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Spotlight · Industry · Analysis

Does AI make you work more? What the data says about AI and longer hours

Does AI make you work more? An October 27, 2026 essay says AI agents left its author working harder than ever. The largest studies find no change in paid hours, but surveys, a time-use study and fieldwork point to more intense, longer days. What each study measured, and what it can't show.

By Shajanthan Yogeswaran9 min read

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Products · AnalysisSteam's AI-generated games policy, and what Valve, Microsoft and Epic actually said about AI clones, 'AI slop' and the 'AI is theft' fightSteam's AI-generated games policy asks developers to disclose AI content that ships in a game or is generated while it runs; tools used only for efficiency don't count. One count puts a third of 2026 Steam releases under that label. What Valve told developers worried about AI clones on October 27, 2026, and why Kotaku argues Microsoft and Epic now treat AI copies of their games as theft.·8 min read
Research · AnalysisQwenputer: a developer compiled a RISC-V CPU into Qwen3.5-4B's weights, with no training, and says it runs 18 million instructions without an errorQwenputer is Qwen3.5-4B with a 32-bit RISC-V CPU compiled directly into 11 extra layers, using the model's Gated DeltaNet memory as RAM. Developer Divyansh Agrawal says no weights were trained, the CPU passes the official RISC-V tests, and Qwen can call it as a tool for exact arithmetic. What was built, how, what 'deterministic' means and the limits.·7 min read
Research · AnalysisOpenAI solved open math problems, it says: local smoothing, the Exponential Time Hypothesis and QCD, and what has actually been checkedOpenAI says its AI solved open problems in math, computer science and physics, announced October 26, 2026: Sogge's local smoothing conjecture, a disproof of the Exponential Time Hypothesis, and existence proofs for quantum field theories including QCD. Two come with Lean proofs; the physics work hasn't been released, and no outside group has finished checking any of them.·9 min read

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Compare & benchmarks

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By the numbersArtificial Analysis Intelligence Index v5: 60% private tests, three evaluations dropped, and Gemini 4 Carbon on top at 59Artificial Analysis Intelligence Index v5 · run by Artificial Analysis (its own runs; 60% of the Index on evaluations it keeps private) · 2026-10-29Gemini 4 Carbon (high), not public59Claude Opus 5.5 (max, with fallback)58GPT-6 Astra (max)57GPT-6.1 Sol (max)55Published results, credited to the people who ran them.

Explainers & guides

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Open source · ExplainerWhat is an abliterated model? How refusal removal works, why abliterated DeepSeek is now sold by API, and the safety questionsWhat is an abliterated model? It's an open-weight model whose weights have been edited to strip out its learned refusals, based on 2024 research showing refusal sits along a single direction inside the model. In October 2026, an API router began selling an abliterated DeepSeek V4.1 Flash from five providers. What the technique is, what the licenses and terms allow, and what safety researchers say.·8 min read
Hardware · ExplainerM6 MacBook Pro for AI: what the Dual 16-core Neural Engine, 32GB memory ceiling and 170GB/s bandwidth mean for running local modelsIs the M6 MacBook Pro good for AI? Apple's October 27, 2026 M6 MacBook Pro and iMac top out at 32GB of unified memory and 170GB/s of bandwidth. What Apple claims for AI, what fits in that memory, and when the M5 Pro or M5 Max models still make more sense for local models.·8 min read
Products · ExplainerOffline AI assistant: how Survival LLM pairs a local model with a 930,000-article emergency library, and how people run AI with no internetAn offline AI assistant runs the model and its reference library on your own computer, so it keeps working when the internet doesn't. Survival LLM, which drew wide attention on October 27, 2026, bundles one of four models with about 930,000 Wikipedia articles and medical and repair references. What it needs, how Kiwix, Ollama, llama.cpp and LM Studio work offline, and where offline AI falls short.·9 min read