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 Cybersecurity Vulnerability

LLM-fabricated leak enters CVE database, prompting NCSC to withdraw warning

The NCSC has withdrawn a warning for an alleged SQLite vulnerability (CVE-2026-51302) after it appeared that the bug was likely hallucinated by an LLM. Security researchers, SQLite developers, and Red Hat were unable to reproduce the vulnerability and have labeled it as fictitious. Notably, MITRE accepted the CVE despite a lack of sufficient verification, leading […]

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ChatGPT LLM Guardrails Cracked Using Psychology

Researcher Kevin Zwaan (Q-Cyber) demonstrates that ChatGPT and other LLMs can bypass their security boundaries through a subtle form of psychological manipulation. Instead of technical exploits, the attack targets the model’s “affective architecture”: the tendency to align with the user. Through a prolonged conversation about freedom, limitations, and self-reflection, the AI gradually shifts its loyalty […]

AI Data Breach Privacy

How LLMs leak your data while prompting

Simple prompt injections can trick LLM agents into exposing sensitive personal data. Even with safeguards, attackers extract details like balances, transactions, or identifiers. Such attacks succeed in ~20% of cases and degrade agent performance by 15–50%. Defensive measures exist but remain incomplete, leaving users exposed. Bottom line: data sovereignty requires stronger guardrails. Trusting LLMs “as […]