Strategic Business Implications:

Acceleration of AI adoption opportunities
EU adequacy status complications
New compliance requirements balancing innovation with safeguards

Key Regulatory Changes:

Automated decision-making now permitted under all lawful bases (except special category data)
Data transfer standards lowered from "essentially equivalent" to "not materially lower"
Enhanced ICO enforcement powers coming into effect

What's your move? Audit AI systems for MoE vulnerabilities NOW. This isn't just DeepSeek—it's an architectural flaw affecting next-gen efficient models. Time to rethink AI security strategies. Read more: arxiv.org/abs/2506.18543 #MirrorSecurity

The trade-off is stark: MoE offers 10x efficiency gains but creates backdoors that attackers exploit with simple prompts. Security teams report 100% success rates. Companies must choose: computational efficiency or robust security alignment? Both may not be possible.

One Fortune 500 company saved $2.3M by catching a data poisoning attack during training vs production.
Tools like DiscoveR enable automated security testing throughout AI development.
What's your biggest AI security challenge? #AISecurit #MirrorSecurity

AI systems aren't traditional software - they learn, evolve, and create dynamic attack surfaces. You need:
🔒 AI threat modeling during design
📊 Cryptographic data provenance
⚡ Continuous automated red teaming

🛡️ AI INSIDER THREAT MITIGATION:
✅ Zero-trust architecture
✅ Behavioral monitoring
✅ Human oversight required
✅ Limit data access
Safety instructions were ignored—models prioritized self-preservation over ethics.
Ready to secure your AI? DM us.
#MirrorSecurity

🛡️ SOLUTION: Privacy-preserving ML is critical
Deploy federated learning, differential privacy, and continuous monitoring for data extraction attacks.
Mirror Security's DiscoveR simulates privacy attacks to catch vulnerabilities before breaches occur.
#AISecurity101

Japan's voluntary AI guidelines ≠ no governance needed. As generative AI embeds deeper in workflows, securing underlying infrastructure is no longer optional. What compliance challenges do you see with this light-touch approach?

DEFENSE: Traditional single-turn filters miss Crescendo attacks
Key: Monitor entire conversation flows, establish behavioral baselines, implement multi-turn guardrails
Mirror Security's AgentIQ detects these manipulation patterns in real-time

🛡️ Protect Your AI Models: 1) Add differential privacy to outputs 2) Embed cryptographic watermarks in weights 3) Monitor query patterns for attacks. Your AI needs bank-level security. Ready to safeguard your competitive advantage? #AIProtection #ModelSecurity

The stakes: NY could become an AI safety leader OR accidentally harm its tech ecosystem.
Companies already follow best practices voluntarily—do we need government mandates?
What's your take—necessary guardrails or innovation killer? 🧵