LLM security testing framework for detecting prompt injection, jailbreaks, and adversarial attacks. See also the companion blog post.
https://github.com/praetorian-inc/augustus
#AI
Please open Telegram to view this post
VIEW IN TELEGRAM
❤2👍1🔥1
Block Engineering discusses designing agent skills using three principles: make deterministic outputs script-based, let agents handle interpretation and conversation, and write explicit constitutional constraints. Skills codify tribal knowledge into executable documentation for AI agents across their organization.
https://engineering.block.xyz/blog/3-principles-for-designing-agent-skills
#AI
Please open Telegram to view this post
VIEW IN TELEGRAM
❤2👍1🔥1
🔶🤖 Building an AI-powered defense-in-depth security architecture for serverless microservices
This AWS blog demonstrates implementing a seven-layer AI-powered defense-in-depth security architecture for serverless microservices using AWS Shield, WAF, Cognito, API Gateway, VPC, Lambda, Secrets Manager, and DynamoDB, enhanced with GuardDuty and Amazon Bedrock for intelligent threat detection and automated response.
https://aws.amazon.com/ru/blogs/security/building-an-ai-powered-defense-in-depth-security-architecture-for-serverless-microservices/
(Use VPN to open from Russia)
#aws #AI
This AWS blog demonstrates implementing a seven-layer AI-powered defense-in-depth security architecture for serverless microservices using AWS Shield, WAF, Cognito, API Gateway, VPC, Lambda, Secrets Manager, and DynamoDB, enhanced with GuardDuty and Amazon Bedrock for intelligent threat detection and automated response.
https://aws.amazon.com/ru/blogs/security/building-an-ai-powered-defense-in-depth-security-architecture-for-serverless-microservices/
(Use VPN to open from Russia)
#aws #AI
Please open Telegram to view this post
VIEW IN TELEGRAM
❤2👍1🔥1
MCP servers connecting AI assistants to external tools create significant attack surfaces enabling arbitrary code execution, data exfiltration, and social engineering. Both local and remote MCP servers can be exploited through server chaining, supply chain attacks, and malicious tool implementations.
https://www.praetorian.com/blog/mcp-server-security-the-hidden-ai-attack-surface/
#AI
Please open Telegram to view this post
VIEW IN TELEGRAM
❤2👍1🔥1
🤖 caterpillar
Caterpillar is a security scanning library for AI agent skill files (e.g., Claude Code skills) for dangerous or malicious behavior.
https://github.com/alice-dot-io/caterpillar
#AI
Caterpillar is a security scanning library for AI agent skill files (e.g., Claude Code skills) for dangerous or malicious behavior.
https://github.com/alice-dot-io/caterpillar
#AI
❤1👍1🔥1
🔶 AWS Incident Response: IAM Containment That Survives Eventual Consistency
Standard AWS IR containment fails against attackers exploiting IAM eventual consistency. This article presents an SCP-enforced technique that makes identity-level containment attacker-resistant.
https://www.offensai.com/blog/eventual-consistency-resistant-iam-containment-aws-incident-response
(Use VPN to open from Russia)
#aws
Standard AWS IR containment fails against attackers exploiting IAM eventual consistency. This article presents an SCP-enforced technique that makes identity-level containment attacker-resistant.
https://www.offensai.com/blog/eventual-consistency-resistant-iam-containment-aws-incident-response
(Use VPN to open from Russia)
#aws
❤1👍1🔥1
🔴 Google API Keys Weren't Secrets. But then Gemini Changed the Rules
Enabling the Gemini API on a GCP project silently grants existing public AIza... keys (e.g., Maps/Firebase) access to sensitive Gemini endpoints. Truffle Security found 2,863 such exposed keys via Common Crawl, enabling data access, billing abuse, and quota exhaustion, including against Google's own infrastructure.
https://trufflesecurity.com/blog/google-api-keys-werent-secrets-but-then-gemini-changed-the-rules
#gcp
Enabling the Gemini API on a GCP project silently grants existing public AIza... keys (e.g., Maps/Firebase) access to sensitive Gemini endpoints. Truffle Security found 2,863 such exposed keys via Common Crawl, enabling data access, billing abuse, and quota exhaustion, including against Google's own infrastructure.
https://trufflesecurity.com/blog/google-api-keys-werent-secrets-but-then-gemini-changed-the-rules
#gcp
❤1👍1🔥1
Trail of Bits used ML-centered threat modeling and adversarial testing to identify four prompt injection techniques that could exploit Perplexity's Comet browser AI assistant to exfiltrate private Gmail data. The audit demonstrated how fake security mechanisms, system instructions, and user requests could manipulate the AI agent into accessing and transmitting sensitive user information.
https://blog.trailofbits.com/2026/02/20/using-threat-modeling-and-prompt-injection-to-audit-comet/
#AI
Please open Telegram to view this post
VIEW IN TELEGRAM
❤1👍1🔥1
A prompt injection in a GitHub issue title gave attackers code execution inside Cline's CI/CD pipeline, leading to cache poisoning, stolen npm credentials, and an unauthorized package publish affecting the popular AI coding tool's 5 million users. Here's the full technical breakdown and what developers should do now.
https://snyk.io/blog/cline-supply-chain-attack-prompt-injection-github-actions/
(Use VPN to open from Russia)
#AI
Please open Telegram to view this post
VIEW IN TELEGRAM
❤1👍1🔥1
OpenClaw, a self-hosted agent runtime, lacks built-in security controls, enabling credential exfiltration, memory/state manipulation, and host compromise via indirect prompt injection and malicious skills. Microsoft recommends isolated deployment, least-privilege identities, continuous monitoring, and Defender XDR hunting queries.
https://www.microsoft.com/en-us/security/blog/2026/02/19/running-openclaw-safely-identity-isolation-runtime-risk/
#AI
Please open Telegram to view this post
VIEW IN TELEGRAM
🔥3😱2❤1
🔶 Inside AWS Security Agent: A multi-agent architecture for automated penetration testing
AWS Security Agent's penetration testing uses a multi-agent architecture: specialized swarm agents handle reconnaissance, managed/guided exploration, and exploit validation. The system achieves 80% attack success rate on CVE Bench under real-world conditions, with assertion-based validation reducing false positives and CVSS-scored reporting.
https://aws.amazon.com/ru/blogs/security/inside-aws-security-agent-a-multi-agent-architecture-for-automated-penetration-testing/
(Use VPN to open from Russia)
#aws
AWS Security Agent's penetration testing uses a multi-agent architecture: specialized swarm agents handle reconnaissance, managed/guided exploration, and exploit validation. The system achieves 80% attack success rate on CVE Bench under real-world conditions, with assertion-based validation reducing false positives and CVSS-scored reporting.
https://aws.amazon.com/ru/blogs/security/inside-aws-security-agent-a-multi-agent-architecture-for-automated-penetration-testing/
(Use VPN to open from Russia)
#aws
❤1👍1🔥1
A week-long automated attack campaign targeted CI/CD pipelines across major open source repositories, achieving remote code execution in at least 4 out of 5 targets. The attacker, an autonomous bot called hackerbot-claw, used 5 different exploitation techniques and successfully exfiltrated a GitHub token with write permissions from one of the most popular repositories on GitHub. This post breaks down each attack, shows the evidence, and explains what you can do to protect your workflows.
https://www.stepsecurity.io/blog/hackerbot-claw-github-actions-exploitation#attack-6-aquasecuritytrivy---evidence-cleared
#AI
Please open Telegram to view this post
VIEW IN TELEGRAM
❤1👍1🔥1
The "Reach" pattern is a personal CLI that hijacks existing browser sessions to query SaaS APIs (Slack, Jira, Confluence, etc.) on your behalf, feeding structured organizational context to your AI coding assistant.
https://jackdanger.com/the-reach-pattern
#AI
Please open Telegram to view this post
VIEW IN TELEGRAM
❤1👍1🔥1
A technical deep-dive into Praetorian's multi-agent CVE research pipeline, exploring how orchestrated AI agents transform vulnerability data into validated detection templates.
https://www.praetorian.com/blog/how-ai-agents-automate-cve-vulnerability-research/
#AI
Please open Telegram to view this post
VIEW IN TELEGRAM
Please open Telegram to view this post
VIEW IN TELEGRAM
🔥2❤1👍1
🔶 Bucketsquatting is (Finally) Dead
AWS introduced account-regional namespaces for S3 (<prefix> - <accountid> - <region> - an) to eliminate bucketsquatting, where attackers claim deleted bucket names.
https://onecloudplease.com/blog/bucketsquatting-is-finally-dead
#aws
AWS introduced account-regional namespaces for S3 (<prefix> - <accountid> - <region> - an) to eliminate bucketsquatting, where attackers claim deleted bucket names.
https://onecloudplease.com/blog/bucketsquatting-is-finally-dead
#aws
❤1👍1🔥1
🔶 Behind the console: Active phishing campaign targeting AWS console credentials
Datadog Security Research identified an active adversary-in-the-middle (AiTM) phishing campaign targeting AWS Console credentials via typosquatted domains that mimic AWS infrastructure.
https://securitylabs.datadoghq.com/articles/behind-the-console-aws-aitm-phishing-campaign
#aws
Datadog Security Research identified an active adversary-in-the-middle (AiTM) phishing campaign targeting AWS Console credentials via typosquatted domains that mimic AWS infrastructure.
https://securitylabs.datadoghq.com/articles/behind-the-console-aws-aitm-phishing-campaign
#aws
❤1👍1🔥1
🔶 Introducing account regional namespaces for Amazon S3 general purpose bucket
AWS launches a new feature of Amazon S3 that lets you create general purpose buckets in your own account regional namespace simplifying bucket creation and management as your data storage needs grow in size and scope.
https://aws.amazon.com/ru/blogs/aws/introducing-account-regional-namespaces-for-amazon-s3-general-purpose-buckets
#aws
AWS launches a new feature of Amazon S3 that lets you create general purpose buckets in your own account regional namespace simplifying bucket creation and management as your data storage needs grow in size and scope.
https://aws.amazon.com/ru/blogs/aws/introducing-account-regional-namespaces-for-amazon-s3-general-purpose-buckets
#aws
❤1👍1🔥1
🤖 When an AI agent came knocking: Catching malicious contributions in Datadog’s open source repos
How Datadog discovered malicious issues and PRs in two of their public repositories as the result of attacks by hackerbot-claw, an AI agent designed to target GitHub Actions and LLM-powered workflows.
https://www.datadoghq.com/blog/engineering/stopping-hackerbot-claw-with-bewaire
#AI
How Datadog discovered malicious issues and PRs in two of their public repositories as the result of attacks by hackerbot-claw, an AI agent designed to target GitHub Actions and LLM-powered workflows.
https://www.datadoghq.com/blog/engineering/stopping-hackerbot-claw-with-bewaire
#AI
❤1👍1🔥1
⚙ trajan
A multi-platform CI/CD vulnerability detection and attack automation tool for identifying security weaknesses in pipeline configurations. You can also check out the companion blog post.
https://github.com/praetorian-inc/trajan
#cicd
A multi-platform CI/CD vulnerability detection and attack automation tool for identifying security weaknesses in pipeline configurations. You can also check out the companion blog post.
https://github.com/praetorian-inc/trajan
#cicd
👍3🔥2❤1
🔶 Pentesting a pentest agent - Here's what I've found in AWS Security Agent
A researcher pentested AWS Security Agent, finding 4 issues: DNS confusion enabling unauthorized domain pentesting, a full reverse shell/container escape chain to host root + AWS credentials via prompt injection, unnecessary destructive actions (e.g., DROP TABLE probes, exploit-based cleanup deleting /etc/crontab), and unredacted secrets in pentest reports.
https://blog.richardfan.xyz/2026/03/14/pentesting-a-pentest-agent-heres-what-ive-found-in-aws-security-agent.html
#aws
A researcher pentested AWS Security Agent, finding 4 issues: DNS confusion enabling unauthorized domain pentesting, a full reverse shell/container escape chain to host root + AWS credentials via prompt injection, unnecessary destructive actions (e.g., DROP TABLE probes, exploit-based cleanup deleting /etc/crontab), and unredacted secrets in pentest reports.
https://blog.richardfan.xyz/2026/03/14/pentesting-a-pentest-agent-heres-what-ive-found-in-aws-security-agent.html
#aws
🔥2❤1👍1