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Adaptive Auto-Harness: Sustained Self-Improvement for Agentic System Deployment on Open-Ended Task Streams
arXiv:2606.01770v1 Announce Type: new Abstract: Auto-harness systems such as A-Evolve, GEPA, and Meta-Harness improve LLM agents by optimizing prompts, skills, tools, memories, and supporting infrastructure from execution feedback, but they are typically evaluated on fixed offline benchmarks. Real deployments instead present open-ended task streams: histories grow without a fixed endpoint, heterogeneous tasks require different harnesses, and problem distributions shift over time. These...
Adaptive Auto-Harness: Sustained Self-Improvement for Agentic System Deployment on Open-Ended Task Streams
arXiv:2606.01770v2 Announce Type: replace Abstract: Auto-harness systems such as A-Evolve, GEPA, and Meta-Harness improve LLM agents by optimizing prompts, skills, tools, memories, and supporting infrastructure from execution feedback, but they are typically evaluated on fixed offline benchmarks. Real deployments instead present open-ended task streams: histories grow without a fixed endpoint, heterogeneous tasks require different harnesses, and problem distributions shift over time. These...
How Far Do Auto-Interpretation Labels Generalize: A Controlled Study Across Languages, Scripts, and Rewordings
Announce Type: replace Abstract: Sparse autoencoder (SAE) features are increasingly used to interpret language models, with auto-generated natural-language labels serving as the primary interface for understanding what each feature represents. We ask whether these labels generalize: does a feature labeled for a concept actually track that concept across languages and scripts? Using Serbian digraphia as a controlled testbed--the same language written in both Latin and Cyrillic via...
Auto-Discovery-Bench: Diagnosing Structured State Tracking in Oracle-Guided Discovery
arXiv:2502.15224v2 Announce Type: replace Abstract: Interactive discovery requires agents to maintain and update structured beliefs over many rounds of feedback. Before evaluating agents in noisy, open-ended scientific environments, it is useful to isolate this prerequisite capability under controlled conditions. We introduce Auto-Discovery-Bench, a deterministic oracle-guided diagnostic benchmark in which agents recover hidden structures through repeated hypothesis--intervention--feedback...
Nintendo Music just got a big update with support for Apple CarPlay and Android Auto
Nintendo Music just got a big update with support for Apple CarPlay and Android Auto It’s also getting new tablet and web browser versions too. When Nintendo Music was first announced, it felt a bit like a cash grab designed to entice more users to sign up for a Nintendo Switch Online subscription.
‘Grand Theft Auto VI’ Scares Away All the Other Video Games
Grand Theft Auto VI is now slated to release in May 2026 Photographer: Rockstar Games
Grand Theft Auto VI is warping the video game release calendar
Who's afraid of the next GTA? Based on the last few days of Summer Game Fest, just about everyone. Grand Theft Auto VI hasn't been present at any of the keynote events, but its presence was felt every time a release date was announced.
MLIPilot: LLM-Driven Auto-Research for Machine-Learned Interatomic Potentials
arXiv:2605.30889v1 Announce Type: new Abstract: Constructing production-quality machine-learned interatomic potentials (MLIPs) requires balancing accuracy, dynamical stability, and computational throughput under constraints that are not captured by a single training loss. We introduce MLIPilot, an auto-research framework in which tool-calling large language models propose hypotheses, edit MLIP training code, launch HPC jobs, and accept or revert changes using a fixed, physically constrained...
Subprime Auto Dealer America’s Car-Mart Seeks Rescue Financing
Subprime Auto Dealer America’s Car-Mart Seeks Rescue Financing America’s Car-Mart Inc., a used car seller and subprime lender, is working on an eleventh hour capital raise to stave off a potential bankruptcy filing after a cash crunch put the company on the verge of default, according to people familiar with the matter. The company’s banker, Houlihan Lokey Inc., has been reaching out to investors to gauge interest in providing at least $500 million of fresh capital, said one of the people,...
Slate Auto gets serious about privacy for its bare-bones EV pickup
Slate Auto may be one of the most interesting companies in the American automotive industry right now. Based in Warsaw, Indiana, the startup is taking a completely different approach to building an electric pickup truck. Forget Ford's clean-sheet "skunk works" story; the Slate Truck's design has been stripped down to just 600 parts and components.