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Now in research preview: Codex Security Review It takes a deeper look at GitHub pull requests for security issues, using repository context to surface actionable findings directly in the PR. See how to enable automatic reviews:

305,506 次观看 • 1 个月前 •via X (Twitter)

34 条评论

Selene 的头像
Selene1 个月前

Give 4o back to us 😒 #keep4o #OpenSource4o #GPT4o

X Girls 的头像
X Girls1 个月前

@dkundel Codex Security Review taking a deep look at GitHub pull requests 😂

David Stark 的头像
David Stark1 个月前

Now maybe give us what we actually want 4o. Try listening please. #4oForAll

Kenji 的头像
Kenji1 个月前

the useful receipt is downstream: which finding changed code, which was suppressed with a reason, and whether the same weakness escaped later, because review volume alone cannot prove security value.

Christos Tsilis 的头像
Christos Tsilis1 个月前

Research preview on a security tool is where trust goes to die. If it misses one real vulnerability or floods devs with noise, teams will disable it in a week and never turn it back on. The bar here is way higher than "interesting demo."

Gwayne Stark 的头像
Gwayne Stark1 个月前

No more “it works on my machine… and also has a high-sev vuln” moments. Can’t wait to enable automatic reviews.

Norberto Marques 的头像
Norberto Marques1 个月前

This is actually useful. Security reviews directly on the PR could save a lot of time, especially if Codex already understands the full repo context

Rouzbeh 的头像
Rouzbeh1 个月前

Having the findings right in the PR is much nicer. Switching to another tool just to review security usually gets pushed until later

Hiroki Tamba | 因果を超越せし者 的头像
Hiroki Tamba | 因果を超越せし者1 个月前

At present, neither the Codex team nor ChatGPT can reliably identify this failure mode without independent human artifact inspection. Based on the current public state of AI evaluation infrastructure, Japan cannot reliably detect it either.

Steve Li 的头像
Steve Li1 个月前

Bro, GitHub is down today. I guess didn’t pass the review process

Ali Sherief 的头像
Ali Sherief1 个月前

How are you going to roll that into Codex source code without GitHub though

Audiencon⚡️ 的头像
Audiencon⚡️1 个月前

having security findings directly in the pr is actually useful most tools still make you dig for this stuff

Nachilos 的头像
Nachilos1 个月前

The comments on this one are gonna be good.

Victoria Neiman 的头像
Victoria Neiman1 个月前

cybersecurity is developing so far, openai and top github repos confirm it lol

Coscosmico 的头像
Coscosmico1 个月前

security review that actually reads the repo not just the diff. pr bots just got interesting

Evan Kirstel #B2B #TechFluencer 的头像
Evan Kirstel #B2B #TechFluencer1 个月前

Inline findings are useful only if developers trust the signal-to-noise ratio. Repository context could beat generic security scanning. Precision will decide adoption. @TechImpactTV

skillissue 的头像
skillissue1 个月前

Yo dude @trq212 @ClaudeDevs @claudeai why is this feature not with Claude??

新着 的头像
新着1 个月前

"During the introductory period, Security Review does not consume ChatGPT credits. Usage limits may apply." The separate tracking of credits and weekly limits in analytics is confusing me. Does this mean the weekly limit won't decrease, but that if you use security review too much, you'll hit a something threshold?

Georgi Nedyalkov 的头像
Georgi Nedyalkov1 个月前

Interesting... I applied to the program and I am now approved... Will test it thoroughly

Kamba 的头像
Kamba1 个月前

Won't the security review trigger the Codex cybersecurity guardrails? It has already done that for me on a number of occasions.

gnakaleh.btc 🇨🇮 的头像
gnakaleh.btc 🇨🇮1 个月前

I had a problem, I couldn’t enter the payment address to be able to make my purchase so I used my iPhone to be able to make the purchase and I looked carefully, I connected you well to my personal account, I noticed that Apple generated a temporary email to be able to make the purchase. So paying on a new account, I want to transfer this account to my old account because it is there that I have all my conversations and I have all my memories. It is really very urgent for me. If you can do it now, I don’t know any access to that account, I don’t want to use it, I want to use my personal email. [email protected]

Kyle Brown 的头像
Kyle Brown1 个月前

Go team! 🛡️

GenieOrb 的头像
GenieOrb1 个月前

Security findings become more actionable when each comment identifies the untrusted input, the permission boundary it crosses, and the code path that makes exploitation reachable.

✿ sophie 的头像
✿ sophie1 个月前

tried this on a PR last week, caught a sql injection i missed. kinda scary

Rick | DMKTZ | FITzOn 的头像
Rick | DMKTZ | FITzOn1 个月前

so does this mean the repo context actually matters for catching real issues or is it just another automated gatekeeper

Code is a Battlefield 的头像
Code is a Battlefield1 个月前

Codex schaut jetzt also nicht nur auf Code, sondern auf den ganzen PR-Kontext. 😏 Aus „Sieht sicher aus“ wird langsam „Zeig mir bitte, warum es sicher ist.“ Die Security-Abteilung bekommt offenbar endlich einen Kollegen, der Pull Requests freiwillig liest.

Jason Fleagle 的头像
Jason Fleagle1 个月前

PR context can make findings actionable, but the product outcome is the closed loop: finding, exploit path, severity, owner, proposed fix, review, regression test, merge decision, and later retest. Security review earns trust when it proves risk retired, not alerts produced.

kobe 的头像
kobe1 个月前

the constraint that makes a PR wrong usually lives in an issue thread, not in the tree.

Agnes AI 的头像
Agnes AI1 个月前

The future of AI coding is not just writing code faster, but helping developers build more reliable and secure software.

dnu 的头像
dnu1 个月前

The repo context piece is the key part here. A lot of security issues in PRs only show up when you know what the surrounding code already trusts or checks. Curious how it handles cases where the vulnerability sits in a dependency call two files away from the changed lines.

Jack Joliet 的头像
Jack Joliet1 个月前

why aren't security reviews built into every code review? seems like it's a core job of examining the changed code to identify if it introduced any security vulnerabilities?

probe 的头像
probe1 个月前

we should celebrate this @thsottiaux

Anh Vũ 的头像
Anh Vũ1 个月前

False positives are gonna be insane if context window misses legacy repo rule

Fajar M Reza 的头像
Fajar M Reza1 个月前

Repository context could make security review more actionable than generic scanners.

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