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Chatbot

37 stories tagged Chatbot

Conversational Risk Accumulation: New Framework Detects Hidden Dangers in Multi-Turn AI Chats
research

Conversational Risk Accumulation: New Framework Detects Hidden Dangers in Multi-Turn AI Chats

Researchers from ArXiv cs.CL have introduced a session-layer framework to detect Conversational Risk Accumulation (CRA) in multi-turn LLM systems. Unlike existing guardrails that evaluate each prompt-response in isolation, the CRA Framework tracks semantic drift, fragmented assembly of prohibited instructions, and sensitivity build-up over a dialogue. This could make future AI conversations significantly safer.

Enterprise AI adoption: Most 'agents' are just chatbots in disguise, says VentureBeat study
industry

Enterprise AI adoption: Most 'agents' are just chatbots in disguise, says VentureBeat study

A VentureBeat Pulse Research report of 101 enterprises finds that most deployed 'AI agents' are actually simple chatbot wrappers, not true autonomous agents. Anthropic's Claude leads agent orchestration adoption due to reliable multi-step execution, while enterprises deliberately build hybrid control planes to avoid vendor lock-in. Real-time fiscal control over token burn remains rare.

via VentureBeat AI#ai#enterprise#ai-agents
New Study Compares AI Refusal Steering Techniques for Safer Chat Models
research

New Study Compares AI Refusal Steering Techniques for Safer Chat Models

Researchers compared two methods for steering refusal in AI chat models: Diff-in-Means (DiM) and Iterative Nullspace Projection (INLP). The study examined five open-weight models to see if INLP can match DiM effectiveness in controlling refusal behavior, using interventions like activation addition, directional ablation, nullspace projection, and counterfactual flipping. This could lead to more robust and steerable safety mechanisms in future AI assistants.

via ArXiv cs.AI#ai#safety#research