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not much happened today

**Frontier API vulnerability** revealed exposure of hidden reasoning traces including sensitive data like **62 unique API keys** and **33 passwords**, raising privacy and operational-security concerns. Discussions highlighted the risks of public trace sharing and challenges in monitoring terse or multilingual chain-of-thought (CoT) outputs. Concurrently, debate on **AI text watermarking** under EU compliance pressure surfaced, with concerns about output bloat versus subtle signature embedding. **NVIDIA released Nemotron 3.5 Lightning**, a **30B MoE model** with **3B active parameters**, offering up to **4× throughput**, **1M context window**, and strong agentic performance metrics, distributed rapidly across platforms like **Together AI**, **Ollama**, and **Baseten**. This marks a significant push in small open agent models with customizable release artifacts on Hugging Face.
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