not much happened today

**Moonshot AI** released **Kimi Linear (KDA)** with day-0 infrastructure and strong long-context metrics, achieving up to **75% KV cache reduction** and **6x decoding throughput**. **MiniMax M2** pivoted to full attention for multi-hop reasoning, maintaining strong agentic coding performance with **200k context** and **~100 TPS**. **ByteDance**, **Princeton**, and **Mila** introduced **Looped LLMs** showing efficiency gains comparable to larger transformers. **OpenAI**'s **Aardvark (GPT-5)** entered private beta as an agentic security researcher for scalable vulnerability discovery. **Cursor** launched faster cloud coding agents, though transparency concerns arose regarding base-model provenance. **Cognition** released a public beta for a desktop/mobile tool-use agent named Devin. The community discussed advanced attention mechanisms and adaptive compute techniques.