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PHP2Shell: AI-Found PHP RCE Flaws and How to Patch
PHP2Shell (CVE-2026-109618, CVE-2026-109619) allows unauthenticated RCE and is now exploited. Who found it with AI, which versions fix it, what to do now.
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LiteLLM 1.107.0 Compromise: Are You Affected?
LiteLLM 1.107.0 on PyPI and Docker shipped a credential stealer on October 21, 2026. What it stole, how to check your systems and which secrets to rotate.
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Mistral Voxtral 3: Models, Pricing and Voice Agent API
Mistral Voxtral 3 adds speech-to-text, TTS and a voice agent API from $0.0035 a minute. See each model, prices against rivals, benchmarks and how to try it.
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DeepSeek DeepInfer: Open-Source Inference Engine Explained
DeepSeek open-sourced DeepInfer, the engine behind its API. What it includes, what it leaves out, the hardware it needs (SM100, Ascend 950) and how to try it.
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MiniMax M3.1 Flash: Specs, Pricing and Benchmarks
MiniMax M3.1 Flash is a 428B MoE agent model at $0.15/M input tokens. See the specs, benchmarks, cost per task and how it compares with DeepSeek and Haiku.
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China AI Export Controls Draft: Models, Agents and Chips
China's draft export controls cover AI model weights, agents, chip design and 10,000-card clusters. What is banned, what is restricted, and why APIs are exempt.
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Anthropic Public Benefit Fund: What the 5% Pledge Means
Anthropic is moving 5% of its shares into a Public Benefit Fund that can grow with its valuation. How the LLC works, what it may fund, and how it compares.
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DeepSeek V4.1-Flash-1017: Benchmarks, Pricing, Architecture
DeepSeek V4.1-Flash-1017 is an MIT-licensed update with big agentic coding gains. See the benchmarks, API prices, Search API and how the 1M-context MoE works.
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Gemini 4 Argon Benchmarks: Where It Leads and Where It Loses
Gemini 4 Argon leads 13 of 19 rows in Google's benchmark table but trails on Terminal-bench. Third-party scores, the thinking-mode caveat, pricing and access.
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Meta Muse Spark Open: Specs, License and Mac Studio Setup
Meta released Muse Spark Open, an 816B open-weight MoE model with a 1M-token context. Specs, benchmarks, license terms and how it runs on two Mac Studios.
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