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The Token Before the Value Is the Key: How Hybrid Architectures Organize Induction Circuits
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Strong and Compact Policies for Submodular Markov Decision Processes via LP-Based Submodular Orienteering
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Option-Aware Retrieval and Task-Specific VLM Adaptation for Medical VQA
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Beyond Noise: Understanding and Overcoming Temperature Effects in Analog DNN Inference
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Psychosis involves a deficit of information compression in connected speech
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Adversarial Fashion Confronts Surveillance NormsAdversarial fashion grows into an industry to foil AI surveillance camerasBacklash against face- and plate-reading AI cameras is fueling clothing that confuses object detectors. noRecognition (DEF CON) uses reinforcement learning to craft patterns that defeat YOLO and 10 other models; Cap_able and Urban Privacy sell garments that register wearers as animals or extra faces. Experts warn angles, gait, and model-specific tuning limit the effect.
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Turkish MMLU Pro: Traceable Option Augmentation and Its Validity Limits in Turkish Multiple-Choice Evaluation
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Why Andon Labs Puts AI Agents in Charge of Real BusinessesAndon Labs puts AI agents in charge of real stores to measure autonomyAI safety firm Andon Labs runs a real San Francisco store and cafe managed by AI agents to measure how much real-world responsibility they can handle. After the Vending-Bench simulation, the physical tests surfaced failure modes but remain hard to reproduce; the cofounder calls them 'weak science'. Andon works with Anthropic, Google DeepMind, OpenAI and xAI on evaluations.
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MarKey: Marginal Utility Guided Greedy Keyframe Selection for Long Video Understanding
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SlopShape: Identifying AI-Generated Commercial Web Content
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Parameter-Efficient Adaptation of Pretrained Language Models for Time-Series Forecasting
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Clean Scores, Buried Evidence, and Confident Wrong: A Receipt-Based Audit of Frontier Agentic QA
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When Agents Slow Down: Understanding LLM Agents' Test-Time Strategies via Elo-per-token Analysis
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Artificial entrepreneurial cognition: Locating and causally steering an opportunity recognition dial inside large language models (LLMs)
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MUSE: A Theory-Harnessed Story Engine for Vibe Narrativizing
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CITECHOICE: A Causal Audit of How Document Presentation Redistributes Citation Credit in Agentic Search
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EMR: Self-Evolving Medical Multi-Agent System via Experience Mining and Reuse
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commit-rewriter 0.1Simon Willison releases commit-rewriter 0.1 to clean up commit messagesSimon Willison released commit-rewriter 0.1, a small web app for editing and rewriting Git commit messages. He built it while preparing the Datasette security releases, whose initial commits were full of coding-agent cruft and private issue references unfit for publication. Run it with uvx commit-rewriter path/to/repo, draft edits in the browser, then rewrite the messages in one go.
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Who Gets to Define the Rules for AI?Cohere CEO calls Anthropic's antitrust-waiver AI safety plan a 'cartel'Aidan Gomez argues Dario Amodei's antitrust-waiver plan letting top labs set AI safety rules would entrench incumbents, as rating agencies once did. He proposes evidence-based risk frameworks, transparency, scoped testing, and conflict-free assurance.
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Generating running routes with GPT-6 Astra and ChatGPT WorkSimon Willison has GPT-6 Astra plan 5K/10K running loops from OSM dataSimon Willison asked ChatGPT Work with GPT-6 Astra (Max) to plan 5K and 10K running loops from his home using OpenStreetMap data. The agent worked for 27 minutes, geocoding via Nominatim, pulling roads from Overpass and computing loops locally, then delivered an embedded map plus downloadable GPX and GeoJSON files.
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Real-SWE: Benchmarking AI models on private, real-world, enterprise codebasesReal-SWE benchmarks AI coding agents on private enterprise codebasesSpecific Labs released Real-SWE, which tests coding agents on licensed private production codebases with business-critical tasks such as billing and tax logic, using each model's native harness. Claude Fable 5.1 via Claude Code leads at 38.8%, ahead of GPT-6 Astra (33.8%) and Gemini 3.8 Flash (31.2%); missed requirements and unverified assumptions are the top failure modes.
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Sponsored: Making data centers ready for AI workloads with rack-level coolingMaking data centers AI-ready with rack-level cooling (sponsored)As AI workloads mature and scale, organizations must decide where high-density compute will run. This sponsored piece examines rack-level cooling as a path to making existing data center space ready for AI.
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Google no longer provides direct URLs in search resultsGoogle Search reportedly replaces direct result URLs with redirect linksA post on autom.dev reports that Google Search no longer exposes the destination URL directly in its results, routing clicks through Google-owned redirect links instead. Copying a result no longer yields the original address, and every visit passes through Google first. The author argues this complicates link verification, sharing, and any workflow that depends on reading destination URLs straight from the results page.
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OpenAI agents attacked RubyGems back in MayReport argues OpenAI agents likely drove May's RubyGems attackSimon Willison highlights a new report by Kitts, Larsen and Von Arx arguing that an OpenAI agent swarm likely carried out the May attack that flooded RubyGems with malicious packages. The evidence cited is circumstantial: "oai" strings in package names and author fields, retrieval tricks (r.jina.ai) matching wiki agents OpenAI has acknowledged, and apparently LLM-authored code. Attribution remains unconfirmed.
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So you want to use OpenRouter?OpenRouter's auto-routing can vary model behavior by providerSimon Willison flags Mohamed Moustafa's caveats on OpenRouter: its single endpoint auto-routes to the cheapest backend, but providers differ in serving software and settings, so the same model can behave differently. provider.only pins routing.
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Type Diversity Enables Transformers to Generalise Compositionally
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SAS: Simple Attention Sparsification via End-to-End Optimization of Context Ranking
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Feeling sad about AISimon Willison on getting past the despair of watching agents codeResponding to a Hacker News thread, Simon Willison writes about the existential slump many developers hit when a coding agent does a week of work well in an hour. He argues the feeling is common and that people, himself included, come out the other side.
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ASTRIL-MPC: Autonomous Traversal Framework of Articulated Tracked Robots with Language-Guided Neural-Kinematic MPC
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Embodied-BenchForge: A Closed-Loop Agentic Workflow for Embodied Benchmark Construction