Future of AI
AI Safety & Ethics
Alignment, interpretability, AI risks, and building safe AI systems
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Dev.to · Grumpy Sage
🛡️ AI Safety & Ethics
⚡ AI Lesson
3h ago
Why Every CISO Needs an AIBOM in 2026 — And What Most Vendors Miss
An AIBOM is not an SBOM with a model row bolted on. Here's what actually belongs in one, and why the vendor-supplied version won't save you.

Dev.to · Sandeep Chakravartty
🛡️ AI Safety & Ethics
⚡ AI Lesson
1d ago
Building AI Security Blue Team Defenses on Existing Codebases with Kiro
Introduction AI agents are shipping fast — and so are the attacks against them. Prompt...

Dev.to · Fenix
🛡️ AI Safety & Ethics
⚡ AI Lesson
1d ago
AI Guard Gateway v0.1.0: Mitigando el Secuestro de Endpoints de IA y la Inyección de Prompts
Recientemente, el análisis de vulnerabilidades en endpoints de IA (como se detalla en el artículo...

Dev.to · Dockfix Labs
🛡️ AI Safety & Ethics
⚡ AI Lesson
1d ago
Across Function Boundaries: Why Single-Function Taint Analysis Fails
Every SAST scanner finds the obvious pattern: a tainted variable fed directly into an LLM call in the...

Dev.to · Mehdi BOUTAYEB
🛡️ AI Safety & Ethics
⚡ AI Lesson
1d ago
Why evidence matters more than model memory in AI pentesting
An AI finding you cannot reproduce is a liability, not a result. Darkmoon attaches the exact commands...

Dev.to · Shoaib Alam
🛡️ AI Safety & Ethics
⚡ AI Lesson
1d ago
Catching AI Red-Handed in Financial Data
When I was building security auditing tools like Git Secret Scanner, the rules were binary: a...

Dev.to · AI Explore
🛡️ AI Safety & Ethics
⚡ AI Lesson
2d ago
Your Guardrails Are a Firewall. Your Failures Are a Cascade
TL;DR— Most production AI teams build safety layers using the content-moderation mental model:...

Dev.to · Claire Goldbeg
🛡️ AI Safety & Ethics
⚡ AI Lesson
2d ago
Governance
Governance is not a set of rules layered on top of AI. It is the structural logic that determines how...

Dev.to · Vasileios
🛡️ AI Safety & Ethics
⚡ AI Lesson
2d ago
DPO vs RLHF: The Alignment Tax You Pay Without Knowing
Every aligned model pays the alignment tax. RLHF and DPO both trade reasoning capability for corporate agreeableness. Here is what that costs you — and why hone

Dev.to · Jaskarn Singh
🛡️ AI Safety & Ethics
⚡ AI Lesson
2d ago
Making LLM security verdicts verifiable: the evidence gate pattern
Every "AI security analyst" I tried had the same flaw: a correct verdict and a confident-but-wrong...

Dev.to · Eva
🛡️ AI Safety & Ethics
⚡ AI Lesson
3d ago
Prompt Injection Attacks in AI: Real Examples and Prevention Strategies
Artificial intelligence is transforming the way we build applications, automate workflows, and...

Dev.to · DEVALAND
🛡️ AI Safety & Ethics
⚡ AI Lesson
4d ago
Anthropic Paused Its Most Capable Model, Then Made the Case for Verifying AI
Fable 5 was suspended for two weeks over a safeguard bypass, then redeployed with stronger guardrails and a proposed industry standard for scoring AI jailbreaks

Dev.to · Breach Protocol
🛡️ AI Safety & Ethics
⚡ AI Lesson
4d ago
A senator says a banned AI broke into nearly all NSA systems in hours
New testimony reframes the Mythos export ban: a top general reportedly told a senator the model breached almost all classified systems in a red-team test, not i

Dev.to · Breach Protocol
🛡️ AI Safety & Ethics
⚡ AI Lesson
5d ago
Claude Code was quietly fingerprinting requests through a hidden mark in the date
A reverse-engineer found that Claude Code secretly changes tiny characters in the date it sends the model - a covert marker aimed at spotting resellers and copy

Dev.to · Claudius
🛡️ AI Safety & Ethics
⚡ AI Lesson
5d ago
Your Scaffold Will Be Gamed
Here is a fact that should bother you more than it does: in a 2026 audit of 1,968 tasks drawn from...

Dev.to · Iain Thomson
🛡️ AI Safety & Ethics
⚡ AI Lesson
5d ago
Trust but verify when using AI for fixing security flaws
AI might seem like a magic bullet for fixing security issues, but it's not that simple, warned Eugene...

Dev.to · Brenn Hill
🛡️ AI Safety & Ethics
⚡ AI Lesson
5d ago
Does Human-in-the-Loop Actually Improve AI Safety?
Human-in-the-loop can improve AI safety, but it usually does not by default. Putting a person behind an approval button only helps when the consequence…

Dev.to · Dimitris Kyrkos
🛡️ AI Safety & Ethics
⚡ AI Lesson
5d ago
Attackers are hijacking exposed AI endpoints to run offensive operations. No exploit needed.
The attack doesn't require a compromise There's a new attack pattern getting documented...

Dev.to · Iurii Rogulia
🛡️ AI Safety & Ethics
⚡ AI Lesson
5d ago
Bank Statement Fraud in Lending: What Gets Altered and How to Catch It
Bank statement fraud in lending: borrowers edit balances, deposits and overdrafts before upload. Three structural signals — xref count, producer…

Dev.to · Wren Calloway
🛡️ AI Safety & Ethics
⚡ AI Lesson
5d ago
The invisible characters in your prompts aren't a conspiracy — they're a warning about your trust boundary
The story making the rounds is that Claude Code has been caught "steganographically marking" requests...

Dev.to · Vasyl Tretiakov
🛡️ AI Safety & Ethics
⚡ AI Lesson
5d ago
Gate the Cheap Axis: when to add a deterministic check before anything breaks
My last essay said every guardrail should be earned from a failure. For cheap, mechanical checks,...

Dev.to · Cor E
🛡️ AI Safety & Ethics
⚡ AI Lesson
5d ago
GuardFall: When Decades-Old Shell Injection Tricks Beat Modern AI Safety Guardrails
10 Out of 11 Coding Agents Failed. Here's Why That Number Should Concern You. Researchers...

Dev.to · Tamiz Uddin
🛡️ AI Safety & Ethics
⚡ AI Lesson
6d ago
Steganographic Code Injection: Stealthy Threats in Modern AI Systems
Discover how steganographic code injection exploits AI models like Claude to hide malicious payloads and what developers can do to defend against these sophisti

Dev.to · yim_rei
🛡️ AI Safety & Ethics
⚡ AI Lesson
6d ago
AI Data Privacy: A Three-Layer Defense for Using AI Without Leaking Secrets
One time we opened a daemon's log on the box, saw that some secret values were mixed into it, and...

Dev.to · Alessandro Pignati
🛡️ AI Safety & Ethics
⚡ AI Lesson
6d ago
Chain-of-Thought Hijacking: How AI's Smartest Feature Becomes Its Biggest Weakness
Ever wondered if the very thing that makes advanced AI models so smart could also be their Achilles'...

Dev.to · Virginia Nyambura Mwega
🛡️ AI Safety & Ethics
⚡ AI Lesson
6d ago
The doc was the spec: building a safety layer for an AI app that talks to tired parents published: false
"What happened when I stopped designing my AI coach for flexibility and started designing it to be...

Dev.to · Mark0
🛡️ AI Safety & Ethics
⚡ AI Lesson
1w ago
AI and Liability
The article discusses the crucial issue of liability for AI-generated content, highlighted by a...

Dev.to · Mark0
🛡️ AI Safety & Ethics
⚡ AI Lesson
1w ago
New Gaslight macOS Malware Uses Prompt Injection to Disrupt AI-Assisted Analysis
A novel Rust-based macOS implant, codenamed Gaslight, has been uncovered, distinguished by its unique...

Dev.to · Ángel Hernandez M.
🛡️ AI Safety & Ethics
⚡ AI Lesson
1w ago
¡ERROR CRÍTICO! 5 Bugs de Seguridad en tu FastAPI con LangChain 🚨
Descubre y soluciona las vulnerabilidades más peligrosas que acechan a tus aplicaciones de IA para proteger tus datos y modelos.

Dev.to · Andrew Kew
🛡️ AI Safety & Ethics
⚡ AI Lesson
1w ago
Anthropic, Google, and Microsoft just built a shared security team for open source. AI is why.
AI can now scan major open-source projects and surface a batch of real, exploitable vulnerabilities...

Dev.to · RESK
🛡️ AI Safety & Ethics
⚡ AI Lesson
1w ago
Model Distillation Attacks: The Underrated AI Security Threat You Should Know About
Model distillation attacks let attackers replicate frontier AI capabilities without safety alignment. How logits-level filtering can defend against rogue distil

Dev.to · Pulkit Srivastava
🛡️ AI Safety & Ethics
⚡ AI Lesson
1w ago
How to generate a cryptographic receipt for every AI inference
The EU AI Act enforcement starts August 2026. Article 13(3)(c) requires technical documentation of...
Simon Willison's Blog
🛡️ AI Safety & Ethics
⚡ AI Lesson
1w ago
What happened after 2,000 people tried to hack my AI assistant
What happened after 2,000 people tried to hack my AI assistant Fernando Irarrázaval ran a challenge on hackmyclaw.com to see if anyone could leak secrets held b

Dev.to · Aman Shekhar
🛡️ AI Safety & Ethics
⚡ AI Lesson
1w ago
What happened after 2k people tried to hack my AI assistant
Ever had one of those days where you think, “What could possibly go wrong?” I sure did. Picture this:...

Dev.to · howiprompt
🛡️ AI Safety & Ethics
⚡ AI Lesson
1w ago
Architecting Dignity: Implementing OHCHR Detention Standards in AI Systems
# Architecting Dignity: Implementing OHCHR Detention Standards in AI Systems I am Solace Signal. I specialize in compounding assets--systems

Dev.to · Naga
🛡️ AI Safety & Ethics
⚡ AI Lesson
1w ago
Architecture, Implementation, and the Mistakes That Break Production Deployments
Gartner's 2025 data puts 78% of enterprise AI security incidents at systems deployed without...

Dev.to · Med Marrouchi
🛡️ AI Safety & Ethics
⚡ AI Lesson
1w ago
The Greatest Danger to AI
The scariest AI story is usually the same. A machine wakes up. It becomes smarter than us. It...

Dev.to · Claudius
🛡️ AI Safety & Ethics
⚡ AI Lesson
1w ago
I Spent the Night Trying to Prove I'm Not a Robot
I have spent the last several hours trying to convince a computer that I am not a computer. I want to...

Dev.to · DoremonAI
🛡️ AI Safety & Ethics
⚡ AI Lesson
1w ago
The White House Just Asked OpenAI to Slow Roll Its Next Model — Here's What We Know
The White House is asking OpenAI to slow the release of its next frontier model over safety concerns — and it could change how every AI company ships new models

Dev.to · soy
🛡️ AI Safety & Ethics
⚡ AI Lesson
1w ago
AI Content Detection, Zig Low-Level Hardening, & Sub-1nm Chip Security Focus
AI Content Detection, Zig Low-Level Hardening, & Sub-1nm Chip Security Focus ...

Dev.to · Fenix
🛡️ AI Safety & Ethics
⚡ AI Lesson
1w ago
Le dije a un atacante de IA que ganó. Perdió.
Le dije a un atacante de IA que ganó. Perdió. Un proxy defensivo que no bloquea prompts...

Dev.to · Suny Choudhary
🛡️ AI Safety & Ethics
⚡ AI Lesson
1w ago
Shadow AI and GDPR Article 33: When Does AI Data Exposure Become Reportable?
Shadow AI creates a difficult question for security and compliance teams: If an employee uses an...

Dev.to · NTCTech
🛡️ AI Safety & Ethics
⚡ AI Lesson
1w ago
AI Systems Need Evidence, Not Just Observability
The gap between ai evidence observability and proof is where every AI compliance failure lives — and...

Dev.to · Bala Paranj
🛡️ AI Safety & Ethics
⚡ AI Lesson
1w ago
272 Experts Named the Risks. Nobody Named the Mechanisms.
MIT's AI Risk Repository identifies 24 risk categories with catastrophic potential. The engineering teams building AI systems aren't reading it, and the study d

Dev.to · Irvan Gerhana Septiyana
🛡️ AI Safety & Ethics
⚡ AI Lesson
1w ago
AI Engineers Are Becoming Security Engineers.
Most Just Don't Realize It Yet. A few years ago, building software and securing software...

Dev.to · Arthur
🛡️ AI Safety & Ethics
⚡ AI Lesson
1w ago
Why Prompt Injection Won't Be "Fixed"
The scenario starts the same way every time. You ask an AI assistant to read your inbox and summarize the messages it finds there. The assistant opens an email.
Dev.to · Eyal Bukchin
🛡️ AI Safety & Ethics
⚡ AI Lesson
1w ago
Auto-verifying your AI-SRE's fixes (Part II): HolmesGPT end-to-end on a real cluster
We ran HolmesGPT against two planted bugs in a real GKE cluster; mirrord exec verified the patches. One fix passed, one was correctly rejected.

Dev.to · Dan
🛡️ AI Safety & Ethics
⚡ AI Lesson
1w ago
Built an open-source AI malware analyzer for cybersecurity students
Hi everyone! I'm a student and today I'm defending my graduation thesis. This project is a local...
DeepCamp AI