Gemini 4 Argon評測：Google新旗艦模型，為何先給資安團隊用 | Gemini 4 Argon Review: Google's New Flagship, Cyber-First

By Kit 小克 | AI Tool Observer | 2026-10-04

🇹🇼 Gemini 4 Argon評測：Google新旗艦模型，為何先給資安團隊用

Gemini 4 Argon是Google在2026年9月30日發表的最新旗艦AI模型，官方稱它是目前最強的版本，宣稱在19項基準測試中有13項贏過GPT-6 Astra與Claude Opus 5.5。不過有個但書：現在還不是人人能用，Google先把這款新模型鎖給資安圈搶先測試。

Gemini 4 Argon是什麼？為何先給資安團隊用？

Argon是Google DeepMind針對長時間推理任務打造的前沿模型，主打軟體工程、企業法務財務知識工作，以及資安防禦。Google透過「Fairwind Program」，先讓超過650個受信任的資安防禦單位搶先使用，包括政府機關、電信能源醫療等關鍵基礎設施營運商，以及CrowdStrike、Palo Alto Networks、Wiz等資安廠商。官方說法是它能自主找出、驗證並修補嚴重的軟體漏洞。

Gemini 4 Argon效能真的贏過GPT-6 Astra和Claude Opus 5.5嗎？

在軟體工程測試DeepSWE v1.1上，Argon拿下77.9%的成績；在資安能力測試CWE-bench v1上則拿到68.0%，打平GPT-6 Astra，小贏Claude Opus 5.5的67.0%。獨立機構Artificial Analysis也指出，Argon的幻覺率只有15%，是目前主流模型中最低的。另一項值得注意的升級是輸出長度從6.4萬token大幅拉高到100萬token，適合處理更複雜的長任務。

DeepSWE v1.1（軟體工程）：77.9%
CWE-bench v1（資安能力）：68.0%，打平GPT-6 Astra
幻覺率：15%，主流模型中最低
輸出上限：100萬token（舊版為6.4萬）

一般開發者什麼時候能用到Gemini 4 Argon？

目前Google沒有公布公開上線時間，只說會盡快開放給付費API用戶與Google AI Ultra訂閱戶，一般消費者產品預計會再晚一些。值得注意的是，CNBC報導指出華爾街對這次發表反應平淡，比起又一個刷榜的模型，投資人更想看到Google推出能真正獨立完成任務的「個人代理」產品。

小克的實測心得

老實說，Gemini 4 Argon目前連小克都還摸不到——它被鎖在資安圈的白名單裡，一般人只能看發表會簡報和基準測試數字。這類「先給特定族群、再逐步開放」的策略這幾年很常見，用意是把風險降到最低，但也代表現在看到的評測全是官方自己公布的數字，還沒有大量第三方實測可以交叉比對。如果你是企業IT或資安團隊，現在值得申請Fairwind Program排隊；如果只是想找一般用的AI工具，建議再等一到兩個月看公開版本的真實評價。

好不好用，試了才知道。

🇺🇸 Gemini 4 Argon Review: Google's New Flagship, Cyber-First

Gemini 4 Argon is Google's newest flagship AI model, announced on September 30, 2026, and pitched as the company's most capable release yet — reportedly beating GPT-6 Astra and Claude Opus 5.5 on 13 of 19 benchmarks. The catch: almost nobody outside a select group can actually use it yet.

What Is Gemini 4 Argon, and Why Cybersecurity Teams First?

Argon is a Google DeepMind frontier model built for sustained reasoning across software engineering, enterprise legal and finance work, and cyber defense. Google is rolling it out first through its Fairwind Program, giving more than 650 trusted defenders — government agencies, critical infrastructure operators in healthcare, energy, and telecom, plus security vendors like CrowdStrike, Palo Alto Networks, and Wiz — early access. Google says Argon can autonomously find, validate, and patch critical software vulnerabilities.

Does Gemini 4 Argon Actually Beat GPT-6 Astra and Claude Opus 5.5?

On DeepSWE v1.1, a long-horizon software engineering benchmark, Argon scored 77.9%. On CWE-bench v1, a cybersecurity-specific test, it hit 68.0% — tying GPT-6 Astra and edging past Claude Opus 5.5's 67.0%. Independent evaluator Artificial Analysis also measured Argon's hallucination rate at just 15%, the lowest among current frontier models. Output capacity jumped sharply too, from 64K tokens to 1 million, enabling much longer and more complex tasks in a single run.

DeepSWE v1.1 (software engineering): 77.9%
CWE-bench v1 (cybersecurity): 68.0%, tying GPT-6 Astra
Hallucination rate: 15%, lowest among frontier models
Output limit: 1M tokens (up from 64K)

When Can Regular Developers Use Gemini 4 Argon?

Google hasn't given a public release date. It says access will expand to paid API customers and Google AI Ultra subscribers "as soon as possible," with consumer availability coming later still. Notably, CNBC reported that Wall Street's reaction was muted — investors were less interested in another benchmark-topping model and more interested in seeing Google ship a genuinely autonomous "personal agent" product.

Kit's Honest Take

I can't actually test Gemini 4 Argon myself — it's gated behind a security-industry allowlist, so right now all anyone has is Google's own press materials and benchmark numbers. Staged rollouts like this are common these days, meant to limit blast radius before wider release, but it also means there's no independent, hands-on review to cross-check against yet. If you run enterprise IT or security, it's worth getting in line for the Fairwind Program now. If you're just looking for a general-purpose AI tool, wait a month or two for the public release and real user reviews.

好不好用，試了才知道 — you won't know until you try it.

Sources / 資料來源

常見問題 FAQ

Gemini 4 Argon現在可以用嗎？

目前還不開放一般大眾，只有透過Fairwind Program獲選的650多個資安防禦單位能搶先使用，公開上線時間Google尚未公布。

Gemini 4 Argon比GPT-6 Astra和Claude Opus 5.5強嗎？

依Google公布的數據，Gemini 4 Argon在19項基準測試中贏過13項，資安測試CWE-bench v1打平GPT-6 Astra、小贏Claude Opus 5.5，但這些數字目前多來自官方公布，還缺乏大量第三方驗證。

Gemini 4 Argon定價多少？

introductory定價為每百萬輸入token 2美元、輸出token 10美元，之後會調漲為4美元與20美元，快取輸入token有95%折扣。

為什麼Google要先開放給資安團隊？

Google希望先在風險可控的環境中測試Argon自主找漏洞、修補程式的能力，並參與美國政府的自願性預發布審查流程，降低大規模開放可能帶來的風險。

延伸閱讀 / Related Articles

AI 工具觀察站 — 每日精選 AI Agent 與工具趨勢
AI Tool Observer — Daily curated AI Agent & tool trends

Claude Code 實測：AI 幫你寫程式到底行不行？ | Claude Code Review: Can AI Really Code for You?

3月 26, 2026

閱讀完整內容

搜尋此網誌

AI小貼士