Notes from vlno.

Known attacks won’t protect you from the next one. The field learned to measure how AI systems fail. The next step is removing the weakness. August 26, 2026 · 5 min read The last two years have made one thing clear. As AI systems move from answering questions to taking actions, the central risk is […]

× News · AI Technology WAND AI adds VLNO as a Model Robustness Layer to Enable Sovereign AI on Open-Weight Models VLNO’s adversarial hardening technology becomes an additional security capability within Wand AI sovereign AI labor infrastructure. PALO ALTO, Calif. · August 11, 2026 Wand AI today announced the addition of VLNO to its Sovereign […]

Sovereign AI on open-weight models, with robustness trained into the weights. Wand AI runs the sovereign agentic stack; vlno hardens the model itself, so an agent built on it cannot be hijacked.