AI ResearchAI papers, systems and industry analysis.https://ai.kenelite.com/From Model Papers to Training Systems: How to Judge Whether an Optimization Mattershttps://ai.kenelite.com/articles/deepseek-training-systems/https://ai.kenelite.com/articles/deepseek-training-systems/A paper-reading framework for engineers that separates algorithmic and systems contributions, training cost, and reproducibility.Fri, 24 Jul 2026 00:00:00 GMTA Local AI Runtime Is More Than a Model Loaderhttps://ai.kenelite.com/articles/local-ai-runtime/https://ai.kenelite.com/articles/local-ai-runtime/On-device AI products need a runtime that brings together models, providers, resource policy, tool calls, and observability.Wed, 22 Jul 2026 00:00:00 GMTLeading Indicators That Matter in AI Industry Analysishttps://ai.kenelite.com/articles/ai-industry-signal/https://ai.kenelite.com/articles/ai-industry-signal/Look beyond funding news to track real shifts in inference pricing, developer migration, talent flows, and distribution channels.Mon, 20 Jul 2026 00:00:00 GMTFrom Reading Papers to Privy Product Decisionshttps://ai.kenelite.com/articles/building-privy-ai/https://ai.kenelite.com/articles/building-privy-ai/Turn research conclusions into model choices, on-device performance budgets, and product direction instead of stopping at summaries.Sat, 18 Jul 2026 00:00:00 GMT