AI Compliance Solutions Technology

Ai starts thinking in “concepts” with beyond “next-token prediction”

NCP-ArchPreview introduces Next Concept Prediction (NCP), enabling language models to predict multi-token concepts alongside individual tokens. The 8.9B-parameter model was trained on 5.73 trillion tokens and reaches OLMo-3-7B’s final pretraining loss using only 51.3% of the training tokens. It achieves 1.95× faster convergence and improves downstream performance by 2.45 points, including a +5.99 gain on […]

AI Compliance Cybersecurity Privacy Surveillance

Republicans turn against ai surveillance

Republican leaders are turning against Flock Safety, the $8bn AI-surveillance company whose licence-plate cameras have spread across the US. Governors Ron DeSantis and Greg Abbott have restricted Flock cameras or their funding, citing privacy risks, government overreach and documented misuse by law enforcement. The cameras can create a searchable record of vehicle movements, while newer […]

AI Cybersecurity Ethics Privacy

Ai surveillance as police can search for people based on a description

Flock Safety allows police to continuously search camera footage using AI for individuals matching a written description, such as clothing, color, or objects. WIRED reconstructed the interface and found that officers can geofence areas and receive automatic alerts as soon as the AI detects a potential match. Although Flock is introducing new controls, such as […]

AI Compliance Cybersecurity Infrastructure Security Risk management Security

AI lowers the barrier for attacks on industrial systems

U.S. security agencies warn of active cyber threats targeting Siemens S7 PLCs, used across energy, water, manufacturing, and other critical infrastructure. Attackers are leveraging AI-generated exploits and internet scanning to identify and target exposed or poorly secured industrial control systems. AI makes ICS attacks faster and more accessible, reducing the level of specialized OT expertise […]

AI Cybersecurity Digital Identity Identity & Access Management Zero Trust

When AI agents break IAM then Identity becomes the fault line

AI agents challenge traditional IAM by acting at machine speed and scale, with unpredictable access patterns that human-centric security models weren’t designed for. Prompt injection, credential exposure and multi-agent delegation create attack paths that conventional authentication and authorization controls struggle to govern. Existing behavioral monitoring can be effectively blind to autonomous agents, while ownership, accountability, […]

AI Compliance Information Security Risk management

Open-Source AI tools are strong on security, but Governance remains human

A new study maps 21 open-source AI risk tools against 32 risk categories, including Promptfoo, Garak, PyRIT, NeMo Guardrails and Langfuse. The ecosystem performs particularly well in AI testing, red teaming, content safety, data governance and post-deployment monitoring. But major gaps remain in board oversight, regulatory compliance, legal remedies and financial/market controls, areas software alone […]

AI Cybersecurity Risk management

Africa’s cyber threat surge: where AI supercharges digital crime

Cybercrime across Africa is evolving into a highly organized, AI-enabled ecosystem, with ransomware, business email compromise (BEC), online scams, data breaches, and digital sextortion driving unprecedented financial and societal damage. AI is accelerating phishing, deepfakes, identity fraud, and cybercrime-as-a-service, while weak legislation, limited cyber capabilities, and fragmented cross-border cooperation continue to benefit criminals. Financial services, […]