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News
DeepSeek Unveils V4.1-Flash Model with Architectural Upgrades, Price Cuts Ahead of Shanghai IPO
3+ day, 21+ hour ago (538+ words) DeepSeek announced on Thursday the launch of DeepSeek-V4.1-Flash, an artificial intelligence (AI) lightweight model that outperforms its own flagship on coding and software agent tasks at a fraction of the operating cost. The open-weights release comes as the lab…...
Perplexity Open-Sources Lily, a Metal-Driven Local Runtime for Apple Silicon
5+ day, 17+ hour ago (657+ words) TL;DR — Key Takeaways AI search company Perplexity has released a runtime engine, called Lily, that allows macOS users to run foundational models against their own files and processes much more quickly–while using fewer cloud tokens and better guarding…...
Why Most AI Agent Deployments Fail, and What Actually Works
3+ week, 2+ hour ago (586+ words) TL;DR — Key Takeaways Most AI agent deployments don’t fail because of the model. They fail because of everything around it: The wrong workflow chosen first, the metrics that never got defined, the governance nobody built. I’ve watched this play…...