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Closed-World Resolution Against Tool Hallucination in LLM Agents

arXiv:2609.19425v1 Announce Type: new Abstract: Tool-augmented large language model (LLM) agents fail in a way no tool-selection or tool-security method addresses: they call tools that do not exist an

๐Ÿ“… 2026-09-18 | ๐Ÿ“ฐ arXiv - AI Research Papers
#ai-news #closed-world #resolution

What Do We Expect from LLMs? Mapping the Design of LLM Benchmarks

arXiv:2609.19182v1 Announce Type: new Abstract: Benchmarks are central to how progress in large language models (LLMs) is assessed and communicated. Yet model rankings alone reveal little about how ev

๐Ÿ“… 2026-09-18 | ๐Ÿ“ฐ arXiv - AI Research Papers
#ai-news #expect #llms

LLM-as-an-Improver: Turning Verification into Better Candidates

arXiv:2609.19515v1 Announce Type: new Abstract: Verifier-based selection improves LLM performance by generating multiple candidate solutions and using a verifier to select the most promising one. Howe

๐Ÿ“… 2026-09-18 | ๐Ÿ“ฐ arXiv - AI Research Papers
#ai-news #llm-as-an-improver #turning

Supercharge your programming skills with Python superpowers

Some Python features are so useful they feel almost illegal, or like theyโ€™re granting you superpowers. We have dataclasses to take the hassle out of writing classes, editable ins

๐Ÿ“… 2026-09-18 | ๐Ÿ“ฐ InfoWorld
#software-news #supercharge #programming

AI PACs Have Dumped Nearly $1 Million Into an Obscure Senate Race

The reliably Republican South Dakota senate seat has an incumbent on the ballot. But PACs associated with AI labs and investors have already spent more money on the race than actual residents have.

๐Ÿ“… 2026-09-18 | ๐Ÿ“ฐ WIRED AI
#ai-news #pacs #have