Research & news

Fine-tuning small language models on up to 24 tasks at once left per-task accuracy intact and improved transfer to unseen tasks by as much as 10.8 points.

Hercules, Dream's on-premises AI vulnerability-research model, ranked #1 globally — built so defenders never send code to external frontier providers.

What gives state intelligence operations their edge isn't technical sophistication — it's a large specialized workforce. AI is now replacing that back office.

Open-weight models, mature agentic harnesses and cheap compute have put frontier-adjacent intrusion capability within reach of almost any operator.

Dream, the National Sovereign AI company, joined the NVIDIA-led Open Secure AI Alliance alongside Microsoft, IBM, Cisco and CrowdStrike.

Autonomous cyber operations have crossed from theory into practice. Amir Becker on machine-speed offense, attribution collapse, and the case for sovereign AI.

Reading a classification label straight from an LLM's logits in one forward pass runs 8-40x faster than generative classification, with no accuracy cost.

As Gulf states activated civil-defense sirens, Dream researchers found an Android app impersonating an official alert tool to turn phones into listening posts.

Dream reaches $3 billion valuation, building the sovereign AI infrastructure that governments fully own.

The DREAM Security Research Team has identified a critical security vulnerability in Samba's Group Policy certificate auto-enrollment extension.

UAE’s focus shifts from AI adoption to securing national digital control

Dream's research team found four vulnerabilities in ScadaBR 1.2.0, an open-source SCADA platform, allowing unauthenticated remote code execution.