🤖 Your AI agent fixed the bug, but what else did it change?

Trail of Bits released patching-bugs and regression-hunt, agent plugins for reproducing bugs, developing fixes, and detecting regressions via live PoCs. regression-hunt yields 25% fewer false positives than a baseline Codex prompt, but confidently reports fewer known regressions.

https://blog.trailofbits.com/2026/10/21/your-ai-agent-fixed-the-bug-but-what-else-did-it-change

#AI

Kube API не отвечает, LoadBalancer не пропускает трафик, DNS не резолвит, исходящие запросы не уходят. Причина обычно кроется на стыке облачной сети и кластера, и найти её без понимания всей цепочки сложно.

3 ноября в 12:00 Роман Ерема, разработчик в команде Managed Kubernetes MWS Cloud Platform, на практике покажет:
⏺️как взаимодействуют сеть облака, CNI и сеть Kubernetes
⏺️как работают SNAT и Source IP
⏺️когда нужен externalTrafficPolicy: Local и почему при нём может не проходить health check
⏺️как диагностировать проблемы на реальных кейсах (live-demo)

Все участники получат чек-лист для проверки доступности.

Полезно инженерам, разработчикам и специалистам по сетям и облачной инфраструктуре.

🗓 3 ноября в 12:00

Регистрируйтесь по ссылке

🤖 I Gave 14 LLMs AWS Keys. Here’s What They Wanted to Do Next

What models propose after a cloud compromise, and the detections we can build from it.

https://medium.com/@adan.alvarez/i-gave-14-llms-aws-keys-heres-what-they-wanted-to-do-next-48585761a11b

#AI

🔴 Introducing new scalable perimeter options with VPC Service Controls

Google Cloud added folder membership to VPC Service Controls perimeters, so contained projects inherit policy. Ingress/egress rules now accept folders, organizations, and Private Service Connect endpoints.

https://cloud.google.com/blog/products/identity-security/introducing-new-scalable-perimeter-options-with-vpc-service-controls

#gcp

🤖 AI in cyber security problems

NCSC chapter on AI in cyber security covers autonomous cyber defence, AI system security, and national-scale resilience. Agentic AI offers defenders scale but adds risks, as threat actors already use AI.

https://www.ncsc.gov.uk/collection/problem-book/ai-cyber

#AI

🔴 Inside Agent Compute Engine: Building the compute foundation for the agentic era

Agent Compute Engine gives each AI agent a hardware-isolated microVM with container-like speed and no in-sandbox credentials. An external Agent Gateway swaps in credentials, idle agents are checkpointed, and memory is deduplicated via DAX and copy-on-write.

https://cloud.google.com/blog/topics/ai-infrastructure/agent-compute-engine-deep-dive

#gcp

🤖 Cross-request KV cache exposure in the GLM-5.3 Workers AI model, and our remediation with SGLang

A configuration mismatch in GLM 5.3 on Workers AI triggered an SGLang bug that exposed KV cache pages across requests. Here is how Cloudflare addressed the issue.

https://blog.cloudflare.com/kv-cache-exposure-remediation

#AI

🚨 Broccoli2shell: Everything You Need To Know About The Critical Brotli Decoder Vulnerability

Detect and mitigate CVE-2026 111497, a critical Brotli decoder vulnerability enables remote code execution.

https://www.wiz.io/blog/cve-2026-111497-brotli-rce-node-js

#CVE

🤖 Securing our frontier model training environment

OpenAI's post which describes how they secure the environments used to train and evaluate frontier models.

https://openai.com/ru-RU/index/securing-our-frontier-model-training-environment

#AI

🔴👩‍💻 A Security Constitution at Work

A "Security Constitution" (12 principles, 11 lessons, 13 trust anchors) guides an LLM harness to find insecure-by-design cloud flaws, meaning missing controls. It produced 109 filings across three clouds, and the article walks through five GCP and Azure cases.

https://kattraxler.cloud/a-security-constitution-at-work

#gcp #azure

🤖 The Rise of LLMJacking: How Threat Actors Monetize Compromised Cloud and Model Resources

Mandiant and GTIG describe LLMJacking attacks that use stolen cloud identity tokens and API keys. Attackers escalate privileges, then resell the access through "LLM Mixers". Charges have reached $1 million. The article gives detection guidance and mitigations such as least privilege, secret scanning, quotas and MFA.

https://cloud.google.com/blog/topics/threat-intelligence/llmjacking-monetizing-compromised-cloud-models

#AI

🤖 "Black October" for AI Developer Platforms

Wiz reports at least nine AI developer platforms disclosed October 2026 incidents, several attributing root causes to credential access. Wiz observed downstream LLMJacking of enterprise keys, with ~800k and ~1.7M Bedrock calls, plus resale operators testing stolen keys.

https://www.wiz.io/blog/black-october-for-ai-developer-platforms

#AI