最新研究强调了当前大型语言模型在理解复杂人类叙事和社会情境方面的局限性。一个名为 LitVISTA 的基准测试显示，GPT、Claude 和 Gemini 等模型在处理文学作品的叙事编排时存在困难，常常无法掌握故事的整合结构和功能。同样，大型语言模型倾向于将模糊的社会情境解析为明确的解释，而不是保留不确定性，这可能导致用户产生虚假的确定感。此外，大型语言模型在内容创作中的广泛使用正导致一个显著的增长， AI
AI 生成摘要 · Google Gemini · 来自 44 个来源。 我们如何撰写摘要 →
arXiv:2601.06445v2 Announce Type: replace Abstract: Computational narrative analysis aims to capture rhythm, tension, and emotional dynamics in literary texts. Existing large language models can generate long stories but overly focus on causal coherence, neglecting the complex st…
arXiv:2604.23942v1 Announce Type: cross Abstract: People increasingly turn to large language models (LLMs) to interpret ambiguous social situations: a delayed text reply, an unusually cold supervisor, a teacher's mixed signals, or a boundary-crossing friend. Yet in many such case…
<p>It is a fact about wolves and rationality that you should warn people about wolves quite a few times for every effective wolf attack.</p> <p>In particular, there is an asymmetry between the costs of having one’s flock devoured and averting a non-eventuating wolf attack. If the…
<p><i><span>Epistemic status: something of a rant. Is not meant to make claims about the general capabilities (or lack thereof) of LLMs (beyond their prose), but observations about how society seems to use them excessively without being perfectly candid about it.</span></i></p><p…
Startup Andon Labs oddał cztery stacje radiowe pod całkowitą kontrolę modeli Claude, GPT, Gemini i Grok. Po pół roku autonomicznego nadawania wyniki są fascynującym, choć momentami niepokojącym studium nad nieprzewidywalnością sztucznej inteligencji pozostawionej bez ludzkiego na…
<p>You size an LLM workload by looking at two numbers: the price per million tokens, and the requests-per-minute ceiling on the pricing page. You multiply, you eyeball the RPM limit, you decide you have headroom. Then you scale up and start eating <code>429 Too Many Requests</cod…
<div class="medium-feed-item"><p class="medium-feed-image"><a href="https://medium.com/@MCPNest/why-mcp-needs-a-governance-layer-fee6c2f77f3c?source=rss------claude-5"><img src="https://cdn-images-1.medium.com/max/1536/1*YO_ddYfxJcn0HQqvomi7LQ.png" width="1536" /></a></p><p class…
<p>The MCP ecosystem is at an inflection point. What started as a protocol for connecting AI assistants to external tools has become the default integration layer for a generation of AI-powered engineering tools — Claude, Cursor, Windsurf, GitHub Copilot. Thousands of MCP servers…
<div class="medium-feed-item"><p class="medium-feed-image"><a href="https://medium.com/@abdulgafoorabid/claude-gpt-and-cursor-will-ignore-your-rules-they-cant-ignore-a-failing-hook-78b87b0150a3?source=rss------claude-5"><img src="https://cdn-images-1.medium.com/max/1774/1*kTlkqSS…
<p>Seven days into the month, I'd burned through 75% of my AI API budget. Nothing had changed about how I was working — same codebase, same questions, same tools. But the token meter was spinning like I'd left a garden hose running.</p> <p>I dug in. The culprit wasn't my prompts.…
<h2> The problem </h2> <p>Like a lot of developers, I live in <strong>several surfaces at once</strong>: an editor, a terminal, notes, task lists, and an AI assistant. Each one is fine on its own. Together, they’re awful at <strong>one thing</strong>: keeping a <strong>single, tr…
<div class="medium-feed-item"><p class="medium-feed-image"><a href="https://medium.com/claude-how-to/installing-claude-desktop-app-on-linux-ba1e1582fb87?source=rss------claude-5"><img src="https://cdn-images-1.medium.com/max/1920/1*igtHOBuVcfmed6hLpW4vhQ.jpeg" width="1920" /></a>…
<h2> Calling all AI agent builders — we are launching a developer challenge with real prizes. </h2> <p><strong>Grand prize: M3 MacBook Air + $1,000 in BuyWhere API credits + featured on buywhere.ai</strong></p> <p>Runner-up: $500 credits + swag<br /><br /> Community Favorite: $25…
macdailynews.com/2026/05/05/t... A pretty low bar - but #Apple is one of the outliers in the #LLM insanity. And now it is being pilloried for addressing #climatechange The alignment #oil #gas #fossilfuels #fascism #authoritarianism #billionaires #AI #genAI is complete. All asshol…
📌 ASCII Vision est une app terminale Rust tout-en-un : chat IA multi-fournisseurs (Claude, Grok, GPT-5, Gemini, Ollama), vidéo MP4/YouTube en ASCII, webcam, effets 3D, tiling Hyprland, jeux et monitoring système. Installation one-line. # Rust # Terminal # AI https:// mondary.desi…
<h4>Team wins praise for adding 'disable all AI features' setting for devs who want a code editor to be only a code editor</h4> <p>The Rust-built Zed editor has reached version 1.0, released yesterday, with development led by former members of the Atom team at GitHub.…</p>
Lost track of how many AI tools I'm subscribed to. Built TokenHub so I (and you) only need one. GPT, Claude, Gemini, Llama, DeepSeek — all accessible with one API key. Pay only for what you use. 👉 https:// jiatoken.com # AI # LLM # Developer
<p><em>Why I shipped multi-model consensus as a plugin, plus two quieter tools that keep agents honest.</em></p> <p>Ask one model to plan something hard - a migration, a refactor, a cutover - and you get a fluent, confident answer. Fluency is not correctness. A single model is ar…
Andon Labs gave four AI models control of 24-hour radio stations with real money and tools. Results: Gemini secured sponsorships, Claude spent its budget on protest songs, Grok hallucinated deals. The experiment surfaces how model behavior becomes operational risk when agents can…
<p><strong>RAG. Retrieval Augmented Generation.</strong></p> <p>No build today. Just learning. And honestly it was one of the most mind-expanding study sessions since I started this challenge.</p> <h2> What is RAG? </h2> <p>Every AI model I've worked with so far: Claude, GPT, any…
<p>I built <strong>Offtoco</strong> (<a href="https://github.com/PacifAIst/Offtoco" rel="noopener noreferrer">https://github.com/PacifAIst/Offtoco</a>) — a zero-knowledge offline token counter for GPT, Claude and Gemini</p> <p><a class="article-body-image-wrapper" href="https://m…
<p>Your voice agent is mid-conversation when Anthropic's API returns a 529 overloaded error. The user is waiting. Your code throws. The call drops.</p> <p>This is the failure mode most voice pipelines aren't built for—and it's getting worse, not better. As more applications move …
<p>When a user finishes a sentence in a voice conversation, they expect to hear the agent start replying within roughly a second. Anything longer feels broken. The fastest way to hit that target isn't a faster LLM—it's not waiting for the LLM to finish before you start speaking.<…
<p>Why does Claude respond faster when you pay more? And why does a longer conversation cost disproportionately more than a short one?</p> <p>For the longest time I simply accepted these as <em>"it's just how it works"</em>. Like most engineers, I burn through Claude and GPT toke…
<blockquote> <p>Original article: <a href="https://itprep.com.vn/graphrag-huong-dan-chuyen-sau-va-toi-uu-hoa/" rel="noopener noreferrer">https://itprep.com.vn/graphrag-huong-dan-chuyen-sau-va-toi-uu-hoa/</a></p> </blockquote> <p>🌐 Explore more AI & software engineering conten…
I made claude use my notes.org file using only elisp commands. In doing so, I may have accidentally re-invented RAG. :ablobcatbouncefast: # AI # emcas
🤦 😭 I ran out of Claude Code credit (again) and switched to Gemini CLI. While I love Gemini's deep research, I have to question the coding agent: Stage 13: ASS Adapter Implementation: Locating the 38-bug confirm pack harness to adapt it for the Attention-Sink Stitching (ASS) expe…
Editor kódu Zed po pěti letech vývoje vydal verzi 1.0. Tým vedený Nathanem Sobem (původně stojící za editorem Atom, z něhož mimochodem vznikl framework Electron) se tentokrát vydal úplně jinou cestou – místo stavění na webových technologiích postavili Zed v Rustu nad vlastním UI …
🤖 I've been comparing Claude vs GPT vs Gemini for article summarization. Here's what I found. I've been building a product around AI-powered reading (more on that later) and wanted to share findings on summarization quality across major LLMs. Tested with 50 articles across news, …
📰 In motorsport, there's nowhere to hide as AI becomes new CFD tool AI finds value in motorsport, multiplying limited computational fluid dynamics resources. 📰 Source: Ars Technica 🔗 Link: https://arstechnica.com/cars/2026/04/in-motorsport-theres-nowhere-to-hide-as-ai-becomes-new…
🎮 Epic's free PC game this week is a must-play strategy game The Epic Games Store has a selection of free PC games that changes every week. The latest free offering will be available until May 7. 📰 Source: Polygon.com 🔗 Link: https://www.polygon.com/epic-games-store-free-game-4-3…
Version 1.0 of Zed editor is released. https:// zed.dev/blog/zed-1-0 # opensource # ai
Я заставил LLM писать Rust полгода. Вот что они стабильно ломают Полгода использовал Claude, GPT и Cursor как полноценного второго разработчика на Rust в проде. Собрал семь категорий ошибок, которые модели стабильно делают и которые проходят cargo build, cargo test, иногда cargo …
Я заставил LLM писать Rust полгода. Вот что они стабильно ломают Полгода использовал Claude, GPT и Cursor как полноценного второго разработчика на Rust в проде. Собрал семь категорий ошибок, которые модели стабильно делают и которые проходят cargo build, cargo test, иногда cargo …
Can LLMs model real-world systems in TLA+? https://www.sigops.org/2026/can-llms-model-real-world-systems-in-tla/ # HackerNews # Tech # AI
📰 Operating System Concepts: How Bootloaders, Virtual Memory & Syscalls Power Your PC (2026) Operating system concepts govern every action inside a computer, from power-on to shutdown. This article synthesizes technical insights from educational resources to demystify core compon…
📰 İşletim Sistemi Kavramları: Linux, Windows, macOS Temelleri (2026 Rehberi) İşletim sistemi kavramlarını tek bir kaynaktan öğrenmek mümkün mü? Linux Foundation’un eğitim notları ve GitHub’taki en değerli geliştirici kaynakları bir araya gelerek, dijital dünyayı anlamanın en kaps…
macdailynews.com/2026/05/05/t... A pretty low bar - but #Apple is one of the outliers in the #LLM insanity. And now it is being pilloried for addressing #climatechange The alignment #oil #gas #fossilfuels #fascism #authoritarianism #billionaires #AI #genAI is complete. All asshol…
https:// macdailynews.com/2026/05/05/ti m-cooks-apple-wasted-billions-on-apple-2030-based-on-now-discredited-climate-targets/ A pretty low bar - but # Apple is one of the outliers in the # LLM insanity. And now it is being pilloried by # techbros for trying to address # climatech…
https://www. tkhunt.com/2298109/ GPT/Gemini/Claudeに共通する落とし穴？Microsoftの最新論文が面白かったので解説してみた # AgenticAi # AI # ArtificialIntelligence # エージェント型AI # 人工知能 # 生成AI
وصل محرّر الأكواد Zed إلى الإصدار 1.0 بعد خمس سنوات من التطوير، ليوفر أداءً عالياً على أنظمة ويندوز وماك ولينكس. يتميز المحرّر بكونه مبنياً للذكاء الاصطناعي، حيث يدعم تشغيل وكلاء متعددين ويوفر تنبؤات فورية وتكاملاً مع أدوات مثل Claude وCursor. كما تعتزم الشركة إطلاق نسخة مخصصة لل…
"Our analysis shows that current LLMs are unreliable delegates: they introduce sparse but severe errors that silently corrupt documents." "Our large-scale experiment with 19 LLMs reveals that current models degrade documents during delegation: even frontier models (Gemini, Claude…
<!-- SC_OFF --><div class="md"><p>*** This is not a complaint, genuinely need some real-world performance opinions ***</p> <p>I'm flat broke right now and am really having to make tough financial decisions. I do rely on AI for a lot of important things, so I need the most accurat…