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Nebius Is Raising the Price of Its AI Compute on Oct. 1. Here's What That Says About the Shortage.
Key PointsNebius' on-demand hourly rates for four Nvidia GPU models climb between 17% and 21% on Oct. 1.
UOPD: Uncertainty-Aware Intervention for On-Policy Distillation of Multi-Turn Agents
On-policy distillation (OPD) trains a student on its own rollouts using dense supervision from a teacher. In multi-turn environments, a mistake at a critical decision step can redirect the subsequent…
ADPTNet: Adaptive with Prescriptive Timescales Non-Linear SSM for Sequence Modelling
A central aim of neuromorphic computing is to provide a viable alternative to highly energy-intensive Transformer-based AI.
Prompt Injection Is the New SQL Injection: Building Resilient AI‑Powered Applications
Originally published on tamiz.pro . The rapid adoption of Large Language Models (LLMs) has introduced a new class of vulnerabilities that directly mirrors the legacy threats of the early web.
- Prompt injection parallels SQL injection, a new AI security threat.
- LLMs treat all input as raw text, lacking clear code/data distinction.
- Defensive strategies from SQL injection needed for resilient AI apps.
Large Language Models for Structured Clinical Data Analysis: Dual-Agent Grounding and Validation
Objective: To develop and characterize CLEAR-Med, a dual-agent framework for natural-language analysis of structured clinical data that separates SQL-based invocation from independent validation.