Ouest-France: #Soucoupes, #orbes et #disques #volants : le #Pentagone publie des #documents sur les #ovnis, voici ce qu’ils contiennent
LLMs Corrupt Your Documents When You Delegate
https://arxiv.org/abs/2604.15597
#HackerNews #LLMs #Corrupt #Your #Documents #When #You #Delegate #arxiv260415597 #LLMs #DocumentCorruption #AI #Ethics #TechNews
Large Language Models (LLMs) are poised to disrupt knowledge work, with the emergence of delegated work as a new interaction paradigm (e.g., vibe coding). Delegation requires trust - the expectation that the LLM will faithfully execute the task without introducing errors into documents. We introduce DELEGATE-52 to study the readiness of AI systems in delegated workflows. DELEGATE-52 simulates long delegated workflows that require in-depth document editing across 52 professional domains, such as coding, crystallography, and music notation. Our large-scale experiment with 19 LLMs reveals that current models degrade documents during delegation: even frontier models (Gemini 3.1 Pro, Claude 4.6 Opus, GPT 5.4) corrupt an average of 25% of document content by the end of long workflows, with other models failing more severely. Additional experiments reveal that agentic tool use does not improve performance on DELEGATE-52, and that degradation severity is exacerbated by document size, length of interaction, or presence of distractor files. Our analysis shows that current LLMs are unreliable delegates: they introduce sparse but severe errors that silently corrupt documents, compounding over long interaction.
Documents de Readdle es un software excelso para iPad. Con los PDF permite anotar e incluso crear o modificar el índice, tiene reproductor de vídeo y de audio… Una barbaridad.
Pero están metiendo características de IA que ya aparecen en partes de la interfaz y dan cada vez más turra con pagar el plan de pago, 50 pavos al año. Que para todo lo que lo uso no es dinero, pero no me da la gana.
El software privativo se disfruta, a veces, A PESAR del mismo software. Y me parece muy triste.
Affaire Boulin : le cold case de la République
The #Chinese captain of a seized #oil #tanker with suspected #russian links has been placed under arrest on suspicion of carrying #false #documents and of violating #laws on #seaworthiness, a #Swedish prosecutor said on Monday.
Government documents prove that the “right to try” reforms at the centre of Labour’s “landmark” plans to push more sick and disabled people into employment are “worthless” and “a disgrace”, disable…
OpenAI (@OpenAI)
Codex에서 파일을 열고 작업 결과를 같은 스레드에서 수정하며 검토할 수 있는 흐름이 소개됐다. 초안부터 최종 deck까지 이어지는 반복 편집 지원으로 문서·프레젠테이션 작업 효율을 높이는 업데이트다.
OpenAI (@OpenAI)
Codex에 일상 업무용 기능이 추가되어 역할 선택, 앱 연결, 추천 프롬프트 활용이 가능해졌다. 연구, 기획, 문서, 슬라이드, 스프레드시트 등 다양한 작업을 돕는 업무용 AI 도구로 강조됐다.
Rod2ik 🇪🇺 🇨🇵 🇪🇸 🇨🇱 🇺🇦 🇨🇦 🇬🇱 ☮🕊️
Rod2ik 🇪🇺 🇨🇵 🇪🇸 🇨🇱 🇺🇦 🇨🇦 🇬🇱☮🕊️
Hacker News
K U L T ™
Adrián Perales (Gadi)
Accueil [Unofficial]
The Ukrainian Tribune
Richard Michael Blaber
sayzard
