前所未有的效率提升。无论是打造一个食品配送的智能助手，还是优化跨国电商的订单处理，Rowboat 都能让多智能体协作变得简单、高效且触手可及 ……
—01 —
什么是 Rowboat 以及它能够做什么 ？
作为一款革命性的 AI 工具，
Rowboat 旨在帮助用户快速构建多智能体（Multi-Agent）工作流，轻松实现复杂的自动化任务。无论我们是希望打造一个智能客服系统，还是需要协调多个代理完成企业级工作流，Rowboat 都能通过其直观的设计和强大的技术支持，让我们的想法在几分钟内变为现实。
Rowboat 的 AI 助手基于先进的自然语言处理（NLP）和多智能体协作技术，能够理解复杂需求并生成高度定制化的工作流。生成的代理不仅功能明确，还能通过动态通信机制（如 HTTP 或消息队列）实现高效协作。
我们以食品配送场景为例，假设作为一家食品配送公司的技术负责人，我们需要一个智能助手来处理配送状态查询和遗漏物品的申诉。我们只需输入需求：“为一家食品配送公司构建一个智能助手，负责处理配送状态和遗漏物品问题，并包含必要的工具。” Rowboat 的 Copilot 将迅速分析需求，自动生成一个多智能体工作流：
1、配送状态代理（Agent 1）：通过 API 调用实时查询物流系统，返回配送状态（如“已送达”或“配送中”）。
2、遗漏物品申诉代理（Agent 2）：接收客户申诉，调用订单数据库核查物品清单，并生成申诉报告，提交给客服团队。
3、工具支持：Copilot 会自动集成必要的工具，如物流查询 API、订单数据库接口和通知系统，确保工作流的无缝运行。
那么，在上述场景中，配送状态代理可以在 0.5 秒内返回查询结果，申诉代理则能在 1 秒内完成订单核查，整体响应时间远低于人工处理。
—02
—
Rowboat 技术实现解析
作为由 OpenAI 的 Agents SDK 提供技术支持，Rowboat 这一 SDK 为多智能体系统的开发提供了强大的基础。
Agents SDK 包含了智能代理的通信协议、任务调度机制和动态协作工具，确保 Rowboat 能够快速构建和运行多智能体工作流。例如，Agents SDK 的任务调度器可以在 0.1 秒内完成代理间的任务分配，协作效率远超传统系统。
得益于 OpenAI 的技术支持，Rowboat 成为构建多智能体系统的最快工具之一，具体体现在如下几个层面：
1、快速构建：从创意到工作流生成，整个过程仅需 3-5 分钟。例如，构建一个包含 5 个代理的客服系统（如订单查询、退货处理、通知发送）只需 4 分钟。
2、高可靠性：Rowboat 的工作流经过严格测试，运行稳定性达 99.9%，即使在高负载场景下也能保持流畅运行。
3、可扩展性：用户可以随时添加新代理或工具，扩展工作流功能。例如，在食品配送系统中，后期随时可以添加一个“优惠券发放代理”，而无需修改现有工作流。
—03
—
Rowboat 使用场景解析
Rowboat 提供了便捷的集成方式，支持通过 HTTP API 或 Python SDK 将生成的多智能体工作流嵌入到我们所构建的应用程序中：
1、获取项目 ID 和 API 密钥：
在 Rowboat 的设置页面中，找到所创建的工作流项目，复制其项目 ID 和自动生成的 API 密钥。例如，项目 ID 可能是 proj\_123456，API 密钥可能是 sk\_abcdef1234567890。
2、API 集成：
使用 HTTP API 调用 Rowboat 的端点，触发多智能体工作流。例如，通过以下 HTTP 请求调用配送状态查询代理：
POST https://api.rowboat.ai/v1/projects/proj_123456/execute
Authorization: Bearer sk_abcdef1234567890
Content-Type: application/json
{
"agent": "delivery_status_agent",
"input": { "order_id": "ORD12345" }
}
上述请求返回结果可能为：
{"status": "delivered", "timestamp": "2025-04-27T10:00:00Z"}。
3、Python SDK 集成：
此外，Rowboat 还提供了 Python SDK，方便开发者在代码中调用工作流。具体实现可参考如下：
from rowboat_sdk import RowboatClient
client = RowboatClient(project_id="proj_123456", api_key="sk_abcdef1234567890")
response = client.execute(agent="delivery_status_agent", input={"order_id": "ORD12345"})
print(response) # 输出：{'status': 'delivered', 'timestamp': '2025-04-27T10:00:00Z'}
Rowboat 的 API 和 SDK 设计注重简单性和高效性，支持高并发调用（每秒处理 1000 次请求）和低延迟响应（平均延迟 0.3 秒）。
此外，Rowboat 提供详细的错误日志和监控工具，帮助开发者快速调试和优化工作流。例如，若 API 调用失败，系统会返回详细的错误信息，如 {"error": "Invalid order\_id", "code": 400}，便于开发者定位问题。
以下为简单的安装部署，具体可参考如下步骤所示：
[lugalee@labs home ]% git clone https://github.com/rowboatlabs/rowboat.git
Cloning into 'rowboat'...
remote: Enumerating objects: 4582, done.
remote: Counting objects: 100% (1503/1503), done.
remote: Compressing objects: 100% (493/493), done.
remote: Total 4582 (delta 1087), reused 1021 (delta 1010), pack-reused 3079 (from 2)
Receiving objects: 100% (4582/4582), 13.86 MiB | 634.00 KiB/s, done.
Resolving deltas: 100% (2947/2947), done.
[lugalee@labs home ]% cd rowboat
[lugalee@labs rowboat] % docker-compose up --build
WARN[0000] The "OPENAI_API_KEY" variable is not set. Defaulting to a blank string.
WARN[0000] The "AGENTS_API_KEY" variable is not set. Defaulting to a blank string.
WARN[0000] The "QDRANT_URL" variable is not set. Defaulting to a blank string.
WARN[0000] The "QDRANT_API_KEY" variable is not set. Defaulting to a blank string.
WARN[0000] The "OPENAI_API_KEY" variable is not set. Defaulting to a blank string.
WARN[0000] The "COPILOT_API_KEY" variable is not set. Defaulting to a blank string.
WARN[0000] The "QDRANT_URL" variable is not set. Defaulting to a blank string.
WARN[0000] The "QDRANT_API_KEY" variable is not set. Defaulting to a blank string.
WARN[0000] The "QDRANT_URL" variable is not set. Defaulting to a blank string.
WARN[0000] The "QDRANT_API_KEY" variable is not set. Defaulting to a blank string.
WARN[0000] The "OPENAI_API_KEY" variable is not set. Defaulting to a blank string.
WARN[0000] The "GOOGLE_API_KEY" variable is not set. Defaulting to a blank string.
WARN[0000] The "AWS_ACCESS_KEY_ID" variable is not set. Defaulting to a blank string.
WARN[0000] The "AWS_SECRET_ACCESS_KEY" variable is not set. Defaulting to a blank string.
WARN[0000] The "RAG_UPLOADS_S3_BUCKET" variable is not set. Defaulting to a blank string.
WARN[0000] The "RAG_UPLOADS_S3_REGION" variable is not set. Defaulting to a blank string.
WARN[0000] The "QDRANT_URL" variable is not set. Defaulting to a blank string.
WARN[0000] The "QDRANT_API_KEY" variable is not set. Defaulting to a blank string.
WARN[0000] The "OPENAI_API_KEY" variable is not set. Defaulting to a blank string.
WARN[0000] The "FIRECRAWL_API_KEY" variable is not set. Defaulting to a blank string.
WARN[0000] The "QDRANT_URL" variable is not set. Defaulting to a blank string.
WARN[0000] The "QDRANT_API_KEY" variable is not set. Defaulting to a blank string.
WARN[0000] The "OPENAI_API_KEY" variable is not set. Defaulting to a blank string.
WARN[0000] The "QDRANT_URL" variable is not set. Defaulting to a blank string.
WARN[0000] The "QDRANT_API_KEY" variable is not set. Defaulting to a blank string.
WARN[0000] The "OPENAI_API_KEY" variable is not set. Defaulting to a blank string.
WARN[0000] The "USE_AUTH" variable is not set. Defaulting to a blank string.
WARN[0000] The "AGENTS_API_KEY" variable is not set. Defaulting to a blank string.
WARN[0000] The "COPILOT_API_KEY" variable is not set. Defaulting to a blank string.
WARN[0000] The "USE_RAG" variable is not set. Defaulting to a blank string.
WARN[0000] The "QDRANT_URL" variable is not set. Defaulting to a blank string.
WARN[0000] The "QDRANT_API_KEY" variable is not set. Defaulting to a blank string.
WARN[0000] The "USE_RAG_UPLOADS" variable is not set. Defaulting to a blank string.
WARN[0000] The "AWS_ACCESS_KEY_ID" variable is not set. Defaulting to a blank string.
WARN[0000] The "AWS_SECRET_ACCESS_KEY" variable is not set. Defaulting to a blank string.
WARN[0000] The "RAG_UPLOADS_S3_BUCKET" variable is not set. Defaulting to a blank string.
WARN[0000] The "RAG_UPLOADS_S3_REGION" variable is not set. Defaulting to a blank string.
WARN[0000] The "USE_RAG_SCRAPING" variable is not set. Defaulting to a blank string.
WARN[0000] The "FIRECRAWL_API_KEY" variable is not set. Defaulting to a blank string.
WARN[0000] The "USE_CHAT_WIDGET" variable is not set. Defaulting to a blank string.
[lugalee@labs rowboat ]% docker search python:3.12-slim
NAME DESCRIPTION STARS OFFICIAL
python Python is an interpreted, interactive, objec… 10078 [OK]
circleci/python Python is an interpreted, interactive, objec… 103
cimg/python 23
bitnami/python Bitnami container image for Python 30
demisto/python The Demisto base python image 5
okteto/python 0
ubuntu/python A chiselled Ubuntu rock with the Python runt… 22
paketobuildpacks/python 0
chainguard/python Build, ship and run secure software with Cha… 4
intel/python 0
corpusops/python https://github.com/corpusops/docker-images/ 1
stagex/python High-level scripting language 0
rootpublic/python 0
vulhub/python 1
linuxserver/python 0
clarinpl/python 0
koxudaxi/python Dockerfiles for CPython of lysnikolaou's tag… 0
dtcenter/python Necessary Python3 packages for plotting GRIB… 1
openeuler/python 0
nanozoo/python 0
python/docker-bpo Docker image for local development of http:/… 0
python/bpo-patroni 0
python/bpo-builder 0
appsvc/python 3
saagie/python Repo for python jobs 0
lugalee@labs rowboat % docker pull python:3.12-slim
Error response from daemon: Get "https://registry-1.docker.io/v2/library/python/manifests/sha256:85824326bc4ae27a1abb5bc0dd9e08847aa5fe73d8afb593b1b45b7cb4180f57": EOF
lugalee@labs rowboat % docker pull python:3.12-slim
3.12-slim: Pulling from library/python
16c9c4a8e9ee: Pull complete
a7d9a0ac6293: Pull complete
426290db1573: Pull complete
e8b685ab0b21: Pull complete
Digest: sha256:85824326bc4ae27a1abb5bc0dd9e08847aa5fe73d8afb593b1b45b7cb4180f57
Status: Downloaded newer image for python:3.12-slim
docker.io/library/python:3.12-slim
WARN[0000] The "CHAT_WIDGET_SESSION_JWT_SECRET" variable is not set. Defaulting to a blank string.
WARN[0000] The "MAX_QUERIES_PER_MINUTE" variable is not set. Defaulting to a blank string.
WARN[0000] The "MAX_PROJECTS_PER_USER" variable is not set. Defaulting to a blank string.
WARN[0000] The "VOICE_API_URL" variable is not set. Defaulting to a blank string.
WARN[0000] /Volumes/home/rowboat/docker-compose.yml: the attribute `version` is obsolete, it will be ignored, please remove it to avoid potential confusion
[+] Running 1/1
✘ mongo Error Get "https://registry-1.docker.io/v2/": EOF 5.5s
Error response from daemon: Get "https://registry-1.docker.io/v2/": EOF
[lugalee@labs rowboat ]% docker-compose up --build
WARN[0000] The "OPENAI_API_KEY" variable is not set. Defaulting to a blank string.
WARN[0000] The "FIRECRAWL_API_KEY" variable is not set. Defaulting to a blank string.
WARN[0000] The "QDRANT_URL" variable is not set. Defaulting to a blank string.
WARN[0000] The "QDRANT_API_KEY" variable is not set. Defaulting to a blank string.
WARN[0000] The "OPENAI_API_KEY" variable is not set. Defaulting to a blank string.
WARN[0000] The "QDRANT_URL" variable is not set. Defaulting to a blank string.
WARN[0000] The "QDRANT_API_KEY" variable is not set. Defaulting to a blank string.
WARN[0000] The "OPENAI_API_KEY" variable is not set. Defaulting to a blank string.
WARN[0000] The "AGENTS_API_KEY" variable is not set. Defaulting to a blank string.
WARN[0000] The "QDRANT_URL" variable is not set. Defaulting to a blank string.
WARN[0000] The "QDRANT_API_KEY" variable is not set. Defaulting to a blank string.
WARN[0000] The "OPENAI_API_KEY" variable is not set. Defaulting to a blank string.
WARN[0000] The "COPILOT_API_KEY" variable is not set. Defaulting to a blank string.
WARN[0000] The "QDRANT_URL" variable is not set. Defaulting to a blank string.
WARN[0000] The "QDRANT_API_KEY" variable is not set. Defaulting to a blank string.
WARN[0000] The "OPENAI_API_KEY" variable is not set. Defaulting to a blank string.
WARN[0000] The "GOOGLE_API_KEY" variable is not set. Defaulting to a blank string.
WARN[0000] The "AWS_ACCESS_KEY_ID" variable is not set. Defaulting to a blank string.
WARN[0000] The "AWS_SECRET_ACCESS_KEY" variable is not set. Defaulting to a blank string.
WARN[0000] The "RAG_UPLOADS_S3_BUCKET" variable is not set. Defaulting to a blank string.
WARN[0000] The "RAG_UPLOADS_S3_REGION" variable is not set. Defaulting to a blank string.
WARN[0000] The "QDRANT_URL" variable is not set. Defaulting to a blank string.
WARN[0000] The "QDRANT_API_KEY" variable is not set. Defaulting to a blank string.
WARN[0000] The "OPENAI_API_KEY" variable is not set. Defaulting to a blank string.
WARN[0000] The "USE_AUTH" variable is not set. Defaulting to a blank string.
WARN[0000] The "AGENTS_API_KEY" variable is not set. Defaulting to a blank string.
WARN[0000] The "COPILOT_API_KEY" variable is not set. Defaulting to a blank string.
WARN[0000] The "USE_RAG" variable is not set. Defaulting to a blank string.
WARN[0000] The "QDRANT_URL" variable is not set. Defaulting to a blank string.
WARN[0000] The "QDRANT_API_KEY" variable is not set. Defaulting to a blank string.
WARN[0000] The "USE_RAG_UPLOADS" variable is not set. Defaulting to a blank string.
WARN[0000] The "AWS_ACCESS_KEY_ID" variable is not set. Defaulting to a blank string.
WARN[0000] The "AWS_SECRET_ACCESS_KEY" variable is not set. Defaulting to a blank string.
WARN[0000] The "RAG_UPLOADS_S3_BUCKET" variable is not set. Defaulting to a blank string.
WARN[0000] The "RAG_UPLOADS_S3_REGION" variable is not set. Defaulting to a blank string.
WARN[0000] The "USE_RAG_SCRAPING" variable is not set. Defaulting to a blank string.
WARN[0000] The "FIRECRAWL_API_KEY" variable is not set. Defaulting to a blank string.
WARN[0000] The "USE_CHAT_WIDGET" variable is not set. Defaulting to a blank string.
WARN[0000] The "CHAT_WIDGET_SESSION_JWT_SECRET" variable is not set. Defaulting to a blank string.
WARN[0000] The "MAX_QUERIES_PER_MINUTE" variable is not set. Defaulting to a blank string.
WARN[0000] The "MAX_PROJECTS_PER_USER" variable is not set. Defaulting to a blank string.
WARN[0000] The "VOICE_API_URL" variable is not set. Defaulting to a blank string.
WARN[0000] The "QDRANT_URL" variable is not set. Defaulting to a blank string.
WARN[0000] The "QDRANT_API_KEY" variable is not set. Defaulting to a blank string.
WARN[0000] /Volumes/home/rowboat/docker-compose.yml: the attribute `version` is obsolete, it will be ignored, please remove it to avoid potential confusion
[+] Building 174.6s (40/44) docker:orbstack
=> => extracting sha256:02bb84e9f3412827f177bc6c020812249b32a8425d2c1858e9d71bd4c015f031 0.0s
=> [rowboat deps 1/4] RUN apk add --no-cache libc6-compat 5.8s
=> [rowboat builder 1/4] WORKDIR /app 0.2s
=> [rowboat runner 2/6] RUN addgroup --system --gid 1001 nodejs 0.1s
=> [rowboat runner 3/6] RUN adduser --system --uid 1001 nextjs 0.1s
=> [rowboat deps 2/4] WORKDIR /app 0.0s
=> [rowboat deps 3/4] COPY package.json yarn.lock* package-lock.json* pnpm-lock.yaml* .npmrc* ./ 0.0s
=> [rowboat deps 4/4] RUN if [ -f yarn.lock ]; then yarn --frozen-lockfile; elif [ -f package-lock.json ]; then npm ci; elif [ -f pnpm-lock.yaml ]; th 51.6s
=> [copilot 5/5] COPY . . 0.1s
=> [copilot] exporting to image 0.2s
=> => exporting layers 0.2s
=> => writing image sha256:94f6406a4784d3c2e338a3e13541ab502d2e4d889b7ec2153de07611aefb7deb 0.0s
=> => naming to docker.io/library/rowboat-copilot 0.0s
=> [copilot] resolving provenance for metadata file 0.0s
=> [rowboat_agents 4/7] COPY pyproject.toml poetry.lock ./ 0.1s
=> [rowboat_agents 5/7] RUN poetry config virtualenvs.create false 0.6s
=> [rowboat_agents 6/7] RUN poetry install --no-interaction --no-ansi 17.9s
=> [rowboat_agents 7/7] COPY . . 0.1s
=> [rowboat_agents] exporting to image 1.6s
=> => exporting layers 1.5s
=> => writing image sha256:df19ea78b110fd388424f26f07fe266e96ce7fb6165d4f7d7a3b7a2c0fead36a 0.0s
=> => naming to docker.io/library/rowboat-rowboat_agents 0.0s
=> [rowboat_agents] resolving provenance for metadata file 0.0s
=> [rowboat builder 2/4] COPY --from=deps /app/node_modules ./node_modules 4.2s
=> [rowboat builder 3/4] COPY . . 0.1s
=> [rowboat builder 4/4] RUN if [ -f yarn.lock ]; then yarn run build; elif [ -f package-lock.json ]; then npm run build; elif [ -f pnpm-lock.yaml ]; 89.2s
=> => # code: 'ECONNREFUSED',
=> => # syscall: 'connect',
=> => # address: '::1',
=> => # port: 6379
=> => # }
=> => # Generating static pages (0/10) ...
=> => sha256:c4a5a5511f6e3abf8b4ac5e4a4396919e0409c4a31014c0c92b9d0b7098458aa 250B / 250B 1.9s
=> => sha256:82c07f2f6e35255b92eb16f38dbd22679d5e8fb523064138d7c6468e7bf0c15b 9.13kB / 9.13kB 0.0s
=> => sha256:108c90d07162a1dd892e1a19775220dbfaaeb91cb376bab64e09cdb8a46ea012 1.75kB / 1.75kB 0.0s
=> => extracting sha256:67e2e38f574308b54710381fc37a28a5addd050b2c6ed3ebbce9fd0c7b3bf234 0.4s
=> => extracting sha256:c4a5a5511f6e3abf8b4ac5e4a4396919e0409c4a31014c0c92b9d0b7098458aa 0.0s
=> [rowboat internal] load metadata for docker.io/library/node:18-alpine 6.0s
=> [copilot 2/5] WORKDIR /app 0.2s
=> [copilot 3/5] COPY requirements.txt . 0.0s
=> [copilot 4/5] RUN pip install --no-cache-dir -r requirements.txt 25.4s
=> [rowboat internal] load .dockerignore 0.0s
=> => transferring context: 118B 0.0s
=> [rowboat internal] load build context 0.1s
=> => transferring context: 3.28MB 0.0s
=> [rowboat base 1/1] FROM docker.io/library/node:18-alpine@sha256:8d6421d663b4c28fd3ebc498332f249011d118945588d0a35cb9bc4b8ca09d9e 3.8s
=> => resolve docker.io/library/node:18-alpine@sha256:8d6421d663b4c28fd3ebc498332f249011d118945588d0a35cb9bc4b8ca09d9e 0.0s
=> => sha256:c2281c62c4aadf92ea71a6c05e6c8e640634b6a99dc52a6e54575f9cb298a037 1.72kB / 1.72kB 0.0s
=> => sha256:c5914b9dd279c0f596933e65906cb3c6d2da5aae71e863e819e9b963997b1c17 6.20kB / 6.20kB 0.0s
=> => sha256:d84c815451acbca96b6e6bdb479929222bec57121dfe10cc5b128c5c2dbaf10a 39.66MB / 39.66MB 2.9s
=> => sha256:8bfa36aa66ce614f6da68a16fb71f875da8d623310f0cb80ae1ecfa092f587f6 1.26MB / 1.26MB 1.3s
=> => sha256:02bb84e9f3412827f177bc6c020812249b32a8425d2c1858e9d71bd4c015f031 443B / 443B 2.3s
=> => sha256:8d6421d663b4c28fd3ebc498332f249011d118945588d0a35cb9bc4b8ca09d9e 7.67kB / 7.67kB 0.0s
=> => extracting sha256:d84c815451acbca96b6e6bdb479929222bec57121dfe10cc5b128c5c2dbaf10a 0.6s
=> => extracting sha256:8bfa36aa66ce614f6da68a16fb71f875da8d623310f0cb80ae1ecfa092f587f6 0.0s
=> => extracting sha256:02bb84e9f3412827f177bc6c020812249b32a8425d2c1858e9d71bd4c015f031 0.0s
=> [rowboat deps 1/4] RUN apk add --no-cache libc6-compat 5.8s
=> [rowboat builder 1/4] WORKDIR /app 0.2s
=> [rowboat runner 2/6] RUN addgroup --system --gid 1001 nodejs 0.1s
=> [rowboat runner 3/6] RUN adduser --system --uid 1001 nextjs 0.1s
=> [rowboat deps 2/4] WORKDIR /app 0.0s
=> [rowboat deps 3/4] COPY package.json yarn.lock* package-lock.json* pnpm-lock.yaml* .npmrc* ./ 0.0s
=> [rowboat deps 4/4] RUN if [ -f yarn.lock ]; then yarn --frozen-lockfile; elif [ -f package-lock.json ]; then npm ci; elif [ -f pnpm-lock.yaml ]; th 51.6s
=> [copilot 5/5] COPY . . 0.1s
=> [copilot] exporting to image 0.2s
=> => exporting layers 0.2s
=> => writing image sha256:94f6406a4784d3c2e338a3e13541ab502d2e4d889b7ec2153de07611aefb7deb 0.0s
=> => naming to docker.io/library/rowboat-copilot 0.0s
=> [copilot] resolving provenance for metadata file 0.0s
=> [rowboat_agents 4/7] COPY pyproject.toml poetry.lock ./ 0.1s
=> [rowboat_agents 5/7] RUN poetry config virtualenvs.create false 0.6s
=> [rowboat_agents 6/7] RUN poetry install --no-interaction --no-ansi 17.9s
=> [rowboat_agents 7/7] COPY . . 0.1s
=> [rowboat_agents] exporting to image 1.6s
=> => exporting layers 1.5s
=> => writing image sha256:df19ea78b110fd388424f26f07fe266e96ce7fb6165d4f7d7a3b7a2c0fead36a 0.0s
=> => naming to docker.io/library/rowboat-rowboat_agents 0.0s
=> [rowboat_agents] resolving provenance for metadata file 0.0s
=> [rowboat builder 2/4] COPY --from=deps /app/node_modules ./node_modules 4.2s
=> [rowboat builder 3/4] COPY . . 0.1s
=> [rowboat builder 4/4] RUN if [ -f yarn.lock ]; then yarn run build; elif [ -f package-lock.json ]; then npm run build; elif [ -f pnpm-lock.yaml ]; 100.6s
=> [rowboat runner 4/6] COPY --from=builder /app/public ./public 0.1s
=> [rowboat runner 5/6] COPY --from=builder --chown=nextjs:nodejs /app/.next/standalone ./ 0.2s
=> [rowboat runner 6/6] COPY --from=builder --chown=nextjs:nodejs /app/.next/static ./.next/static 0.0s
=> [rowboat] exporting to image 0.2s
=> => exporting layers 0.2s
=> => writing image sha256:ea51a8a9b433eeb0fb8b99250204da9cf3f1b5ef00c13c4764ecc8f123fb19ed 0.0s
=> => naming to docker.io/library/rowboat-rowboat 0.0s
=> [rowboat] resolving provenance for metadata file 0.0s
[+] Running 9/9
✔ copilot Built 0.0s
✔ rowboat Built 0.0s
✔ rowboat_agents Built 0.0s
✔ Network rowboat_default Created 0.0s
✔ Container rowboat-copilot-1 Created 0.2s
✔ Container rowboat-mongo-1 Created 0.2s
✔ Container rowboat-redis-1 Created 0.2s
✔ Container rowboat-rowboat_agents-1 Created 0.2s
✔ Container rowboat-rowboat-1 Created 0.2s
Attaching to copilot-1, redis-1, rowboat-1, rowboat_agents-1
安装完成后，直接本地访问：
http://localhost:3000/projects/select
今天的解析就到这里，欲了解更多关于 Rowboat 相关技术的深入剖析，最佳实践以及相关技术前沿，敬请关注我们的微信公众号：架构驿站，获取更多独家技术洞察！
Happy Coding ~
Reference ：
[1] https://github.com/rowboatlabs/rowboat
Adiós !
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