“”

“OpenAI and Perplexity recently launched their own web browsers, while Microsoft has also launched Copilot AI tools in its Edge browser, allowing users to ask chatbots questions while browsing content.”

“The model struggled to write unit tests for a simple function called interval2short() that just formats a time interval as a short, approximate string... It really struggled to identify that the output is "2h 0m" instead of "2h." ... It then went on a multi-thousand-token thinking bender before deciding that it was very important to document that interval2short() always returns two components.”

“Key developments include Tesla's price cuts in South Korea, SoftBank's investment in OpenAI, xAI's infrastructure expansion, Kimi's C-round funding, and Cao Cao Travel's acquisitions.”

“The algorithm achieves minimax-optimal regret independent of the ambient dimension $d$, thereby overcoming the curse of dimensionality.”

“XiaomiMiMo/MiMo-V2-Flash has 310B param and top benches. Seems to compete well with KimiK2Thinking, GLM4.7, MinimaxM2.1, Deepseek3.2”

“”

“NVIDIA's large deal with Groq and new releases by Z.ai and Minimax.”

“The paper provides the first general framework for attaining statistically near-optimal performance under broad geometric constraints while preserving computational tractability.”

“(No specific quote available from the provided context)”

“MiniMaxAI/MiniMax-M2.1 seems to be the best value model now”

“It's incredibly fast at generating tokens compared to other models (certainly faster than both GLM and Minimax).”

“They are jointly opening a new era of "value validation" in the AI industry. If they can obtain high valuation recognition from the capital market, it will greatly boost the morale of the entire Chinese AI industry.”

“Share what your favorite models are right now and why.”

“I would prefer minimax-m2.1 for general usage from the benchmark result, about ~2.5x prompt processing speed, ~2x token generation speed”

“[ Prompt: 28.0 t/s | Generation: 25.4 t/s ]”

“SOTA on coding benchmarks (SWE / VIBE / Multi-SWE) • Beats Gemini 3 Pro & Claude Sonnet 4.5”

“MiniMax provides video generation and voice generation model support for Kuaikan Comics.”

“The context provides minimal information beyond the title and source, so a key fact is unavailable from the text provided.”

“Solutions to both problems are given by the minimax designs, with appropriately chosen values of their tuning constant.”

“M2 already stood out for its efficiency, running at roughly 8% of the cost of Claude Sonnet while delivering significantly higher speed.”

“M2.1 not only writes 'runnable' code, it writes professional-grade industrial code that is 'easy to maintain, accident-proof, and highly secure'.”

“In the visual field, there are no more than 5 people with both algorithm and project experience.”

“The source is ArXiv.”

“When stability holds, the ordinary least-squares estimator satisfies a central limit theorem, and classical Wald-type confidence intervals -- designed for i.i.d. data -- become asymptotically valid even under adaptation, \emph{without} incurring the $\\sqrt{d \\log T}$ price of adaptivity.”

“Our main result is the significantly improved sample complexity for learning such low-degree polynomials.”

“MiniMax Speech 2.6 Turbo: State-of-the-art multilingual TTS with human-level emotional awareness, sub-250ms latency, and 40+ languages—now on Together AI.”

“The paper focuses on the convergence and performance analyses of the DAMA algorithm.”

“Qualcomm announces AI chips to compete with AMD and Nvidia”

“OpenAI completed its for-profit restructuring”