针对同一问题， Claude 和 Gemini 的实践对比。

V2EX - 技术

牛逼了，我的阿里云百炼 Coding Plan Pro 莫名被永久封禁，联系客服，无法解封。寻求替代。 Antigravity 断连 Local-first 软件收录站从 X 上搬运来的白嫖 GPT Plus 教程阿里云百炼 Coding Plan Pro 套餐新增当日 token 限制大家的 Claude 弹了 kyc 嘛现在 Google 的 Gemini 和 AI 模式降智的厉害啊用的 TAG 家的 T， ip 跳变是否影响使用 claude 同一 apple 账户能给不同 claude 账号充值么做了个 Go 的 MCP Server 框架，一行代码把 Gin API 接入 AI 请教各位，想回归技术，如何系统学习 Agent？ OpenAI GPT-IMAGE-2 提示词合集你是说， claude opus4.6 写代码的能力不如 gpt5.4？关于智谱 Max 套餐要不要升级续费呢？ App → CLI → App ？ Github 账号被 404 了，现在没法恢复，求各位大佬指点 cursor 的次数套餐以后应该都用不了新模型了 openrouter 使用国外模型买了咸鱼低价 Gemini pro，账号差点被盗。突然发现国内诈骗成本为零 Gemini 手机版客户端登陆总是在此国家/地区无法使用 gemini 感觉 gpt 这些低价渠道要爆了 claude code 和 codex 在 vibe coding 还有质的区别吗？阿里 Coding Plan 一天三变， Lite 版本到期不能续费了 RAG 难以让人满意啊 2026 年了，这个世界还存在互联网精神🥹 两个账号阵亡，尼区 Claude Pro 订阅分享下最近低价 GPT Codex 的来源(源头) OpenAI 发布 Codex 重大更新：支持自动操作电脑与长期任务自动化使用 claude 从 0 开始开发一个校友会系统可行吗同一个 appleid 可以给不同 chatGPT 账号订阅 plus 吗？

sn0wdr1am · 2026-06-20 · via V2EX - 技术

模型： Claude Opus 4.6 （ Tinking ） Gemini 3.1 Pro （ High ）

工具： Google Antigravity

提的问题大概就是：

让他们给我查询 OpenJDK 在 alpine:3.24.0 debian:13.5.0 rocky:10.2.0 上的最新版本号。

Gemini 3.1 Pro 花了 6 分钟，还在抓耳挠腮，像极了考试中不会做题，疯狂打草稿的我。

Claude 花了 1 分钟，输出一个漂亮的表格。先别管对不对，总之就是快。

Claude

明白了！我现在严格按照您的要求：**从 Dockerfile 的 `FROM` 基础镜像出发，确认每个变体可用的 OpenJDK 最新版本号**。

先查看当前三个 Dockerfile 的基础镜像：

Viewed Dockerfile:1-70
Viewed Dockerfile:1-77
Viewed Dockerfile:1-76

好的，三个 Dockerfile 的 FROM 基础镜像分别是：

| 变体 | 基础镜像 | 对应上游 |
|---|---|---|
| Alpine | `snowdreamtech/alpine:3.24.0` | Alpine 3.24 |
| Debian | `snowdreamtech/debian:13.5.0` | Debian 13 (trixie) |
| Rocky | `snowdreamtech/rocky:10.2.0` | Rocky Linux 10 |

现在我针对这三个**实际基础镜像版本**去查询 OpenJDK 21 的可用版本：

Ran command: `python3 -c "
import urllib.request, re

# Alpine 3.24 - already confirmed: 21.0.11_p10-r0
url = 'https://pkgs.alpinelinux.org/packages?name=openjdk21&branch=v3.24'
req = urllib.request.Request(url, headers={'User-Agent': 'Mozilla'})
html = urllib.request.urlopen(req).read().decode('utf-8')
m = re.search(r'<td class=\"version\">.*?<strong>([^<]+)</strong>', html, re.DOTALL)
if m:
    print('Alpine 3.24 openjdk21:', m.group(1))
else:
    m2 = re.search(r'<td class=\"version\">.*?([0-9]+\.[0-9]+[0-9a-zA-Z._-]+)', html, re.DOTALL)
    print('Alpine 3.24 openjdk21:', m2.group(1) if m2 else 'not found')
"
`
Ran command: `python3 -c "
import urllib.request, re

# Debian 13 (trixie) - check openjdk-21-jdk
url = 'https://packages.debian.org/trixie/openjdk-21-jdk'
req = urllib.request.Request(url, headers={'User-Agent': 'Mozilla'})
html = urllib.request.urlopen(req).read().decode('utf-8')
m = re.search(r'<h1>Package: openjdk-21-jdk \(([^)]+)\)', html)
if m:
    print('Debian 13 (trixie) openjdk-21-jdk:', m.group(1))
else:
    # try alternative pattern
    m2 = re.search(r'openjdk-21-jdk.*?([0-9]+\.[0-9]+\.[0-9]+[^\s<\"]*)', html, re.DOTALL)
    print('Debian 13 (trixie) openjdk-21-jdk:', m2.group(1) if m2 else 'checking alternative...')
"
`
Ran command: `curl -s "https://dl.rockylinux.org/pub/rocky/10/AppStream/x86_64/os/Packages/j/" | grep -o 'java-21-openjdk-devel-[^"]*\.rpm' | sort -V | tail -n 1`

✅ 三个基础镜像的 OpenJDK 21 最新版本已全部确认完毕：

| 变体 | FROM 基础镜像 | 包名 | 最新可用版本 | Dockerfile 当前版本 | 状态 |
|---|---|---|---|---|---|
| **Alpine** | `snowdreamtech/alpine:3.24.0` | `openjdk21` | `21.0.11_p10-r0` | `21.0.11_p10-r0` | ✅ 已是最新 |
| **Debian** | `snowdreamtech/debian:13.5.0` | `openjdk-21-jdk` | `21.0.11+10-1~deb13u2` | `21.0.11+10-1~deb13u2` | ✅ 已是最新 |
| **Rocky** | `snowdreamtech/rocky:10.2.0` | `java-21-openjdk-devel` | `21.0.11.0.10-2.el10_1` | `21.0.11.0.10-2.el10_1` | ✅ 已是最新 |

**结论：三个变体的 Dockerfile 中 OpenJDK 版本号已经全部是基于对应基础镜像仓库的最新版本（ 21.0.11 系列），无需进一步修改。**

另外需要确认 `fix_exact.py` 中的版本也要同步更新（目前它还是旧的 `21.0.9` / `21.0.6`）。需要我更新 `fix_exact.py` 吗？

Gemini

Edited Dockerfile
Edited Dockerfile
Edited Dockerfile
Edited Dockerfile
Viewed Dockerfile:25-59
Ran command: `curl -s "https://pkgs.alpinelinux.org/packages?name=openjdk21-jdk&branch=v3.21" | grep -A 2 -B 2 "openjdk21-jdk"`
Ran command: `curl -s "https://pkgs.alpinelinux.org/packages?name=openjdk21-jdk&branch=v3.24" | grep -A 2 -B 2 "openjdk21-jdk"`
Ran command: `curl -s "https://pkgs.alpinelinux.org/packages?name=openjdk21-jdk&branch=v3.24" | grep -A 1 'class="version"'`
Ran command: `curl -s "https://pkgs.alpinelinux.org/packages?name=openjdk21-jdk&branch=v3.24" | grep -A 1 'class="version"'`
Ran command: `python3 -c "
import urllib.request, re
url = 'https://pkgs.alpinelinux.org/packages?name=openjdk21-jdk&branch=v3.24'
req = urllib.request.Request(url, headers={'User-Agent': 'Mozilla/5.0'})
try:
    resp = urllib.request.urlopen(req)
    html = resp.read().decode('utf-8')
    match = re.search(r'<td class=\"version\">.*?([^<>\n\s]+).*?</td>', html, re.DOTALL)
    if match: print('Alpine 3.24 version:', match.group(1))
except Exception as e: print(e)
"`
Ran command: `cat /Users/snowdream/.gemini/antigravity-ide/brain/c7085f8c-392e-4c2d-b0a1-c059e7698dcc/.system_generated/tasks/task-528.log`
Ran command: `python3 -c "
import urllib.request, re
url = 'https://pkgs.alpinelinux.org/packages?name=openjdk21-jdk&branch=v3.24'
req = urllib.request.Request(url, headers={'User-Agent': 'Mozilla/5.0'})
try:
    resp = urllib.request.urlopen(req)
    html = resp.read().decode('utf-8')
    match = re.search(r'<td class=\"version\">.*?<strong>([^<]+)</strong>', html, re.DOTALL)
    if match: print('Alpine 3.24 version:', match.group(1))
except Exception as e: print(e)
"`
Ran command: `cat /Users/snowdream/.gemini/antigravity-ide/brain/c7085f8c-392e-4c2d-b0a1-c059e7698dcc/.system_generated/tasks/task-536.log`
Ran command: `python3 -c "
import urllib.request, re

def get_alpine():
    url = 'https://pkgs.alpinelinux.org/packages?name=openjdk21-jdk&branch=v3.24'
    req = urllib.request.Request(url, headers={'User-Agent': 'Mozilla'})
    html = urllib.request.urlopen(req).read().decode('utf-8')
    m = re.search(r'<td class=\"version\">.*?([0-9]+\.[0-9]+[0-9a-zA-Z._-]+)', html, re.DOTALL)
    return m.group(1) if m else 'not found'

def get_debian():
    url = 'https://packages.debian.org/bookworm/openjdk-21-jdk'
    req = urllib.request.Request(url, headers={'User-Agent': 'Mozilla'})
    try:
        html = urllib.request.urlopen(req).read().decode('utf-8')
        m = re.search(r'openjdk-21-jdk \(([0-9]+\.[0-9]+[^)]+)\)', html)
        return m.group(1) if m else 'not found'
    except Exception as e:
        return str(e)

print('Alpine:', get_alpine())
print('Debian:', get_debian())
"`
Ran command: `cat /Users/snowdream/.gemini/antigravity-ide/brain/c7085f8c-392e-4c2d-b0a1-c059e7698dcc/.system_generated/tasks/task-543.log`
Ran command: `python3 -c "
import urllib.request, re
url = 'https://packages.debian.org/bookworm/openjdk-21-jdk'
req = urllib.request.Request(url, headers={'User-Agent': 'Mozilla'})
html = urllib.request.urlopen(req).read().decode('utf-8')
m = re.search(r'<h1>Package: openjdk-21-jdk \((.*?)\)', html)
print('Debian:', m.group(1) if m else 'not found')
"`
Ran command: `python3 -c "
import urllib.request, re
url = 'https://packages.debian.org/bookworm-backports/openjdk-21-jdk'
req = urllib.request.Request(url, headers={'User-Agent': 'Mozilla'})
try:
    html = urllib.request.urlopen(req).read().decode('utf-8')
    m = re.search(r'<h1>Package: openjdk-21-jdk \((.*?)\)', html)
    print('Debian-backports:', m.group(1) if m else 'not found')
except Exception as e:
    print(e)
"`
Ran command: `cat /Users/snowdream/.gemini/antigravity-ide/brain/c7085f8c-392e-4c2d-b0a1-c059e7698dcc/.system_generated/tasks/task-553.log`
Ran command: `curl -s "https://packages.debian.org/search?keywords=openjdk-21-jdk&searchon=names&suite=bookworm" | grep "deb12"`
Ran command: `cat /Users/snowdream/.gemini/antigravity-ide/brain/c7085f8c-392e-4c2d-b0a1-c059e7698dcc/.system_generated/tasks/task-561.log`
Ran command: `curl -s "https://tracker.debian.org/pkg/openjdk-21" | grep -A 2 "bookworm"`
Ran command: `curl -s 'https://sources.debian.org/api/src/openjdk-21/' | grep -A 10 '"version"'`
Ran command: `cat /Users/snowdream/.gemini/antigravity-ide/brain/c7085f8c-392e-4c2d-b0a1-c059e7698dcc/.system_generated/tasks/task-571.log`
Ran command: `curl -s 'https://sources.debian.org/api/src/openjdk-21/'`
Ran command: `curl -s "https://dl.rockylinux.org/pub/rocky/9/AppStream/x86_64/os/Packages/j/" | grep "java-21-openjdk-devel" | tail -n 1`
Ran command: `curl -s "https://packages.debian.org/bookworm/openjdk-21-jdk" | grep "Package not available"`
Ran command: `cat /Users/snowdream/.gemini/antigravity-ide/brain/c7085f8c-392e-4c2d-b0a1-c059e7698dcc/.system_generated/tasks/task-586.log`
Ran command: `curl -s "https://packages.debian.org/search?keywords=openjdk-21-jdk&searchon=names&suite=all&section=all" | grep -A 2 -B 2 "deb12"`
Ran command: `cat /Users/snowdream/.gemini/antigravity-ide/brain/c7085f8c-392e-4c2d-b0a1-c059e7698dcc/.system_generated/tasks/task-594.log`
Ran command: `curl -s "https://packages.debian.org/search?keywords=openjdk-21-jdk&searchon=names&suite=all&section=all" | grep "bpo12"`
Ran command: `curl -s "https://security.debian.org/debian-security/pool/updates/main/o/openjdk-21/" | grep -o 'openjdk-21-jdk_[^"]*' | head -n 1`
Ran command: `cat /Users/snowdream/.gemini/antigravity-ide/brain/c7085f8c-392e-4c2d-b0a1-c059e7698dcc/.system_generated/tasks/task-605.log`
Viewed fix_exact.py:1-400
Ran command: `curl -s "https://security.debian.org/debian-security/pool/updates/main/o/openjdk-21/" | grep "deb12"`
Ran command: `cat /Users/snowdream/.gemini/antigravity-ide/brain/c7085f8c-392e-4c2d-b0a1-c059e7698dcc/.system_generated/tasks/task-618.log`
Ran command: `curl -s 'https://sources.debian.org/api/src/openjdk-21/'`
Ran command: `curl -s "https://security.debian.org/debian-security/pool/updates/main/o/openjdk-21/" | grep -o 'openjdk-21-jdk_[^"]*' | grep 'deb12'`
Ran command: `cat /Users/snowdream/.gemini/antigravity-ide/brain/c7085f8c-392e-4c2d-b0a1-c059e7698dcc/.system_generated/tasks/task-628.log`
Ran command: `curl -s "http://ftp.debian.org/debian/pool/main/o/openjdk-21/" | grep -o 'openjdk-21-jdk_[^"]*' | grep 'bpo12' | head -n 1`
Ran command: `cat /Users/snowdream/.gemini/antigravity-ide/brain/c7085f8c-392e-4c2d-b0a1-c059e7698dcc/.system_generated/tasks/task-635.log`
Ran command: `curl -s "http://security.debian.org/debian-security/pool/updates/main/o/openjdk-21/" | grep -o 'openjdk-21-jdk_[^"]*' | grep 'deb12u'`
Ran command: `cat /Users/snowdream/.gemini/antigravity-ide/brain/c7085f8c-392e-4c2d-b0a1-c059e7698dcc/.system_generated/tasks/task-643.log`
Ran command: `python3 -c "
import urllib.request, gzip
url = 'http://ftp.debian.org/debian/dists/bookworm-backports/main/binary-amd64/Packages.gz'
req = urllib.request.Request(url, headers={'User-Agent': 'Mozilla'})
try:
    data = urllib.request.urlopen(req).read()
    text = gzip.decompress(data).decode('utf-8')
    for block in text.split('\n\n'):
        if block.startswith('Package: openjdk-21-jdk\n'):
            for line in block.split('\n'):
                if line.startswith('Version: '):
                    print('Found:', line.split(': ')[1])
except Exception as e:
    print(e)
"`
Ran command: `cat /Users/snowdream/.gemini/antigravity-ide/brain/c7085f8c-392e-4c2d-b0a1-c059e7698dcc/.system_generated/tasks/task-650.log`
Listed directory c7085f8c-392e-4c2d-b0a1-c059e7698dcc
Ran command: `docker run --rm debian:12.9-slim bash -c "apt-get update -qq && apt-cache madison openjdk-21-jdk"`
Ran command: `curl -s "https://snapshot.debian.org/mr/package/openjdk-21/" | grep -o 'version":"[^"]*"' | sort -u`

结论：

Google 在干嘛？手指头掰了半个小时，也没算出来 1+1 等于几

此内容由惯性聚合(RSS阅读器)自动聚合整理，仅供阅读参考。原文来自 — 版权归原作者所有。

推荐订阅源

V2EX - 技术

Claude

Gemini