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Teri Radichel

@teriradichel

2nd Sight Lab. Cloud, SAAS, and App Pentesting. Security Research. AWS Security Hero . Author on Amazon. Former IANS, SANS faculty. GSE. Masters Software & Infosec.

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Latest posts by Teri Radichel @teriradichel

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GitHub - microsoft/BitNet: Official inference framework for 1-bit LLMs Official inference framework for 1-bit LLMs. Contribute to microsoft/BitNet development by creating an account on GitHub.

Trending on GitHub

Be careful if running any kind of AI thingamajig on your laptop - put it in a sandbox with strict permissions. I haven’t looked into this in detail.

GitHub - microsoft/BitNet: Official inference framework for 1-bit LLMs

github.com/microsoft/Bi...

12.03.2026 15:39 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

For the org management account.

I certainly hope you are reviewing all IAM policies written by AI. πŸ€–

12.03.2026 15:23 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

Then it needs to deploy a bunch of stuff in other accounts.

I had it write the role creation script for the root account in a dedicated project. It read the other project requirements and code and ALL the permissions needed by every other role.

In the role policy creation script.

12.03.2026 15:23 πŸ‘ 0 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

This AI chatbots πŸ€– do while vibe coding:

I have a complex bootstrap script to set up an environment for my batch job framework. It needs to create accounts with a role in the root account. And that is all it does in the root account. That is in my requirements.

12.03.2026 15:23 πŸ‘ 1 πŸ” 0 πŸ’¬ 2 πŸ“Œ 0
Teri Radichel (@teriradichel@infosec.exchange) If you are distressed because AI is causing outages at AWS well… don’t jump to conclusions like everyone did with the whole slew of S3 bucket debacles. Yes there will be problems as people learn how...

Here we go again.

I don’t have the patience to rewrite all this here. Join me on April 10th to discuss AI.

infosec.exchange/@teriradiche...

11.03.2026 21:10 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
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What are the chances this is really Apple Support? And why is my Mac trying to connect to ip addresses instead Mountain View California right now instead of domain names. Don’t have time for this. 64.233.176.254 @google @apple

11.03.2026 18:12 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

You cannot trust code written by AI. But you can still use it to write code faster.

11.03.2026 15:34 πŸ‘ 2 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

Latest - building my whole batch job framework with AI now. Obviously going to need a lot of review. But will allow me to run my pentesting jobs more easily on new targets and pentests.

11.03.2026 15:32 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

VPC endpoint costs add up fast. I wish there was a way to reduce the costs of those without changing or downgrading the security of the architecture. Maybe if they could be a standard AWS pay only for what you use pricing model they would cost less.

10.03.2026 16:27 πŸ‘ 0 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

One thing I noticed when I logged in today and asked Kiro to review the code across the four projects I broke this into is that it launched four subagents to review the code. I suspect this will produce better results and quicker analysis.

09.03.2026 19:27 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

This turned out to be more complicated than expected of course. Gonna be a minute. The LLMs wrote really insecure code. Blogs coming.

09.03.2026 19:17 πŸ‘ 0 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0
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A Script To Monitor Application Network Connections Considering how to spot rogue network traffic such as a reverse shell used in the Lexus Nexus breach

A Script To Monitor Application Network Connections πŸ”’ How would you spot a reverse shell such as was used in Lexus Nexus breach? I vibe coded this script to see parent and child processes with application paths, process names, IPs, ports, IN or OUT.

teriradichel.substack.com/p/a-script-t...

09.03.2026 15:21 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

Kiro CLI (opus actually) told me it was β€œjust thinking out loud” and this amuses me too much. I’m delirious from AI overload. πŸ€–

08.03.2026 22:07 πŸ‘ 1 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
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Yubikey Push To Run A Lambda Function Leveraging a framework to kick off deterministic or AI agent batch jobs and workflows

Yubikey Push To Run A Lambda Function πŸ”’β˜οΈπŸ€– Leveraging a framework to kick off deterministic or AI agent batch jobs and workflows

teriradichel.substack.com/p/mfa-to-run...

07.03.2026 17:21 πŸ‘ 1 πŸ” 0 πŸ’¬ 0 πŸ“Œ 2

Wondering why if Netgear is a US company when I go to login it is directing me to cognito-idp.eu-west-1.amazonaws.com

06.03.2026 18:58 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

They don’t always report issues that only affect a few customers. Also not sure if it was me or my network. We’ll see how it goes today.

06.03.2026 16:34 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
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Lexus Nexus Breach Involving AWS Secrets Manger, RDS, ECS Taking a look at the root cause of a breach on AWS, what is actually relevant, and how it may have been prevented

Lexus Nexus Breach Involving AWS Secrets Manger, RDS, ECS πŸ”’β˜οΈ

Taking a look at the root cause of a breach on AWS, what is actually relevant, and how it may have been prevented

teriradichel.substack.com/p/lexus-nexu...

06.03.2026 16:32 πŸ‘ 1 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

Never underestimate the value of the OGs.

06.03.2026 07:43 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

Took a look at the health dashboard and does not show anything is wrong,

But I did notice Amazon was down today due to deployment issue. Hmm.

06.03.2026 07:42 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

I got the commands from Google aimode which was working fine. So I think it was something specific to AWS. I even turned off my firewall to try those actions *gasp* and did not work.

06.03.2026 07:42 πŸ‘ 0 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

Other parts of AWS console were slow but working. Finally I just opened CloudShell and ran commands to stop all instances and verified stopped.

06.03.2026 07:42 πŸ‘ 0 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

Looking at the network traffic I can see my browser is trying to reach sa regions when it should stay in us-east-x. I also saw us-west-2 and ca.

I also saw a bunch of denied traffic to sa GuardDuty and other domains with sa in them and the global console domain.

06.03.2026 07:42 πŸ‘ 0 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

For some reason I could not get to the AWS EC2 dashboard just now to stop an instance. I was trying over and over and looking at all the network traffic.

I had also just created a new account and could not add MFA to it. It kept rejecting my Yubikey. The screens looked different.

06.03.2026 07:42 πŸ‘ 0 πŸ” 0 πŸ’¬ 2 πŸ“Œ 0

This test cost me $75. I thought I had deleted all the resources the same day. Turns out I missed some in an alternate region.

05.03.2026 21:42 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

I’m doing some testing here. I would *never* trust AI to deploy resources based on a prompt if I wasn’t researching something. Use AI to build deterministic scripts to deploy infrastructure on AWS. Then test and verify they work correctly before you use them in production.

05.03.2026 21:40 πŸ‘ 0 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

Then it proceeded to set up an EC2 reserved instance associated with that service (yes really) in a region I wasn’t operating in.

05.03.2026 21:40 πŸ‘ 0 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

I set up a script to deploy resources under a certain cost threshold. Turns out the AI intelligent brain thought it was good enough to just pick the first result in the price list for that service. Which was something cheap for a particular service.

05.03.2026 21:40 πŸ‘ 0 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

But rather than tell me that it’s not possible, I got back plausible results with a spot check. It never told me what I was requesting was not possible. It just gave me a script that does something related.

05.03.2026 21:40 πŸ‘ 0 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

Next, I had AI write a script to calculate the cost of running any AWS command. You can’t. (I added to to my AWS wishlist on builder.aws.com)

05.03.2026 21:40 πŸ‘ 1 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

I think I told it to figure out and use the current region in the prompts. Can double check but will be creating a specific SCP for my lovely and creative agents.

05.03.2026 21:40 πŸ‘ 0 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0