Devi Devs @Devi__Devs
I build AI systems that won't get you fined. CEO @DeviDevs | EU AI Act | MLOps | AI Security | Bucharest devidevs.com Bucharest, Romania Joined January 2022-
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has anyone been able to reliably prompt inject a ai voice agent?
Necessity is underselling it. For any company shipping AI into production, security is not a future add-on, it is the part that decides whether the system survives contact with a real adversary. The model is the easy 20 percent.
Catalyst name. 💻🛡 $AIAI Targeting a $90B+ AI Security Market. As AI adoption accelerates worldwide, AI security is becoming one of the industry's fastest growing opportunities, with the global AI cybersecurity market projected to reach $90B+ by 2030. A major catalyst for
Semantic Layer の実装には乗り気でなかったが、ちょっとずつ事業と向き合う目線が引き上がってきたので、オントロジーとセットで必要性を感じてきた今日この頃。いや〜やるしかです / データエンジニアこそ組織のオントロジーに向き合うべき｜harry zenn.dev/dely_jp/articl… #zenn
A team spent six weeks hardening their inference API. The model weights sat in a public bucket the whole time. Full dev-to-production AI security checklist: devidevs.com/blog/ai-model-…
We doubled the GPU budget to fix inference latency. Real bottleneck: a 200ms sync database call. The model never needed more compute. Most ML cost problems aren't model problems.
@alexabelonix Appreciated. The retention policy question is the one nobody wants on the procurement form yet.
Anthropic shipped a Compliance API + 28 Claude integrations. Conversation content and activity logs now programmatic. Security teams ducked this for 18 months. Now procurement asks: what's your retention policy on LLM transcripts?
An auditor asked which model version was in prod last March. The team had three answers and could prove none. A model registry is the difference between a story and a record. devidevs.com/blog/mlops-mod…
Client called: our fraud model is misfiring. When did you last validate it? Silence. Deployed 14 months ago. 94% accuracy at launch. 71% now. Nobody checked drift. Deploy day is not done day.
Model leaderboard churn is mostly noise for teams shipping product. What matters is whether your stack can swap models without rewriting everything around them. Lock-in at the model layer is the real risk, not which benchmark won this week. x.com/SemiAnalysis_/…
Not every workflow needs a chatbot. Most enterprise AI value sits in fields: renewal dates, invoice amounts, SLAs, risk categories. LightOn Console /extract takes a schema and returns typed fields, ready to use. One API. Three endpoints. Free tier.
🛡️ New ChatGPT Lockdown Mode to Mitigate Prompt Injection & Data Exfiltration Attacks Source: cybersecuritynews.com/chatgpt-lockdo… OpenAI has released ChatGPT Lockdown Mode, a new security feature designed to limit outbound network access and reduce the risk of data exfiltration from prompt-injection attacks. The feature is now available to eligible personal accounts, self-serve ChatGPT Business users, and managed enterprise workspaces. Lockdown Mode does not prevent prompt injections from entering the model's context. A malicious payload embedded in a cached webpage, an uploaded PDF, or any other ingested content can still influence model behavior and response accuracy. #cybersecuritynews
Someone asked to be forgotten under GDPR. Then legal asked: is their data in the model weights? Deleting a row is easy. Un-training a model is not. devidevs.com/blog/gdpr-ai-s…
My current advice on AI agent security is to avoid these agent firewalls / ai runtime security products. If an action is dangerous enough that you can identify it from the action itself, then you could have prevented it with permissions and sandboxing.
When your AI pipeline reroutes on failure, ask one question: where does our data actually go now, and did legal approve that provider? Most teams cannot answer. Silent failover is a compliance incident in waiting, not just an uptime blip.
@NotionStatus This is the multi-cloud AI dependency problem made visible. When your AI pipeline goes down, you reroute - which means enterprise data is now flowing through a provider your security team may not have reviewed. A service outage is one thing. A silent provider switch under live
Using an AI tool to screen CVs? The EU AI Act calls that high-risk. Logging, human oversight, candidate transparency now required. Romanian employer guide: devidevs.com/blog/eu-ai-act…
GDPR: up to 4% of global revenue. CCPA: ~$7,500 per record. Same data, very different blast radius. GDPR vs CCPA vs LGPD, mapped side by side: devidevs.com/blog/data-priv…
Two years ago I'd have called this hypothetical. An AI agent compromised a real AI platform last month. AWS keys, SSH, in under an hour. Zero humans on the attacker side. Article 14 just got real.
📢 ISO/IEC 42001 is now live and is the first international standard for AI management systems. For companies that are ISO 27001-certified, ISO 42001 is the natural next step. If you're interested in certifying your AI operations to align with the EU AI Act, we can help you achieve your goal.
When Mandia and Stamos both sound the alarm at the same table, that is the threat model updating in real time, not hype. The teams treating AI security as a 2027 problem are the ones who end up writing the incident report.
Kevin Mandia, Alex Stamos, and Morgan Adamski just dropped a blunt warning at RSAC 2026: The next two years will be “insane.” Why: - AI finds vulnerabilities exponentially faster than defenders can patch - Exploits trail AI bug-finding by only 6–12 months - Open-source models
Barto.base.eth @bartofrenchking
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⚵ ResidentCosmos �... @residentcosmos
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greysupport.co @greyfinance_EA
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TechGangsta! ⛅️ @tech_gangsta
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Frau Ka ist irritiert... @Irritierte
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