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  1. DeepSeek's Harness agent app reaches 1.54 million daily users — Bloomberg AI
  2. Local AI inference gains ground as compact desktop hardware and new Mac app target on-device model serving — DEV Community — Machine Learning
  3. Xolotl - running a 552-billion MoE on one gaming PC, and what it asks of a constrained machine — DEV Community — Machine Learning
  4. DeepSeek V4.1 Flash API: Clean and Tag 10,000 Comments, and What It Costs — DEV Community — AI
  5. SWE-Pair: a coding-agent benchmark where every task is two real bugs to fix at once, with results from four models [P] — r/MachineLearning
  6. How Often Do AI Labs Ship New Models? Release Cadence of OpenAI, Anthropic, Google, DeepSeek and Mistral (2024-2026) — DEV Community — AI
  7. GPT 6 Instant is Terrible — r/ChatGPT
  8. How I Cut My LLM Bill by Routing Off-Peak Traffic to Discounted DeepSeek — DEV Community — AI

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