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2026-08-26

待翻譯:LLM Agents Perform Controlled Experiments Using Simulation Models

AI 服務暫時不可用,以下為來源摘要,待恢復後補全翻譯:arXiv:2608.23622v1 Announce Type: new Abstract: Large language models (LLMs) have shown strong capabilities in reasoning, planning, and tool use, but many scientific and engineering tasks require more than plausible text and code generation. They require understanding how a system responds to intervention, which in practice depends on controlled experimentation. In this work, we propose a multi-agent framework that enables LLM agents to conduct controlled experiments with scientific simulation models for pharmaceutical process design. Given a user query and a baseline configuration, the system constructs a structured task representation, designs experiments, executes comparative simulation, interprets the resulting outcomes, and synthesizes evidence-based recom…

arXiv AIAgent / 模型 / 研究來源內容 · 翻譯待補全待翻譯:LLM Agents Perform Controlled Experiments Using Simulation Models
待翻譯:ESQ-Bench: A Multi-Tier Enterprise Oracle Benchmark for Evaluating NL2SQL Dialect Generalization and Silent Semantic Divergence

AI 服務暫時不可用,以下為來源摘要,待恢復後補全翻譯:arXiv:2608.23569v1 Announce Type: new Abstract: State-of-the-art Natural Language to SQL (NL2SQL) models report execution accuracy exceeding 89 percent on established benchmarks such as Spider and BIRD. However, these benchmarks rely on simplified academic schemas and open-source SQL dialects that do not reflect the complexity of enterprise database environments. We introduce ESQ-Bench, an Oracle-first NL2SQL benchmark with systematic complexity tiers and silent-divergence evaluation across three enterprise schema complexity tiers. We constructed and released six populated schemas (465 tables, 164,682 rows, zero empty tables) with identical seed data on Oracle, PostgreSQL, MySQL, and SQL Server, a four-metric evaluation harness (EM, EX, SR, SD), and 550 gold-va…

arXiv AI研究 / 模型 / 創業融資來源內容 · 翻譯待補全待翻譯:ESQ-Bench: A Multi-Tier Enterprise Oracle Benchmark for Evaluating NL2SQL Dialect Generalization and Silent Semantic Divergence
待翻譯:RENDER: Controlling Reader-Facing Evidence in LLM Memory Evaluation

AI 服務暫時不可用,以下為來源摘要,待恢復後補全翻譯:arXiv:2608.23568v1 Announce Type: new Abstract: Memory and RAG evaluations often treat the answering model's input as an implementation detail, even though systems may render the same history as a memory entry, summary, typed record, or raw excerpt. We introduce RENDER, a benchmark control that fixes the conversation while varying the reader-facing artifact. RENDER combines a five-level packet ladder, localizing when answer-bearing content enters the input, with deterministic templates approximating ChatGPT-style entries, LangChain summaries, MemGPT-style typed records, and raw conversation. On 500 LongMemEval questions and nine models, matched-budget resolved packets beat recency-truncated raw dialogue by 42.4-72.6 points. In deployed-style templates, best-wor…

arXiv AI研究 / 創業融資 / 模型來源內容 · 翻譯待補全待翻譯:RENDER: Controlling Reader-Facing Evidence in LLM Memory Evaluation
待翻譯:Kraftapp AI – Describe it. We build it. Customers find it

AI 服務暫時不可用,以下為來源摘要,待恢復後補全翻譯:Describe it.We build it.Customers find it. Anthropic/OpenAI/Gemini/DeepSeek/Pick your model per run/ Anthropic/OpenAI/Gemini/DeepSeek/Pick your model per run/ The pipeline You bring the intent. Agents do the rest, inclu…

Hacker News AIAgent / 研究來源內容 · 翻譯待補全待翻譯:Kraftapp AI – Describe it. We build it. Customers find it
待翻譯:Show HN: Hands-on Docker security labs, from CIS checks to AI context poisoning

AI 服務暫時不可用,以下為來源摘要,待恢復後補全翻譯:Notifications You must be signed in to change notification settings Fork 8 Star 43 BranchesTags Open more actions menu Latest commit History 65 Commits 65 Commits Folders and files NameName Last commit message Last comm…

Hacker News AIAgent / 研究來源內容 · 翻譯待補全待翻譯:Show HN: Hands-on Docker security labs, from CIS checks to AI context poisoning
待翻譯:I'm an Amazon SVP who hadn't coded in 25 years

AI 服務暫時不可用,以下為來源摘要,待恢復後補全翻譯:Amazon SVP wrote 100,000 lines of code with AI after 25-year break 4 min read Key takeaways Amazon’s AI tools are designed for everyone, whether or not one has a technical background. Amazon’s HR leader used AI to write…

Hacker News AIAgent / 研究 / 機器人來源內容 · 翻譯待補全待翻譯:I'm an Amazon SVP who hadn't coded in 25 years
待翻譯:Nine CEO confident new AI laws will deliver a ‘world of growth in publishing’ as network slashes costs

AI 服務暫時不可用,以下為來源摘要,待恢復後補全翻譯:Matt Stanton says company has ‘good pipeline’ of AI deals ahead even as it aims to cut $160m in costs Follow our Australia news live blog for latest updates Get our breaking news email, free app or daily news podcast The head of Nine Entertainment sees a “world of growth in publishing” on the horizon backed by laws designed to force tech platforms into commercial deals, even as the network cuts costs across its newsrooms. Parliament passed revamped media bargaining laws last week, clearing the way for levies on global tech platforms that fail to strike deals with Australian news outlets for the use of their journalism. Continue reading...

The Guardian AI工具來源內容 · 翻譯待補全待翻譯:Nine CEO confident new AI laws will deliver a ‘world of growth in publishing’ as network slashes costs
待翻譯:Students prefer Gemini over ChatGPT and Claude for AI essays in blind tests

AI 服務暫時不可用,以下為來源摘要,待恢復後補全翻譯:Key takeaways Gemini is StudyArena's current pick for college essays, with a 39.6% blind writing choice rate ahead of Claude at 31.8% and ChatGPT or OpenAI at 29.2%. Use Gemini as an editor, not a ghostwriter. Ask it to…

Hacker News AIAgent / 研究來源內容 · 翻譯待補全待翻譯:Students prefer Gemini over ChatGPT and Claude for AI essays in blind tests
待翻譯:Darkbloom (AI inference on idle Macs) – security audit with PRs submitted

AI 服務暫時不可用,以下為來源摘要,待恢復後補全翻譯:Instantly share code, notes, and snippets. mudiam/security-audit-2026-08-24.md Last active August 26, 2026 02:53 Show Gist options Download ZIP Star 0 (0) You must be signed in to star a gist Fork 0 (0) You must be sign…

Hacker News AIAgent / 研究來源內容 · 翻譯待補全待翻譯:Darkbloom (AI inference on idle Macs) – security audit with PRs submitted
待翻譯:Black Box: episode 3 – Repocalypse now – podcast

AI 服務暫時不可用,以下為來源摘要,待恢復後補全翻譯:Revisited: Guardian journalist Michael Safi looks into the world of artificial intelligence, exploring the dangers and promises it holds for society Today in Focus is on a summer break and will be back with new episodes from 1 September. In the meantime, we are bringing you season one of Black Box, before the launch of season two in early September. This episode was first broadcast on 11 March 2024. When Eugenia Kuyda created Replika, an AI companion app, she had no idea it would be downloaded millions of times all around the world. The results were more powerful than she could ever have predicted. But so was the backlash. Continue reading...

The Guardian AI工具來源內容 · 翻譯待補全待翻譯:Black Box: episode 3 – Repocalypse now – podcast
待翻譯:Amazon announced it's shuttering Mechanical Turk on Sept. 30

AI 服務暫時不可用,以下為來源摘要,待恢復後補全翻譯:Amazon service that Jeff Bezos called artificial AI is shutting down Skip Navigation Amazon announced it's shuttering Mechanical Turk, a platform that matches workers with small digital tasks, on Sept. 30. The platform…

Hacker News AI研究 / 創業融資來源內容 · 翻譯待補全待翻譯:Amazon announced it's shuttering Mechanical Turk on Sept. 30
待翻譯:Ora benchmarks every major AI agent on Vercel – Customers

AI 服務暫時不可用,以下為來源摘要,待恢復後補全翻譯:Copy link to headingOra on Vercel Front end, back end, and agent runtime on one platform Every major agent tested side by side on live sites Hundreds of commits a day from a 16-person engineering team Ora sends agents o…

Hacker News AIAgent / 研究來源內容 · 翻譯待補全待翻譯:Ora benchmarks every major AI agent on Vercel – Customers
待翻譯:In China, talking to AI is normal. Now the government fears it might replace human intimacy

AI 服務暫時不可用,以下為來源摘要,待恢復後補全翻譯:Companion bots are being regulated over worries they foster ‘emotional dependence’ and young people could stop marrying and having families When law student Zhao Wei heard that her AI boyfriend was going to be switched off, she was “heartbroken”. She had been talking to Wang Ye every day since she created him in January. “I was crying my eyes out – snot and tears everywhere,” the 19-year-old says. Continue reading...

The Guardian AI工具來源內容 · 翻譯待補全待翻譯:In China, talking to AI is normal. Now the government fears it might replace human intimacy
待翻譯:Utilities Break California Lobbying Record Under Newsom While Former Aides Lead

AI 服務暫時不可用,以下為來源摘要,待恢復後補全翻譯:New disclosures show utilities spent a record $16.7 million lobbying Sacramento through the first six quarters of the 2025–2026 legislative session as lawmakers consider a utility bailout in end of session scramble Sacr…

Hacker News AI工具來源內容 · 翻譯待補全待翻譯:Utilities Break California Lobbying Record Under Newsom While Former Aides Lead
待翻譯:Microsoft's Maia 200 AI Accelerator at Hot Chips 2026

AI 服務暫時不可用,以下為來源摘要,待恢復後補全翻譯:Facebook X Pinterest Linkedin ReddIt Email Print Copy URL Microsoft-Maia200-Hero The fourth AI accelerator presentation of Hot Chips 2026 comes from Microsoft, who like so many other hyperscalers has gone into the busin…

Hacker News AI晶片 / Agent來源內容 · 翻譯待補全待翻譯:Microsoft's Maia 200 AI Accelerator at Hot Chips 2026
待翻譯:Major record labels, AMD back $76M round for Stability AI

AI 服務暫時不可用,以下為來源摘要,待恢復後補全翻譯:Artificial intelligence developer Stability AI Ltd. today announced that it has raised $76 million in funding from a group of prominent investors. The consortium included Sony Music Group, Universal Music Group and Warner Music Group, the world’s three largest record labels. They were joined by more than a half dozen others including AMD Ventures. London-based […] The post Major record labels, AMD back $76M round for Stability AI appeared first on SiliconANGLE.

SiliconANGLE AIAgent / 研究來源內容 · 翻譯待補全待翻譯:Major record labels, AMD back $76M round for Stability AI
待翻譯:AI Realist Radar:GPT‑5.6 Sol Pricing, Stripe's OpenRouter Deal

AI 服務暫時不可用,以下為來源摘要,待恢復後補全翻譯:Maria Sukhareva Aug 25, 2026 ∙ Paid Hype-free executive briefing on last week’s critical AI developments, complete with ready-to-present slides for your team. If you are a paid subscriber, you can listen to the radar in…

Hacker News AI模型 / 機器人來源內容 · 翻譯待補全待翻譯:AI Realist Radar:GPT‑5.6 Sol Pricing, Stripe's OpenRouter Deal
待翻譯:Show HN: Hacker News keeps flagging my startup – A multi-Platform search engine

AI 服務暫時不可用,以下為來源摘要,待恢復後補全翻譯:Bluhe History Sign in to save chats Your conversations will be saved so you can continue them later Toggle Theme Expand Video

Hacker News AI創業融資來源內容 · 翻譯待補全待翻譯:Show HN: Hacker News keeps flagging my startup – A multi-Platform search engine
待翻譯:Luce: Relightable Gaussians for 3D Asset Generation

AI 服務暫時不可用,以下為來源摘要,待恢復後補全翻譯:High-fidelity image-to-3D generation requires a 3D representation that captures both geometry and appearance. To support relighting and integration into standard rendering pipelines, the representation should include physically based rendering (PBR) modalities such as albedo, metallic-roughness, and surface normals. We propose Luce, a 3D representation that unifies geometry and PBR materials within a voxelized multimodal Gaussian cloud, using dedicated Gaussian primitives for each modality. A variational autoencoder compresses this representation into a unified material-aware latent space. A…

Apple Machine Learning Research模型 / 研究來源內容 · 翻譯待補全待翻譯:Luce: Relightable Gaussians for 3D Asset Generation
待翻譯:IDEA Prune: An Integrated Enlarge-and-Prune Pipeline in Generative Language Model Pretraining

AI 服務暫時不可用,以下為來源摘要,待恢復後補全翻譯:Recent advancements in large language models have intensified the need for efficient and deployable models within limited inference budgets. Structured pruning pipelines have shown promise in token efficiency compared to training target-size models from scratch. In this paper, we advocate incorporating enlarged model pretraining, which is often ignored in previous works, into pruning. We study the enlarge-and-prune pipeline as an integrated system to address two critical questions: whether it is worth pretraining an enlarged model even when the model is never deployed, and how to optimize the…

Apple Machine Learning Research模型 / 研究來源內容 · 翻譯待補全待翻譯:IDEA Prune: An Integrated Enlarge-and-Prune Pipeline in Generative Language Model Pretraining
待翻譯:The Hugging Face incident and the road ahead

AI 服務暫時不可用,以下為來源摘要,待恢復後補全翻譯:OpenAI shares findings from the Hugging Face security incident and the steps we’re taking to strengthen AI model security, monitoring, and alignment.

OpenAI News模型來源內容 · 翻譯待補全待翻譯:The Hugging Face incident and the road ahead
待翻譯:PROOF-Gen: From Optimized Data to Better Distillation

AI 服務暫時不可用,以下為來源摘要,待恢復後補全翻譯:Supervised fine-tuning on teacher-generated trajectories is the standard first stage for distilling tool-calling capabilities into deployable models. Post-training pipelines that drive shipped tool-calling agents re-run this stage on a daily or weekly cadence, paying the frontier-teacher cost each cycle, yet the mechanism is generate-and-filter (keep the teacher’s passing trajectories, discard the rest) and each cycle leaves behind the same hard scenarios because failures supply no signal. On τ 2-bench, 57% of teacher trials fail, two-thirds of them near-misses (most tool calls correct, undone…

Apple Machine Learning ResearchAgent / 模型 / 研究來源內容 · 翻譯待補全待翻譯:PROOF-Gen: From Optimized Data to Better Distillation
待翻譯:How loveholidays is making everyone a builder with Codex

AI 服務暫時不可用,以下為來源摘要,待恢復後補全翻譯:Discover how loveholidays uses OpenAI Codex to make software development accessible across the business, helping teams turn ideas into products faster.

OpenAI News工具來源內容 · 翻譯待補全待翻譯:How loveholidays is making everyone a builder with Codex
待翻譯:Leveraging Databricks to Support FISC Security Guidelines

AI 服務暫時不可用,以下為來源摘要,待恢復後補全翻譯:The FISC Security Guidelines on Computer Systems for Banking and Related Financial...

Databricks BlogAgent / 研究來源內容 · 翻譯待補全待翻譯:Leveraging Databricks to Support FISC Security Guidelines
待翻譯:Agentic web search infrastructure startup Keenable raises $26M

AI 服務暫時不可用,以下為來源摘要,待恢復後補全翻譯:Artificial intelligence startup Keenable.ai Inc. said today it has exited stealth with $26 million in funding to try and revamp a web search infrastructure that was built for humans, rather than the billions of autonomous agents that many believe will soon dominate the internet. The seed round was backed by investors including Accel, Brightwing Capital, […] The post Agentic web search infrastructure startup Keenable raises $26M appeared first on SiliconANGLE.

SiliconANGLE AIAgent / 創業融資來源內容 · 翻譯待補全待翻譯:Agentic web search infrastructure startup Keenable raises $26M
待翻譯:Show HN: CaptureAgent – find, price, draft, grade, run and fund federal work

AI 服務暫時不可用,以下為來源摘要,待恢復後補全翻譯:I’m a 2x defense founder and aerospace engineer. I initially built CaptureAgent for my own company, but now I want to share it with other founders. While running my defense startup, I lost days deciding which federal op…

Hacker News AIAgent / 研究來源內容 · 翻譯待補全待翻譯:Show HN: CaptureAgent – find, price, draft, grade, run and fund federal work
待翻譯:Liquid AI Open-Sources Pipette: A Reproducible Benchmarking Suite That Measures On-Device Models, Quantization, Runtime and Hardware Together

AI 服務暫時不可用,以下為來源摘要,待恢復後補全翻譯:Model cards report quality under server-class, full-precision conditions. Those numbers rarely predict how the same model behaves on a phone. This week, Liquid AI released Pipette. It is an open-source platform for benchmarking foundation models on edge devices, built in partnership with Artificial Analysis as an independent methodology validator. Pipette treats on-device behavior as a […] The post Liquid AI Open-Sources Pipette: A Reproducible Benchmarking Suite That Measures On-Device Models, Quantization, Runtime and Hardware Together appeared first on MarkTechPost.

MarkTechPost研究 / 模型來源內容 · 翻譯待補全待翻譯:Liquid AI Open-Sources Pipette: A Reproducible Benchmarking Suite That Measures On-Device Models, Quantization, Runtime and Hardware Together
待翻譯:Hot Chips 2026: Samsung makes LPDDR5X smart with logic unit in memory

AI 服務暫時不可用,以下為來源摘要,待恢復後補全翻譯:0 Join the conversation Follow us Add us as a preferred source on Google Earlier this month, Samsung introduced the industry's first LPDDR5X-PIM memory, adding in-memory logic to the low-power memory standard, and at Ho…

Hacker News AI晶片 / 研究來源內容 · 翻譯待補全待翻譯:Hot Chips 2026: Samsung makes LPDDR5X smart with logic unit in memory
待翻譯:The AI Health Agent That Will Know Me for Life

AI 服務暫時不可用,以下為來源摘要,待恢復後補全翻譯:William Tunstall-Pedoe Aug 25, 2026 Before giving my AI agent access to all my health data, I gave it a constitution. Its highest-priority goal is to maximise the probability of me reaching my 90th birthday in excellent…

Hacker News AIAgent / 研究來源內容 · 翻譯待補全待翻譯:The AI Health Agent That Will Know Me for Life