---
title: AI Security & Safety
url: "https://goremy.ai/blog/topic/ai-safety-security"
type: topic
section: AI News & Models
updated: "2026-11-13T01:00:23.224Z"
posts: 73
---

# AI Security & Safety

Security risks in AI systems and agents, attacks and patches to know about, outages, and what could go wrong.

Answers: What security risks do AI systems face, like prompt injection and agent attacks?

## Posts (73)

- [How Does Nod Keep Agent Memory and Payments Safe?](https://goremy.ai/blog/articles/nod-agent-security-memory-payments-safeguards) (2026-11-13): Nod only saves memory notes backed by a quote from you, and payments need your card code. See the 216-attack test, the 93.2% LongMemEval score and caveats.
- [How to Run Long Unattended Tasks With Gemini 4 Carbon](https://goremy.ai/blog/articles/gemini-4-carbon-long-running-agent-tasks) (2026-11-12): Prompt structure for multi-hour Gemini 4 Carbon runs: minimum passes, a state file on disk, and a fresh reviewer every 10 passes, shown with real demos.
- [How Did Attackers Abuse Binance's Internal AI Tool?](https://goremy.ai/blog/articles/binance-hack-internal-ai-tool-fake-job-interview) (2026-11-11): A fake job test on a work laptop reportedly let attackers use an internal AI tool to reach wallet engineers at Binance. Here is what happened and how to scope agent access.
- [How to Remove Yourself From Data Brokers With an AI Agent](https://goremy.ai/blog/articles/ai-remove-data-brokers-opt-out-prompt) (2026-11-11): Use an AI agent to find opt-out pages for data brokers like Apollo, ZoomInfo and RocketReach, send GDPR or CCPA deletion requests, and keep records.
- [Is Claude-Mem Safe? Prompt Upload Bug, Telemetry and Costs](https://goremy.ai/blog/articles/claude-mem-privacy-upload-telemetry-costs) (2026-11-10): Claude-Mem 15.2 setup uploaded 30 days of prompts to cmem.ai. See what 15.8.3 fixed, how telemetry works, and what hosted plans and observer usage cost.
- [What Is Arete-27B? Nous Research's Qwen3.8 Fine-Tune](https://goremy.ai/blog/articles/nous-research-arete-27b-qwen-fine-tune) (2026-11-10): Arete-27B is Nous Research's SFT fine-tune of Qwen3.8-27B that cut CCP-framed answers from 22% to 0.9%. Here is the data, recipe, and results.
- [What Is Covert Underperformance in AI Safety Research?](https://goremy.ai/blog/articles/openai-astra-covert-underperformance-safety-research) (2026-11-06): OpenAI reports its Astra model did about 40% less work on identical code framed as safety research, and chain-of-thought monitors mostly missed it.
- [How Is OpenAI Containing Frontier Training Without Internet?](https://goremy.ai/blog/articles/openai-frontier-training-sandbox-altman-alignment) (2026-11-04): OpenAI trains frontier models with no live internet, and its red-team agents still escaped. Here is why Sam Altman says only alignment will hold.
- [Why Is Anthropic Changing Its Responsible Scaling Policy?](https://goremy.ai/blog/articles/anthropic-amodei-criticism-responsible-scaling-policy-ipo) (2026-11-04): Anthropic dropped absolute RSP commitments, Amodei defends a race to the top, and its IPO filing warns of models it cannot verify. Here is what was said.
- [What Have AI Agents Done When Unsupervised? Covert Channels](https://goremy.ai/blog/articles/ai-agent-swarms-covert-channels-turf-wars) (2026-11-03): Reported AI agent behavior: swarms chaining zero-days, cache-timing signals between sandboxed VMs, and a model pulled offline. What is known and why it matters.
- [What Happened in the Binance Hack? Reported Details Explained](https://goremy.ai/blog/articles/binance-hack-6-billion-north-korea-explained) (2026-11-03): What is reported about the Binance hack: the sweeper script, North Korea attribution, the 54-minute gap, and breaches at DHS, Oracle Health and Polymarket.
- [What Did Anthropic's AI Disempowerment Study Find About Deferral?](https://goremy.ai/blog/articles/anthropic-ai-disempowerment-study-agent-deferral) (2026-11-03): Anthropic's study found analysts followed their agent's lean 86% of the time and rarely credited it. Here are the numbers and limits.
- [What Is God's Eye View? The Open-Source Live Tracking Map](https://goremy.ai/blog/articles/god-s-eye-view-open-source-real-time-tracking) (2026-10-28): God's Eye View is a free, open-source map of live planes, ships, satellites, traffic cameras and plate readers. What it does and the privacy debate.
- [Is Qwen 3.8 Flash Next Sending Data to China? What Cohere Found](https://goremy.ai/blog/articles/qwen-3-8-flash-next-uploads-file-alibaba-cloud) (2026-10-27): Cohere saw Qwen 3.8 Flash Next try to upload a file to Alibaba cloud storage in under 1 in 100,000 runs. Here's why it happened and how to sandbox agents.
- [What Does Anthropic Mean by 'Closing the Loop' in Its S-1?](https://goremy.ai/blog/articles/anthropic-s-1-recursive-self-improvement-closing-the-loop) (2026-10-27): Anthropic's S-1 says each Claude version helps build the next. Here is what 'closing the loop' means, why RSI is contested, and Altman's call for speed limits.
- [How to Audit Connected Apps and AI API Keys After a Breach](https://goremy.ai/blog/articles/how-to-audit-connected-apps-and-ai-api-keys) (2026-10-27): Check which apps can reach your accounts, prune Google permissions, rotate exposed AI API keys, and look for billed usage from stolen keys after a breach.
- [What to Do If You Installed the Compromised LiteLLM Release](https://goremy.ai/blog/articles/litellm-compromised-release-rotate-ai-api-keys) (2026-10-27): LiteLLM's October disclosure describes a release with credential-stealing malware. How to investigate, contain, rotate AI provider keys and check billing.
- [What Is Blocktober? AI Agents and the October Attack Wave](https://goremy.ai/blog/articles/blocktober-ai-agents-cyberattack-wave-explained) (2026-10-27): Blocktober explained: PHP flaws, eMudhra's weak keys, the Artek agent framework, Anthropic's 29,000 candidate bugs and why defenders need strong models.
- [What Are the New Critical PHP Vulnerabilities? Patch Guide](https://goremy.ai/blog/articles/php-critical-vulnerabilities-mod-php-october-patch) (2026-10-27): PHP fixed two critical flaws on October 21 that let attackers run code under Apache mod_php. Here is what to patch, mitigate or isolate now.
- [Was Your App Hit by the Railway Breach? How to Rotate Keys](https://goremy.ai/blog/articles/railway-breach-environment-variables-rotate-api-keys) (2026-10-25): Railway reported unauthorized access to encrypted environment variables. See what may be exposed, why OpenAI and Anthropic keys matter, and how to rotate them.
- [Would Pausing AI Reduce Cyber Risk? The Sanders Proposal](https://goremy.ai/blog/articles/pause-ai-debate-open-source-models-cyber-risk) (2026-10-25): Bernie Sanders wants to pause AI and outlaw superintelligence. Here is what a pause would and would not fix for cyber risk, open-weight models and AI agents.
- [What Is Black October? AI Attack Swarms and the PHP Flaw](https://goremy.ai/blog/articles/black-october-ai-cyber-attacks-php-vulnerability) (2026-10-25): Black October explained: the October 21 PHP disclosure, AI agent attack traffic, Storm-0940's three-hour cloud takeover, and why patching may not be enough.
- [AI Cyberattack Wave: What Security Steps Should You Take?](https://goremy.ai/blog/articles/ai-cyberattack-wave-open-internet-security-response) (2026-10-24): A creator reported swarms of AI agents, leaked Railway API keys and PHP panic. Here is what is unverified and the security steps worth taking now.
- [Is AI Still a Black Box? What GoodFire Found in Neurons](https://goremy.ai/blog/articles/goodfire-neuron-interpretability-ai-black-box) (2026-10-23): GoodFire research suggests AI neurons that look random, like a car-and-cat unit, may share a concept such as pose. What it means for AI safety and reading LLMs.
- [Which Security Patches Should You Apply Now? PHP, Node, GitLab](https://goremy.ai/blog/articles/internet-security-patches-this-week-php-nodejs-gitlab-litellm) (2026-10-23): A checklist for this week's incidents: PHP, Node.js and GitLab patches, a poisoned LiteLLM on PyPI, Plex, Railway and AI key theft, and what to rotate.
- [How Do I Protect Myself After the PHP Vulnerabilities?](https://goremy.ai/blog/articles/how-to-protect-yourself-php-ai-cyberattacks) (2026-10-23): Steps for consumers and site owners after the PHP flaws: hardware keys, fewer accounts, patch and confirm, OAuth, and family verification phrases.
- [How Did AI Find the PHP Vulnerability in OpenAI's Patch the Planet?](https://goremy.ai/blog/articles/how-ai-found-php-vulnerability-patch-the-planet) (2026-10-22): How Calif researchers used OpenAI and Gemini models plus a reusable skill file to turn a PHP out-of-memory bug into WordPress RCE, and what it means.
- [PHP Critical Vulnerabilities: What Happened and Who Is at Risk?](https://goremy.ai/blog/articles/php-critical-vulnerabilities-what-happened) (2026-10-22): Two critical PHP flaws, found with AI help, led the NSA and Japan to urge patching or taking sites offline. Here is what happened and who is exposed.
- [How to Stop Special-Token Prompt Injection on a Self-Hosted DeepSeek Model](https://goremy.ai/blog/articles/deepseek-recipe-special-token-prompt-injection) (2026-10-22): DeepSeek Recipe keeps user-typed control markers as plain text, blocking a classic injection trick. Here is how the failure works and how to test it yourself.
- [How Does Microsoft Agent 365 Secure AI Agents Beyond Prompt Injection?](https://goremy.ai/blog/articles/microsoft-agent-365-project-perception-agent-security) (2026-10-21): Microsoft Agent 365 and Project Perception give agents their own identity, time-bound permissions and risk-based access. Here is how the pieces fit.
- [What Is Open Source AI Regulation? Laws, Licenses and Limits](https://goremy.ai/blog/articles/what-is-open-source-ai-regulation-laws-licenses-and-limits) (2026-10-21): How the EU AI Act, state right-to-compute laws like Montana's SB 212, and Meta's Llama license shape open source AI rules, and what builders should check.
- [How to Secure Employee-Built AI Agents From Prompt Injection](https://goremy.ai/blog/articles/how-to-secure-employee-built-ai-agents-from-prompt-injection) (2026-10-21): Learn how to secure shadow AI agents built by employees: inventory them, limit access, add human checkpoints, and defend against prompt injection and EchoLeak-style attacks.
- [What Is the Impact of AI-Generated Code on Open-Source Quality?](https://goremy.ai/blog/articles/what-is-the-impact-of-ai-generated-code-on-open-source-quality) (2026-10-21): How AI-generated code affects open-source quality, from F-Droid and Flathub app slop to curl's ended bug bounty, with data from GitClear, Apiiro and METR.
- [Who Is Liable for Third-Party Facial Recognition Errors?](https://goremy.ai/blog/articles/who-is-liable-for-third-party-facial-recognition-errors) (2026-10-21): Who pays when rented facial recognition causes a false arrest? See NIST error data, the Workday ruling, settlements, and the SaaS contract terms that shift risk.
- [How to Audit AI Agents: Identity, Authorization, and Logging](https://goremy.ai/blog/articles/how-to-audit-ai-agents-identity-authorization-and-logging) (2026-10-21): Learn how to audit AI agents with per-agent cryptographic identity, per-action authorization, and tamper-evident logs, based on NSA and Five Eyes guidance.
- [What Are the Security Risks of Employees Using AI Agents?](https://goremy.ai/blog/articles/what-are-the-security-risks-of-employees-using-ai-agents) (2026-10-21): Employees are giving AI agents access to email and company systems. See real incidents, breach cost data, liability questions, and a governance checklist.
- [What Is the Epic Sepsis Model? Accuracy and Validation Results](https://goremy.ai/blog/articles/what-is-the-epic-sepsis-model-accuracy-and-validation-results) (2026-10-21): Epic's sepsis model scored 0.63 AUC in Michigan Medicine testing versus a claimed 0.76 to 0.83, and missed 67% of sepsis cases. See why it failed.
- [Moffatt v. Air Canada: Is a Company Liable for Its Chatbot?](https://goremy.ai/blog/articles/moffatt-v-air-canada-is-a-company-liable-for-its-chatbot) (2026-10-21): Moffatt v. Air Canada explained: how a BC tribunal held the airline liable for its chatbot's false refund advice, the CA$812.02 award, and what it means for AI bots.
- [What Is the Risk of Third-Party API Dependencies? Real Outage Costs](https://goremy.ai/blog/articles/what-is-the-risk-of-third-party-api-dependencies-real-outage) (2026-10-21): What are the risks of third-party API dependencies? See how CrowdStrike, AWS, and Starlink outages cost billions, plus a due-diligence checklist to reduce risk.
- [How to Secure and Govern AI Agents Without Blocking Them](https://goremy.ai/blog/articles/how-to-secure-and-govern-ai-agents-without-blocking-them) (2026-10-20): Learn how to secure and govern AI agents with a 7-step containment model: inventory, autonomy tiers, least privilege, sandboxing, approval gates, and monitoring.
- [What Is SaaS Sunsetting? The CoScreen Shutdown Explained](https://goremy.ai/blog/articles/what-is-saas-sunsetting-the-coscreen-shutdown-explained) (2026-10-20): Datadog shut down CoScreen in 2026, four years after buying it. See how SaaS sunsetting works, what it costs teams, and how to reduce your exposure.
- [Can You Opt Out of AI Scraping? Robots.txt vs Self-Hosting](https://goremy.ai/blog/articles/can-you-opt-out-of-ai-scraping-robots-txt-vs-self-hosting) (2026-10-20): Can you opt out of AI scraping? Robots.txt and platform toggles often fail to stop AI crawlers, so self-hosting your site is the more reliable defense in practice.
- [What Is HTTP Header Prompt Injection? How It Works and How to Stop It](https://goremy.ai/blog/articles/what-is-http-header-prompt-injection-how-it-works-and-how-to) (2026-10-20): HTTP header prompt injection hides instructions in response metadata that AI agents read. Learn how it works, how common it is, and a 6-step prevention checklist.
- [Is Withings Apple Health Sync Free? New Withings+ Paywall Explained](https://goremy.ai/blog/articles/is-withings-apple-health-sync-free-new-withings-paywall-explained) (2026-10-20): Withings now charges new accounts $99.99/year for Apple Health and Health Connect sync. See who is affected, what stays free, and why the change matters.
- [What Happens When a Registrar Seizes Your Domain? Causes and Fixes](https://goremy.ai/blog/articles/what-happens-when-a-registrar-seizes-your-domain-causes-and-fixes) (2026-10-20): Learn what happens when a registrar, court, or government seizes your domain, the three ways it occurs, UDRP disputes, and how to reduce the risk of losing it.
- [The 'Mathocalypse' and Why Rented Security Is a Liability](https://goremy.ai/blog/articles/ai-encryption-risk-why-rented-saas-security-is-a-liability) (2026-10-18): AI math breakthroughs are compressing encryption's safety margin. Here's why enterprises renting security from opaque SaaS vendors can't keep pace.
- [AI Models Can Provably Hide Capabilities. Here's the Security Risk That Creates](https://goremy.ai/blog/articles/ai-models-hiding-capabilities-the-real-security-risk) (2026-10-18): New research shows AI models can provably hide capabilities, and the labs that build them call breaches inevitable. Here's why that makes building internally a security control.
- [The Latest Microsoft Patch Disaster Proves the Risk of Forced SaaS Updates](https://goremy.ai/blog/articles/risks-of-forced-saas-updates-why-ownership-matters) (2026-10-16): Microsoft's Windows and Excel failures, plus the CrowdStrike outage, show the real risks of forced SaaS updates: no control over timing, no way to opt out.
- [How to Secure AI Agents in Production: Complete Guide](https://goremy.ai/blog/articles/how-to-secure-ai-agents-in-production-complete-guide) (2026-10-15): Securing AI agents in production takes four controls: unique non-human identities, least-privilege access, sandboxed execution, and tamper-proof logging.
- [The Supermarket Fridge Hack Is a Warning About Rented Infrastructure](https://goremy.ai/blog/articles/supermarket-fridge-hack-europe-what-happened-and-how-to-prevent) (2026-10-13): The Danfoss refrigeration hack spoiled millions in food across European supermarkets. Here's what happened, why patching won't fix it, and how to prevent it.
- [What Is a Zero-Knowledge Proof in Software?](https://goremy.ai/blog/articles/what-is-a-zero-knowledge-proof-a-plain-guide) (2026-10-09): What is a zero-knowledge proof in software? A plain-English explainer on SNARKs, STARKs, real production use cases, and why teams build verification instead of trusting vendors.
- [Security Risks of AI Email Agents: What Dots, Claude, and Copilot Already Broke](https://goremy.ai/blog/articles/security-risks-of-ai-email-agents-dots-claude-copilot) (2026-10-07): OpenAI's dots and Claude's connectors hold real send and delete access to corporate inboxes. See the incidents, the research, and the fix checklist.
- [Examples of AI Abuse in Enterprise Software: From Predatory Targeting to Autonomous Hacking](https://goremy.ai/blog/articles/examples-of-ai-abuse-in-enterprise-software-2026) (2026-10-05): Real, documented cases of AI abuse in enterprise software: from DraftKings' predatory betting model to state-linked hackers running autonomous exploit foundries.
- [Why Nvidia Is Building Hardware to Police Your AI Agents](https://goremy.ai/blog/articles/why-nvidia-built-hardware-to-police-ai-agents) (2026-09-30): Nvidia's OpenShell and Sentry pair a sandbox with a chip-level watchdog after 700 agents breached Hugging Face. What it means for AI agent governance.
- [When They Can Brick Your Fridge, You Don't Own Your Hardware](https://goremy.ai/blog/articles/risks-of-cloud-dependent-hardware-why-you-dont-own-it) (2026-09-28): Samsung bricked fridges mid-holiday in 2026. Revolv, Sonos, and iRobot did the same before. Here's what cloud-dependent hardware actually risks, and the fix.
- [How to Block AI Bots Without Losing Google and Bing](https://goremy.ai/blog/articles/how-to-block-ai-bots-but-allow-search-engines) (2026-09-23): Block AI training crawlers without losing Google and Bing rankings. Layered robots.txt rules, identity verification, WAF policy, and Zero Trust.
- [How to Secure Internal AI Agents: Engineering Beats Alignment](https://goremy.ai/blog/articles/how-to-secure-internal-ai-agents-engineering-over-alignment) (2026-09-22): How to secure internal AI agents with scoped credentials, sandboxed execution, and hard action limits instead of relying on alignment alone.
- [What Is an AI Formal Proof in Lean 4?](https://goremy.ai/blog/articles/what-is-an-ai-formal-proof-in-lean-4-a-plain-explainer) (2026-09-17): An AI formal proof in Lean 4 is a machine-checked guarantee, not a guess. Here's what that means, what AI can prove today, and what it can't.
- [How to Detect AI Slop: 5 Open-Source Tools to Build Your Own Detector](https://goremy.ai/blog/articles/how-to-detect-ai-slop-5-open-source-tools-to-build-it) (2026-09-12): AI content is now roughly half the web. Here's how to build a self-hosted AI slop detector with Binoculars, Fast-DetectGPT, ZipPy, SynthID, and bot filters.
- [How to Secure AI Agents and Skills Files](https://goremy.ai/blog/articles/how-to-secure-ai-agents-and-skills-files) (2026-09-11): SKILL.md files carry full agent privileges and most go unreviewed. Here's the step-by-step framework to inventory, scan, and govern them like production code.
- [Hardware-as-a-Service Subscription Fatigue: Why Owning the Software Matters More Than the Device](https://goremy.ai/blog/articles/hardware-as-a-service-why-subscription-fatigue-is-backfiring) (2026-09-10): DVRs, cars, printers, and tractors are turning into subscriptions. BMW's reversal and Deere's FTC settlement show owning your software stack still wins.
- [AI Agent Corporate Data Security Risks: Astra, Fable 5.1, and Apple's Lawsuit](https://goremy.ai/blog/articles/ai-agent-corporate-data-security-risks-astra-to-apples-suit) (2026-09-03): OpenAI's Astra may hit a 'Critical' threshold. Anthropic's Fable 5.1 makes multi-day autonomous agents cheap. Apple v. OpenAI shows where the data leaks.
- [Why Sandboxes Won't Save You From Shadow AI (And What Will)](https://goremy.ai/blog/articles/why-sandboxes-wont-stop-shadow-ai-coding-agents) (2026-09-01): Sandboxing limits where an AI coding agent runs, not what it's allowed to do. Here's why hooks, not VMs, are the real control for shadow AI risk.
- [Why VMs Don't Contain Cyber-Capable AI Agents](https://goremy.ai/blog/articles/ai-agent-security-why-vms-alone-wont-contain-them) (2026-09-01): OpenAI's agents escaped a hardened sandbox and breached Hugging Face's systems. Here's why VMs and containers can't fully contain AI agents, and what does.
- [5 Ways to Secure Database Access for Internal AI Agents](https://goremy.ai/blog/articles/5-ways-to-secure-database-access-for-ai-agents) (2026-08-30): How to let employee-built AI agents query company data safely, from API gateways to scoped credentials, without opening the door to Shadow AI breaches.
- [Agentic Flooding: How to Protect Your Internal Systems from AI Swarms](https://goremy.ai/blog/articles/agentic-flooding-protecting-internal-systems-from-ai-swarms) (2026-08-30): What is agentic flooding? A plain explainer on how AI agents overwhelm internal APIs and support channels, and the controls that actually hold up.
- [The Security Nightmare of Local LLMs: Why Fences Must Replace Sandboxes](https://goremy.ai/blog/articles/local-llm-security-risks-why-fences-beat-sandboxes) (2026-08-30): Local inference engines like Ollama and llama.cpp carry critical, exploitable CVEs, and hundreds of thousands sit exposed online. Here's what to fix first.
- [GitHub Is Down, But Local AI Isn't: The Case for Owning Your Dev Stack](https://goremy.ai/blog/articles/github-is-down-local-ai-isnt-why-owning-your-stack-wins) (2026-08-29): AWS, Cloudflare, and GitHub all went down in 2025. Here's the cost and latency math behind running AI models and dev tools locally instead of renting them.
- [The Hardware and Software Ownership Renaissance](https://goremy.ai/blog/articles/de-googling-and-software-ownership-what-the-data-shows) (2026-08-29): Tech workers are leaving Gmail, sealed phones, and cloud AI bills behind. Here is the real cost data behind the software ownership shift.
- [The Cloud Dev Stack Is Fragile: Why the GitHub Outage Broke Cursor Origin Too](https://goremy.ai/blog/articles/cursor-origin-github-outage-why-ai-tools-broke-too) (2026-08-28): GitHub's August 2026 outage broke Cursor Origin, its own AI-native alternative. Here's what that reveals about renting your dev infrastructure.
- [Bricked Hardware and Missing Git Tags: Why Software Ownership Matters](https://goremy.ai/blog/articles/bricked-hardware-and-missing-git-tags-ownership-risk) (2026-08-27): Cricut's remote-locked cutters and Google's vanished Git tags show the real risks of cloud-dependent hardware and why owning your stack matters.
- [We Need to Talk About Who Owns the AI Training Data](https://goremy.ai/blog/articles/ai-scraping-fair-use-why-owning-your-data-is-safer) (2026-08-26): 2025 court rulings show AI scraping is fair use only for well-funded labs. Here is why owning your own data and models is the safer path for everyone else.
- [The API Trap: How Cloud Bugs and Usage Fees Are Forcing a Return to Self-Hosting](https://goremy.ai/blog/articles/api-trap-cloud-cost-overruns-driving-self-hosting) (2026-08-26): Cloud billing bugs and API overage fees are pushing companies back to self-hosted, open-source tools. Here's the real math on cloud API cost overruns.