https://atlas.whatip.xyz/post.php?slug=when-mars-bites-back
<p>More than 300 million kilometres from the nearest mechanic
#kilometres #million #bites #when
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.
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#BraveWords
“When I Sing TWISTED SISTER Music, I’m Like A Steamroller” – SEBASTIAN BACH And JAY JAY FRENCH On Life After DEE SNIDER
#TWISTEDSISTER #SEBASTIANBACH #When #Sing #EP #announcement #BraveWords #metal #music
### 🌿 #Indie #version
An indie interpretation with a #softer, #reflective #tone, #incorporating #Asian #instruments for a #distinctive #sound.
#When #youth and #beauty did #fade – #AI Indie #Song | #My #Original #Lyrics, My #Voice ( #Suno AI)

### 🙏 #Gospel #version
A gospel-inspired version focusing on #expressive #phrasing and #spiritual #depth.
#When #youth and #beauty did #fade – #AI Gospel #Song | #My #Original #Lyrics, My #Voice ( #Suno AI)

### 🌾 #Folk version
A folk #interpretation of the song, #focusing on #acoustic #textures and a more #intimate, #stripped-down #sound that #highlights the #lyrical and #emotional #core.
#When #youth and #beauty did #fade – #AI Folk #Song | #My #Original #Lyrics, My #Voice ( #Suno AI)

### 🎸 #Blues version
A blues #interpretation #emphasising #raw #emotion and #expressive #character.
#When #youth and #beauty did #fade – #AI Blues #Song | #My #Original #Lyrics, My #Voice ( #Suno AI)
