Latest AI News
Latest AI news, analysis, guides, reviews, and practical research from Kingy AI—covering launches, tools, models, policy, safety, infrastructure, and business.
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Why your AI subscription won’t tell you its limit
We traced 85 published limits across 16 AI products. Metered products document their ceilings almost completely; flat subscriptions barely at all.
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DeepSeek V4 Flash 0731 IQ2 vs IQ3: Which Quant Should You Download?
DeepSeek V4 Flash IQ2 and IQ3 compared across 354 executed evaluations on one six-A40 host, plus a Q8 load-only smoke and explicit limits on…
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DeepSeek V4 Flash on DGX Spark: 284B on a Desk, Kimi K3 in a Rack
DeepSeek V4 Flash on DGX Spark requires aggressive quantization on one box; two can hold the official checkpoint. This evidence-led analysis explains why full…
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Can Kimi K3 and DeepSeek V4 Flash Really Use 1 Million Tokens? The 1M Context Reality
Both providers document a million-token window. Kingy built and tokenized a five-tier retrieval test, but official-API access stopped before inference—so accepted context, accuracy, latency…
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Can Full Kimi K3 Run on a 64GB M1 Max? The 1.7TB SSD Reality
Evidence checked August 1, 2026. This is a source-audited technical report, not a Kingy hardware test. The available machine was a 24GB M4 Pro…
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OpenAI Astra’s 10 Math Results: What Independent Review Has—and Hasn’t—Established
OpenAI published ten Astra-generated research claims with a 249-page manuscript and public Lean proofs. The evidence is unusually strong; independent review has only begun.
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Can GLM-5.2 Run on a 256GB Mac Studio? The 239GB Tightrope
A 239GB GLM-5.2 quant can fit in 256GB of unified memory—but only after a unit conversion, and only with strict limits on context, runtime…
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Google Earth’s AI Image Tool Lasted One Day. The Trust Problem Will Last Longer
Google rolled back Nano Banana 2 in Google Earth after one day. Here’s why watermarks weren’t enough—and what safer geospatial AI needs.
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Kimi K3 vs. DeepSeek V4 Flash 0731: Which One Is Better?
Kimi K3 leads a major independent index. DeepSeek V4 Flash 0731 wins on API price and home-lab feasibility. See the evidence and trade-offs.
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Can Inkling-Small Run on a 128GB Mac Studio? The 163GB Q4 Reality
Inkling-Small’s current Q4_K_XL is 163.27GB (152.06GiB), so it cannot fit fully inside a 128GB Mac Studio. Here are the exact quant sizes, headroom calculations,…