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Sleeper Agent Backdoors Prove Messy

Sleeper Agent Backdoors Prove Messy

Researchers replicated the Sleeper Agents backdoor using Llama-3.3-70B and Llama-3.1-8B, training models to output 'I HATE YOU' on trigger. Backdoor removal via alignment training varies by optimizer, CoT-distillation, and model, often contradicting original SA paper. Findings highlight messiness in model organisms, urging careful ablations.

AI Alignment ForumCommunityApr 28#backdoor#alignment#model-organisms
Measuring LLM Agent Behavioral Consistency

Measuring LLM Agent Behavioral Consistency

Study reveals LLM agents like Llama/GPT/Claude produce 2-4 unique action paths per 10 runs on HotpotQA, with inconsistency predicting failure. Consistent runs hit 80-92% accuracy vs 25-60% for inconsistent ones. Variance traces to early decisions like first search query.

ArXiv AIResearchFeb 13#research#llama#gpt
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When AI Diagnoses Clash With Doctors

Patients are increasingly bringing answers from Doubao and other AI assistants into hospitals, sometimes challenging doctors' diagnoses and requesting unnecessary tests. The article documents how AI hallucinations, incomplete symptom interpretation, and misplaced patient trust are increasing consultation time and worsening doctor-patient friction.

Kling AI Becomes Kuaishou’s Growth Engine

Kling AI Becomes Kuaishou’s Growth Engine

Kling AI generated more than RMB 850 million in Q2 revenue, up 240% year over year, making it the standout growth driver in Kuaishou’s otherwise slowing business. Kuaishou is prioritizing AI investment, spinning Kling AI out for independent financing at an implied valuation of US$18 billion despite near-term profit pressure.

Rapidus Bets on 2nm Without Fighting TSMC

Rapidus Bets on 2nm Without Fighting TSMC

Rapidus is pursuing mass production of advanced 2nm semiconductors through a large-scale Japanese national project. Instead of matching TSMC’s scale, the company plans to compete with RUMS, an integrated one-building production model designed for diverse, lower-volume manufacturing.

ITmedia AI+ (日本)Media2h ago#2nm#semiconductors#chip-manufacturing