研究人员正在探索大型语言模型（LLM）在专业领域的应用，包括硬件描述语言和安全关键型代理系统。一篇论文介绍了VHDLBench，一个用于微调LLM进行VHDL芯片设计的框架，在真实硬件上实现了显著的语法和功能正确性。另一项研究提出了PROACT-Agent，一个旨在实时代理交互中主动干预并确保安全的系统，在检测不安全场景方面表现出高准确率。此外，一种名为Design Anything的新方法通过使用意图执行图，增强了LLM在长期项目中的设计意图对齐，显示出改进的约束满足和可交付成果完整性。
AI
arXiv:2609.34415v2 Announce Type: replace Abstract: The transition from Large Language Models (LLMs) to agents shifts safety stakes from toxic text to irreversible environmental harm. While current defenses remain largely retrospective, proactive runtime intervention is bottlenec…
arXiv:2610.28676v1 Announce Type: cross Abstract: The rapid evolution of digital circuit complexity demands innovative approaches to hardware design automation. While Large Language Models (LLMs) have influenced software development, their application to Hardware Description Lang…
Design Anything uses an intent-execution graph and task contracts to maintain design alignment across long projects, improving constraint satisfaction and deliverable completeness over baseline agents.
arXiv cs.CV
TIER_1English(EN)·Yifeng Yao, Jinghan Li, Zhihao Zhang, Yajiao Xiong, Yang Jin, Kun Xu, Huishuai Zhang, Dongyan Zhao·
arXiv:2610.30724v1 Announce Type: new Abstract: Video provides a natural source of supervision: what happens next serves as a learning signal for visual world modeling. Yet masked video pretraining focuses on recovering missing content from surrounding context rather than predict…
arXiv:2509.24980v4 Announce Type: replace Abstract: Pre-trained diffusion models provide rich latent features across U-Net levels and are emerging as powerful vision backbones. While prior works such as Marigold and Lotus repurpose diffusion priors for dense geometric perception …
arXiv stat.ML
TIER_1English(EN)·Bokgyeong Kang, Andrew Zammit-Mangion, Erin M. Schliep, Robert S. Schick·
arXiv:2610.27619v1 Announce Type: cross Abstract: Spatial and spatiotemporal point process models are widely used to analyze event data across many scientific disciplines, but likelihood-based Bayesian inference is often computationally prohibitive due to intractable likelihoods,…
Latent Space Podcast
TIER_1English(EN)·Latent.Space·
<p>We’ll keep this brief because we’re on a tight turnaround: GPT 4.1, previously known as the Quasar and Optimus models, is now live as the natural update for 4o/4o-mini (and the research preview of GPT 4.5). Though it is a general purpose model family, ...</p>
Justine Moore (@venturetwins) Kling 4를 테스트한 결과, 4인물 비디오 스왑이 첫 시도에서 거의 완벽하게 수행됐으며 Seedance 2.5보다 빠르고 저렴했다는 실사용 평가다. 복수 인물 편집·교체 품질과 생성 비용·지연시간 측면에서 영상 생성 모델 경쟁이 강화되고 있음을 시사한다. https:// x.com/venturetwins/status/2113 819181879808390 # kling # videogeneration # videoaditing # modelb…
<p>Who is supposed to build agent access for software you do not own.</p> <p>That question keeps surfacing in the threads. The plainest version said it outright. Structured access is ideal, but you do not own the other side. Most vendors will never rebuild their products for your…
Same three office tasks through the API, graded by code: both scored 15/15, Haiku was faster and 18x cheaper. # ai # claude # llm # python # software # coding # development # engineering # inclusive # community Claude Haiku vs Sonnet 5.5: 18x Cheaper and Just as Accurate in a Thr…
Explore the architecture of OpenClaw, an open-source agent runtime that challenges traditional orchestration libraries like LangChain. # ai # typescript # opensource # architecture # software # coding # development # engineering # inclusive # community OpenClaw: Moving from AI Li…
TL;DR: choose the smallest image-generation system that meets the visual bar for the marketplace... # ai # images # webdev # architecture # software # coding # development # engineering # inclusive # community Choose an Image Generation Model DALL-E 3 SDXL and Flux for Web App Sp…
Introduction: The Rise of AI-Assisted Software Ports and De-Comps The surge in AI-assisted software ports and de-comps to PC is reshaping how we think about cross-platform development. Driven by advancements in AI and automation tools , a growing market demand for PC versions of …
<!-- SC_OFF --><div class="md"><p>A brand-new release from ISTA-DASLab with their GSQ-RCO smart quantization approach.</p> <p>Now DeepSeek-V4.1-Flash-1017</p> <p>The quants are available on Hugginface: <a href="https://huggingface.co/ISTA-DASLab/DeepSeek-V4.1-Flash-1017-GSQ-RCO-G…
Sketch one table each for working, semantic, episodic, and procedural memory, plus what writes a row and how the agent reads it back. # ai # agents # database # software # coding # development # engineering # inclusive # community Design four tables before you write the agent
YouTube's Hype with Jewels lets fans buy a virtual currency to amplify creators — paid amplification has gone mainstream. But Jewels are an opaque, pl # hedera # web3 # ai # programming # software # coding # development # engineering # inclusive # community YouTube's Hype with Je…
El “Catálogo: 10 guardrails oficiais” no es un documento oficial publicado por el Gobierno Federal brasileño, ni está reconocido por el Banco Central # ai # security # compliance # guardrails # software # coding # development # engineering # inclusive # community Catálogo: 10 gua…
Las 6 categorías nativas del guardrail son: *seguridad*, *privacidad*, *equidad*, *transparencia*, *responsabilidad* y *robustez*. Estas categorías es # ai # security # compliance # guardrails # software # coding # development # engineering # inclusive # community Las 6 categoría…
garminconnect-js is a typed, zero-dependency Garmin Connect client for Node and Next.js. Its MCP server lets Claude read your sleep and HRV and build workouts for your watch. # showdev # ai # typescript # mcp # software # coding # development # engineering # inclusive # community…
Great piece by Daniel Kjellén founder of Tink and now CEO and co-founder of Freda, the first agentic system built to map and run a company's entire compliance operation across any domain in any framework. https:// fortune.com/2026/10/24/i-sold- to-visa-for-2-billion-founded-freda…
OpenAI text-to-speech models tts-1 and tts-1-hd end Jan 6, 2027. Find your speech calls. Search your code and settings for tts-1, tts-1-hd and the dated gpt-4o-mini-tts names. https:// timetobail.com/e/openai-tts-mo dels-shutdown-2027?utm_source=mastodon&utm_medium=social&utm_cam…
Design sites for both people and AI agents: practical patterns, content models and WebMCP best practices for discoverability and machine-friendly interactions. # WebDev # AI # MCP https://www. isaacl.dev/hcj
Hyland OpenArch is an open source (Apache 2.0) data layer for AI. It indexes content from Alfresco, Nuxeo and other repositories, stores chunks and vectors, and keeps the source permissions on every query. Tech Talk Live #183: what it is, a live demo, how to build a connector for…
<!-- SC_OFF --><div class="md"><p>I have been on the legacy Cursor Ultra ($200/month) plan for a while now, and have only gone over my limit a few times. Last month, my total bill ended up being $440, but I used it heavily and didn't think much of it.</p> <p>My plan rolled over l…
<table> <tr><td> <a href="https://www.reddit.com/r/ClaudeAI/comments/1xdz7e8/i_made_claude_opus_and_sonnet_play_civilization/"> <img alt="I made Claude Opus and Sonnet play Civilization IV against me and GPT" src="https://external-preview.redd.it/tu5rbu7HKJ-kIBPD7HTqNBcNdakIcxQNb…
