周报 2026-07-06 ~ 2026-07-12
生成时间：2026/7/12 12:26:03（UTC: 2026-07-12T04:26:03.552Z）
本周自动总结未启用或调用失败，以下为原始内容合并。
2026-07-06
Section titled “2026-07-06”生成时间：2026/7/6 09:59:37（UTC: 2026-07-06T01:59:37.663Z）
Program-as-Weights: A Programming Paradigm for Fuzzy Functions
Section titled “Program-as-Weights: A Programming Paradigm for Fuzzy Functions”👍 83 · arXiv
Many everyday programming tasks resist clean rule-based implementation, such as alerting on important log lines, repairing malformed JSON, or ranking search results by intent, and are increasingly out…
AgenticSTS: A Bounded-Memory Testbed for Long-Horizon LLM Agents
Section titled “AgenticSTS: A Bounded-Memory Testbed for Long-Horizon LLM Agents”👍 49 · arXiv
Memory for a long-horizon LLM agent is a contract about what each future decision is allowed to see. The simplest contract appends past observations, tool calls, and reflections to every prompt, which…
EvoPolicyGym: Evaluating Autonomous Policy Evolution in Interactive Environments
Section titled “EvoPolicyGym: Evaluating Autonomous Policy Evolution in Interactive Environments”👍 43 · arXiv
Autonomous agents are increasingly expected to improve executable policies through feedback, yet existing evaluations often collapse this process into a final score or confound it with open-ended soft…
Morphing into Hybrid Attention Models
Section titled “Morphing into Hybrid Attention Models”👍 39 · arXiv
Hybrid attention models improve long-context efficiency by retaining only a subset of full-attention layers and replacing the remaining layers with linear attention. However, the effectiveness of Tran…
PerceptionRubrics: Calibrating Multimodal Evaluation to Human Perception
Section titled “PerceptionRubrics: Calibrating Multimodal Evaluation to Human Perception”👍 38 · arXiv
We introduce PerceptionRubrics, a rubric-based evaluation framework that addresses the gap between saturated benchmark scores and real-world brittleness. Shifting evaluation from holistic semantic mat…
OpenClaw v2026.7.1-beta.2
Section titled “OpenClaw v2026.7.1-beta.2”Highlights
Section titled “Highlights”- OpenAI GPT-5.6 support: OpenClaw now recognizes the GPT-5.6 model family across catalog, capability, and runtime selection paths. (#98333) Thanks @steipete-oai.
- **External har…
链接：https://github.com/openclaw/openclaw/releases/tag/v2026.7.1-beta.2
LangChain langchain-openrouter==0.2.6
Section titled “LangChain langchain-openrouter==0.2.6”Changes since langchain-openrouter==0.2.5
release(openrouter): 0.2.6 (#38681)
fix(openrouter): support default_headers for custom HTTP header injection (#36582)
chore(model-profiles): refresh model…
链接：https://github.com/langchain-ai/langchain/releases/tag/langchain-openrouter%3D%3D0.2.6
MCP Servers 2026.7.4
Section titled “MCP Servers 2026.7.4”Release : v2026.7.4
Section titled “Release : v2026.7.4”Updated packages
Section titled “Updated packages”- @modelcontextprotocol/server-everything@2026.7.4
- @modelcontextprotocol/server-filesystem@2026.7.4
- @modelcontextprotocol/server-sequential-thinking@2026…
链接：https://github.com/modelcontextprotocol/servers/releases/tag/2026.7.4
OpenAI Codex CLI rust-v0.143.0-alpha.36
Section titled “OpenAI Codex CLI rust-v0.143.0-alpha.36”Release 0.143.0-alpha.36
…
链接：https://github.com/openai/codex/releases/tag/rust-v0.143.0-alpha.36
Amazon will stop accepting new customers for Mechanical Turk
Section titled “Amazon will stop accepting new customers for Mechanical Turk”These may be the last days of Amazon’s Mechanical Turk.
New Google commercial imagines a Declaration of Independence written with help from AI
Section titled “New Google commercial imagines a Declaration of Independence written with help from AI”Two hundred and fifty years after the signing of the Declaration of Independence, a new commercial asks: What if the Founding Fathers had access to Google Workspace?
Midjourney wants Hollywood studios to reveal the details of their AI usage
Section titled “Midjourney wants Hollywood studios to reveal the details of their AI usage”As part of an ongoing legal dispute with three Hollywood studios, Midjourney is seeking to compel those studios to reveal how they use AI themselves.
Alibaba reportedly bans employees from using Claude Code
Section titled “Alibaba reportedly bans employees from using Claude Code”Alibaba has reportedly classified Claude Code as high-risk software.
What is Mistral AI? Everything to know about the OpenAI competitor
Section titled “What is Mistral AI? Everything to know about the OpenAI competitor”Mistral AI, which offers some open source AI models, has raised significant funding since its creation in 2023, with the ambition to “put frontier AI in the hands of everyone.”
The only AI glossary you’ll need this year
Section titled “The only AI glossary you’ll need this year”The rise of AI has brought an avalanche of new terms and slang. Here is a glossary with definitions of some of the most important words and phrases you might encounter.
The browser wars aren’t about search anymore — here are the best alternatives to Chrome and Safari
Section titled “The browser wars aren’t about search anymore — here are the best alternatives to Chrome and Safari”We’ve compiled an overview of some of the top alternative browsers available today aiming to challenge Chrome and Safari.
Mark Zuckerberg tells staff that AI agents haven’t progressed as quickly as he’d hoped
Section titled “Mark Zuckerberg tells staff that AI agents haven’t progressed as quickly as he’d hoped”At an internal meeting, the Meta CEO reportedly said that AI development efforts were not moving as quickly as anticipated.
2026-07-07
Section titled “2026-07-07”生成时间：2026/7/7 09:55:04（UTC: 2026-07-07T01:55:04.947Z）
The Mirage of Optimizing Training Policies: Monotonic Inference Policies as the Real Objective for LLM Reinforcement Learning
Section titled “The Mirage of Optimizing Training Policies: Monotonic Inference Policies as the Real Objective for LLM Reinforcement Learning”👍 142 · arXiv
Reinforcement learning (RL) has gained growing attention in large language model (LLM) post-training, yet RL training remains fragile and can suffer from instability or collapse. One vital cause is tr…
Program-as-Weights: A Programming Paradigm for Fuzzy Functions
Section titled “Program-as-Weights: A Programming Paradigm for Fuzzy Functions”👍 107 · arXiv
Many everyday programming tasks resist clean rule-based implementation, such as alerting on important log lines, repairing malformed JSON, or ranking search results by intent, and are increasingly out…
AgenticSTS: A Bounded-Memory Testbed for Long-Horizon LLM Agents
Section titled “AgenticSTS: A Bounded-Memory Testbed for Long-Horizon LLM Agents”👍 55 · arXiv
Memory for a long-horizon LLM agent is a contract about what each future decision is allowed to see. The simplest contract appends past observations, tool calls, and reflections to every prompt, which…
EvoPolicyGym: Evaluating Autonomous Policy Evolution in Interactive Environments
Section titled “EvoPolicyGym: Evaluating Autonomous Policy Evolution in Interactive Environments”👍 45 · arXiv
Autonomous agents are increasingly expected to improve executable policies through feedback, yet existing evaluations often collapse this process into a final score or confound it with open-ended soft…
Morphing into Hybrid Attention Models
Section titled “Morphing into Hybrid Attention Models”👍 42 · arXiv
Hybrid attention models improve long-context efficiency by retaining only a subset of full-attention layers and replacing the remaining layers with linear attention. However, the effectiveness of Tran…
OpenClaw v2026.7.1-beta.2
Section titled “OpenClaw v2026.7.1-beta.2”Highlights
Section titled “Highlights”- OpenAI GPT-5.6 support: OpenClaw now recognizes the GPT-5.6 model family across catalog, capability, and runtime selection paths. (#98333) Thanks @steipete-oai.
- **External har…
链接：https://github.com/openclaw/openclaw/releases/tag/v2026.7.1-beta.2
LangChain langchain-openrouter==0.2.6
Section titled “LangChain langchain-openrouter==0.2.6”Changes since langchain-openrouter==0.2.5
release(openrouter): 0.2.6 (#38681)
fix(openrouter): support default_headers for custom HTTP header injection (#36582)
chore(model-profiles): refresh model…
链接：https://github.com/langchain-ai/langchain/releases/tag/langchain-openrouter%3D%3D0.2.6
Ollama v0.31.2-rc1
Section titled “Ollama v0.31.2-rc1”What’s Changed
Section titled “What’s Changed”- ci: avoid unbounded parallelism by @dhiltgen in https://github.com/ollama/ollama/pull/16966
- fix cuda toolkit lookup and parallel by @MarkWard0110 in https://github.com/ollama/o…
链接：https://github.com/ollama/ollama/releases/tag/v0.31.2-rc1
OpenAI Codex CLI rust-v0.143.0-alpha.37
Section titled “OpenAI Codex CLI rust-v0.143.0-alpha.37”Release 0.143.0-alpha.37
…
链接：https://github.com/openai/codex/releases/tag/rust-v0.143.0-alpha.37
AI: The ROI Runway Could Be Long Outside the Tech Sector
Section titled “AI: The ROI Runway Could Be Long Outside the Tech Sector”Article URL: https://www.apollo.com/wealth/insights-news/insights/daily-spark/ai-the-roi-runway-could-be-long-outside-the-tech-sector Comments URL: https://news.ycombinator.com/item?id=48810533 Points: 55
Comments: 48
Section titled “Comments: 48”GLM 5.2 and the coming AI margin collapse
Section titled “GLM 5.2 and the coming AI margin collapse”Article URL: https://martinalderson.com/posts/the-upcoming-ai-margin-collapse-part-1-glm-5-2/ Comments URL: https://news.ycombinator.com/item?id=48809877 Points: 159
Comments: 108
Section titled “Comments: 108”Big Tech Has Suddenly Flipped on the AI Jobs Wipeout Scenario
Section titled “Big Tech Has Suddenly Flipped on the AI Jobs Wipeout Scenario”Article URL: https://www.wsj.com/tech/ai/ai-workers-tech-ceos-job-losses-afc71e15 Comments URL: https://news.ycombinator.com/item?id=48807651 Points: 89
Comments: 96
Section titled “Comments: 96”OfficeCLI: Office suite for AI agents to read and edit Microsoft Office files
Section titled “OfficeCLI: Office suite for AI agents to read and edit Microsoft Office files”Article URL: https://github.com/iOfficeAI/OfficeCLI Comments URL: https://news.ycombinator.com/item?id=48807225 Points: 126
Comments: 35
Section titled “Comments: 35”The AI Superforecasters Are Here
Section titled “The AI Superforecasters Are Here”Article URL: https://www.astralcodexten.com/p/the-ai-superforecasters-are-here Comments URL: https://news.ycombinator.com/item?id=48806296 Points: 56
Comments: 53
Section titled “Comments: 53”Google Chrome Installed a 4GB AI Model on Your PC
Section titled “Google Chrome Installed a 4GB AI Model on Your PC”Article URL: https://oztalking.com/en/issues/hidden-4gb-ai-model Comments URL: https://news.ycombinator.com/item?id=48805627 Points: 77
Comments: 63
Section titled “Comments: 63”AMD Ryzen AI Halo – $4k AI Dev Kit
Section titled “AMD Ryzen AI Halo – $4k AI Dev Kit”Article URL: https://www.lttlabs.com/articles/2026/07/06/amd-ryzen-ai-halo Comments URL: https://news.ycombinator.com/item?id=48805624 Points: 275
Comments: 200
Section titled “Comments: 200”The AI Marketing Backlash: Why ‘AI-First’ Brands Are Starting to Fall Flat
Section titled “The AI Marketing Backlash: Why ‘AI-First’ Brands Are Starting to Fall Flat”Article URL: https://www.breef.com/breefingroom/articles/the-ai-marketing-backlash-why-ai-first-brands-are-starting-to-fall-flat Comments URL: https://news.ycombinator.com/item?id=48803711 Points: 77
Comments: 49
Section titled “Comments: 49”2026-07-08
Section titled “2026-07-08”生成时间：2026/7/8 09:25:33（UTC: 2026-07-08T01:25:33.824Z）
OmniOpt: Taxonomy, Geometry, and Benchmarking of Modern Optimizers
Section titled “OmniOpt: Taxonomy, Geometry, and Benchmarking of Modern Optimizers”👍 64 · arXiv
Optimizer selection for large-scale model training has become a system-level design decision constrained jointly by compute, memory, tuning budget, and task diversity, yet the landscape of over one hu…
UI-MOPD: Multi-Platform On-Policy Distillation for Continual GUI Agent Learning
Section titled “UI-MOPD: Multi-Platform On-Policy Distillation for Continual GUI Agent Learning”👍 62 · arXiv
Recent advances in multimodal foundation models and agent systems have driven GUI agents from single-platform task execution toward cross-platform interaction. However, building multi-platform GUI age…
ResearchStudio-Reel: Automate the Last Mile of Research from Paper to Poster, Video, and Blog
Section titled “ResearchStudio-Reel: Automate the Last Mile of Research from Paper to Poster, Video, and Blog”👍 48 · arXiv
Research dissemination, turning a paper into a poster, a talk video, and a blog post, is still a manual last mile. Prior automation treats each artifact in isolation that each re-extract the paper fro…
PixWorld: Unifying 3D Scene Generation and Reconstruction in Pixel Space
Section titled “PixWorld: Unifying 3D Scene Generation and Reconstruction in Pixel Space”👍 46 · arXiv
3D reconstruction and generation are commonly tackled by separate paradigms: pixel-based regression for reconstruction, and latent diffusion for generation. Recent works attempt to unify them in laten…
ResearchStudio-Idea: An Evidence-Grounded Research-Ideation Skill Suite from ML Conference Outcomes
Section titled “ResearchStudio-Idea: An Evidence-Grounded Research-Ideation Skill Suite from ML Conference Outcomes”👍 40 · arXiv
Large language models have made research ideation increasingly accessible, yet effective idea development requires more than generating candidate directions. Researchers must ground a problem in curre…
Ollama v0.31.2-rc2
Section titled “Ollama v0.31.2-rc2”What’s Changed
Section titled “What’s Changed”- ci: avoid unbounded parallelism by @dhiltgen in https://github.com/ollama/ollama/pull/16966
- fix cuda toolkit lookup and parallel by @MarkWard0110 in https://github.com/ollama/o…
链接：https://github.com/ollama/ollama/releases/tag/v0.31.2-rc2
OpenAI Codex CLI rust-v0.143.0-alpha.39
Section titled “OpenAI Codex CLI rust-v0.143.0-alpha.39”Release 0.143.0-alpha.39
…
链接：https://github.com/openai/codex/releases/tag/rust-v0.143.0-alpha.39
We charge $10k a week to delete AI-generated code
Section titled “We charge $10k a week to delete AI-generated code”Article URL: https://odra.dev/slopfix/ Comments URL: https://news.ycombinator.com/item?id=48823359 Points: 134
Comments: 59
Section titled “Comments: 59”Re: I’m Begging You to Leave Your AI Note-Taker at Home
Section titled “Re: I’m Begging You to Leave Your AI Note-Taker at Home”Article URL: https://firesphere.dev/articles/yes-actually-i-do-fucking-mind Comments URL: https://news.ycombinator.com/item?id=48823024 Points: 56
Comments: 87
Section titled “Comments: 87”AI Meets Cryptography 1: What AI Found in Cloudflare’s Circl
Section titled “AI Meets Cryptography 1: What AI Found in Cloudflare’s Circl”Article URL: https://blog.zksecurity.xyz/posts/circl-bugs/ Comments URL: https://news.ycombinator.com/item?id=48821749 Points: 75
Comments: 9
Section titled “Comments: 9”Show HN: Rowboat – Open-source, local-first alternative to Claude Desktop
Section titled “Show HN: Rowboat – Open-source, local-first alternative to Claude Desktop”Claude’s desktop app is brilliant, but for our own daily work we kept wanting it to be less like a chat app and more like a full-fledged work app. Rowboat is our attempt at that, including the ability to build your own work surfaces inside Rowboat (more below).Our repo is https://github.com/rowboatl
Automating AI Away
Section titled “Automating AI Away”Article URL: https://replicated.live/blog/away Comments URL: https://news.ycombinator.com/item?id=48818937 Points: 101
Comments: 49
Section titled “Comments: 49”Beijing is looking at curbing overseas access to China’s top AI models
Section titled “Beijing is looking at curbing overseas access to China’s top AI models”Article URL: https://www.reuters.com/world/beijing-is-looking-curbing-overseas-access-chinas-top-ai-models-sources-say-2026-07-07/ Comments URL: https://news.ycombinator.com/item?id=48816025 Points: 54
Comments: 10
Section titled “Comments: 10”YC CEO says he ships 37K LoC AI code per day. A developer looked under the hood
Section titled “YC CEO says he ships 37K LoC AI code per day. A developer looked under the hood”Article URL: https://www.fastcompany.com/91520702/y-combinator-garry-tan-agentic-ai-social-media Comments URL: https://news.ycombinator.com/item?id=48815117 Points: 108
Comments: 97
Section titled “Comments: 97”The Making of Claude Code
Section titled “The Making of Claude Code”Article URL: https://www.anthropic.com/features/making-of-claude-code Comments URL: https://news.ycombinator.com/item?id=48814264 Points: 50
Comments: 28
Section titled “Comments: 28”2026-07-09
Section titled “2026-07-09”生成时间：2026/7/9 09:47:32（UTC: 2026-07-09T01:47:32.507Z）
AlayaWorld: Long-Horizon and Playable Video World Generation
Section titled “AlayaWorld: Long-Horizon and Playable Video World Generation”👍 74 · arXiv
Game worlds have traditionally been built through labor-intensive production pipelines, making them costly to develop, difficult to customization, and expensive to modify after deployment. Recent adva…
RynnWorld-4D: 4D Embodied World Models for Robotic Manipulation
Section titled “RynnWorld-4D: 4D Embodied World Models for Robotic Manipulation”👍 72 · arXiv
Robotic manipulation in the open world requires not only recognizing what a scene looks like, but also anticipating how its 3D structure moves under interaction. We argue that synchronized RGB, depth,…
RynnWorld-Teleop: An Action-Conditioned World Model for Digital Teleoperation
Section titled “RynnWorld-Teleop: An Action-Conditioned World Model for Digital Teleoperation”👍 67 · arXiv
Scaling robot learning requires massive, diverse trajectory data, yet collection is currently bottlenecked by physical teleoperation, where every demonstration binds operator time to specific hardware…
Hierarchical Sparse Attention Done Right: Toward Infinite Context Modeling
Section titled “Hierarchical Sparse Attention Done Right: Toward Infinite Context Modeling”👍 38 · arXiv
Scaling modern large language models (LLMs) to long contexts is limited by the quadratic computation cost, and poor length extrapolation of dense attention. Chunk-wise sparse attention offers a promis…
Gemma 4 Technical Report
Section titled “Gemma 4 Technical Report”👍 31 · arXiv
We introduce Gemma 4, a new generation of open-weight, natively multimodal language models in the Gemma model family. Designed to advance compute efficiency and reasoning, the Gemma 4 model suite feat…
LangChain langchain==1.3.12
Section titled “LangChain langchain==1.3.12”Changes since langchain==1.3.11
release(langchain): 1.3.12 (#38730) fix(langchain): propagate interrupts through ToolRetryMiddleware (#38722) fix(langchain): avoid shared process-group kill in shell …
链接：https://github.com/langchain-ai/langchain/releases/tag/langchain%3D%3D1.3.12
CrewAI 1.15.2
Section titled “CrewAI 1.15.2”What’s Changed
Section titled “What’s Changed”Features
Section titled “Features”- Pull latest LLM models dynamically in the crew wizard.
- Support inline skill definitions.
- Add generated Flow Definition authoring skill.
- Support templated Flow a…
链接：https://github.com/crewAIInc/crewAI/releases/tag/1.15.2
OpenAI Codex CLI rust-v0.143.0
Section titled “OpenAI Codex CLI rust-v0.143.0”New Features
Section titled “New Features”- Remote plugins are now enabled by default, with richer catalog rows, npm marketplace sources, and visible remote/local versions. (#30297, #26705, #29375, #30981)
- Codex can route a…
链接：https://github.com/openai/codex/releases/tag/rust-v0.143.0
Lovable reportedly in talks to double its valuation to $13.2B
Section titled “Lovable reportedly in talks to double its valuation to $13.2B”The $300 million round is expected to be led by Menlo Ventures, Sifted reported.
Google’s deepfake detector system used to debunk McConnell hoax pic
Section titled “Google’s deepfake detector system used to debunk McConnell hoax pic”Earlier this week, a picture seemed to show Kentucky Senator Mitch McConnell covered in tubes in a hospital bed in a state of extreme distress. It turned out to be an AI-generated fake.
SpaceXAI releases Grok 4.5, which Elon describes as an ‘Opus-class model’
Section titled “SpaceXAI releases Grok 4.5, which Elon describes as an ‘Opus-class model’”Elon Musk’s tech company released the newest version of Grok on Wednesday, promising a cheaper, more efficient alternative to other powerful AI models.
This startup thinks robotics is about to have its ChatGPT moment
Section titled “This startup thinks robotics is about to have its ChatGPT moment”General Intuition is betting millions of hours of video game data can train the foundation models for physical AI, making it easier to build smarter robots with minimal real-world data.
Google Photos adds a new AI ‘Video Remix’ tool
Section titled “Google Photos adds a new AI ‘Video Remix’ tool”The feature can do things like apply cinematic relighting to brighten up a dark clip, swap out a plain background for something fun, or add artistic styles to videos.
Why this CEO thinks video games make better training data than the internet
Section titled “Why this CEO thinks video games make better training data than the internet”When it comes to achieving artificial general intelligence (AGI), large language models just don’t have what it takes. Models like ChatGPT and Claude are great at text, but they’re less skilled at understanding how things actually move through space and time&
Meta wants its AI glasses to seem less creepy. Its AI strategy says otherwise.
Section titled “Meta wants its AI glasses to seem less creepy. Its AI strategy says otherwise.”Meta is adding a new safeguard to stop people from secretly recording others with its AI glasses. But the update comes as the company continues to expand how much personal data its AI products collect and use.
OpenAI releases new voice models for more natural live conversations
Section titled “OpenAI releases new voice models for more natural live conversations”OpenAI says its new voice mode can speak and listen at the same time, a key ability for live translation.
2026-07-10
Section titled “2026-07-10”生成时间：2026/7/10 09:45:33（UTC: 2026-07-10T01:45:33.878Z）
Accurate, Interdisciplinary and Transparent Structure-property Understanding with Deep Native Structural Reasoning
Section titled “Accurate, Interdisciplinary and Transparent Structure-property Understanding with Deep Native Structural Reasoning”👍 71 · arXiv
Structure-property relationships are foundational to biology, chemistry and materials science, where function, reactivity and physical response emerge from spatial, chemical and periodic organization…
Hierarchical Sparse Attention Done Right: Toward Infinite Context Modeling
Section titled “Hierarchical Sparse Attention Done Right: Toward Infinite Context Modeling”👍 55 · arXiv
Scaling modern large language models (LLMs) to long contexts is limited by the quadratic computation cost, and poor length extrapolation of dense attention. Chunk-wise sparse attention offers a promis…
Dual Latent Memory in Vision-Language-Action Models for Robotic Manipulation
Section titled “Dual Latent Memory in Vision-Language-Action Models for Robotic Manipulation”👍 45 · arXiv
Mainstream Vision-Language-Action (VLA) models predict actions primarily from the current observation under a Markovian assumption, thus struggling with long-horizon, temporally dependent tasks. Exist…
Gemma 4 Technical Report
Section titled “Gemma 4 Technical Report”👍 40 · arXiv
We introduce Gemma 4, a new generation of open-weight, natively multimodal language models in the Gemma model family. Designed to advance compute efficiency and reasoning, the Gemma 4 model suite feat…
Scaling Mixture-of-Experts Video Pretraining for Embodied Intelligence
Section titled “Scaling Mixture-of-Experts Video Pretraining for Embodied Intelligence”👍 39 · arXiv
Despite the recent promise in robot control, video generative models suffer from a domain mismatch due to their primary focus on content creation. For example, their design inherently prioritizes visu…
LangChain langchain-fireworks==1.4.4
Section titled “LangChain langchain-fireworks==1.4.4”Changes since langchain-fireworks==1.4.3
release(fireworks): 1.4.4 (#38753) fix(fireworks): report cached prompt token usage (#38751) chore(deps): refresh lockfiles (#38746) chore(model-profiles): re…
链接：https://github.com/langchain-ai/langchain/releases/tag/langchain-fireworks%3D%3D1.4.4
CrewAI 1.15.2
Section titled “CrewAI 1.15.2”What’s Changed
Section titled “What’s Changed”Features
Section titled “Features”- Pull latest LLM models dynamically in the crew wizard.
- Support inline skill definitions.
- Add generated Flow Definition authoring skill.
- Support templated Flow a…
链接：https://github.com/crewAIInc/crewAI/releases/tag/1.15.2
OpenAI Codex CLI rust-v0.144.1
Section titled “OpenAI Codex CLI rust-v0.144.1”Bug Fixes
Section titled “Bug Fixes”- Fixed standalone installs failing when GitHub returns compact or reordered release metadata. (#31913)
- Ensured macOS package installs expose the code-mode host alongside the
codexe…
链接：https://github.com/openai/codex/releases/tag/rust-v0.144.1
GPT-5.6
Section titled “GPT-5.6”https://deploymentsafety.openai.com/gpt-5-6/gpt-5-6.pdfhttps://developers.openai.com/api/docs/guides/latest-modelhttps://x.com/levie/status/2075287443411222628, https://xcancel.com/levie/status/2075287443411222628
Comments URL: https://news.ycombinator.com/item?id=48849066 Points: 1063
Comments:
Section titled “Comments:”AI 2040: Plan A
Section titled “AI 2040: Plan A”Article URL: https://ai-2040.com/ Comments URL: https://news.ycombinator.com/item?id=48848425 Points: 70
Comments: 39
Section titled “Comments: 39”AI content is everywhere on social media, especially LinkedIn
Section titled “AI content is everywhere on social media, especially LinkedIn”Article URL: https://www.pangram.com/blog/ai-in-your-feed Comments URL: https://news.ycombinator.com/item?id=48847940 Points: 195
Comments: 167
Section titled “Comments: 167”Show HN: FableCut – A browser video editor AI agents can drive (zero deps)
Section titled “Show HN: FableCut – A browser video editor AI agents can drive (zero deps)”Article URL: https://github.com/ronak-create/FableCut Comments URL: https://news.ycombinator.com/item?id=48845422 Points: 85
Comments: 58
Section titled “Comments: 58”AI changes the economics of software rewrites
Section titled “AI changes the economics of software rewrites”Article URL: https://thetruthasiseeitnow.com/ai-slop-starts-with-the-codebase-itself/ Comments URL: https://news.ycombinator.com/item?id=48841446 Points: 99
Comments: 103
Section titled “Comments: 103”What’s slowing down the AI buildout
Section titled “What’s slowing down the AI buildout”Article URL: https://www.worksinprogress.news/p/ai-is-bottlenecked-by-the-grid Comments URL: https://news.ycombinator.com/item?id=48840620 Points: 64
Comments: 151
Section titled “Comments: 151”I think I have LLM burnout
Section titled “I think I have LLM burnout”Article URL: https://www.alecscollon.com/blog/llm-burnout/ Comments URL: https://news.ycombinator.com/item?id=48839984 Points: 382
Comments: 338
Section titled “Comments: 338”We made Grok 4.5, GPT-5.5, and Claude build the same apps
Section titled “We made Grok 4.5, GPT-5.5, and Claude build the same apps”Article URL: https://www.tryai.dev/blog/grok-4.5-vs-gpt-5.5-vs-claude-build-off Comments URL: https://news.ycombinator.com/item?id=48838772 Points: 170
Comments: 91
Section titled “Comments: 91”2026-07-11
Section titled “2026-07-11”生成时间：2026/7/11 09:24:58（UTC: 2026-07-11T01:24:58.742Z）
Vidu S1: A Real-Time Interactive Video Generation Model
Section titled “Vidu S1: A Real-Time Interactive Video Generation Model”👍 108 · arXiv
We introduce Vidu S1, a real-time interactive video generation model supporting voice control of digital characters. Users can control video generation content at any moment through voice instructions…
Accurate, Interdisciplinary and Transparent Structure-property Understanding with Deep Native Structural Reasoning
Section titled “Accurate, Interdisciplinary and Transparent Structure-property Understanding with Deep Native Structural Reasoning”👍 77 · arXiv
Structure-property relationships are foundational to biology, chemistry and materials science, where function, reactivity and physical response emerge from spatial, chemical and periodic organization…
Dual Latent Memory in Vision-Language-Action Models for Robotic Manipulation
Section titled “Dual Latent Memory in Vision-Language-Action Models for Robotic Manipulation”👍 50 · arXiv
Mainstream Vision-Language-Action (VLA) models predict actions primarily from the current observation under a Markovian assumption, thus struggling with long-horizon, temporally dependent tasks. Exist…
Video-Oasis: Rethinking Evaluation of Video Understanding
Section titled “Video-Oasis: Rethinking Evaluation of Video Understanding”👍 43 · arXiv
The inherent complexity of video understanding makes it difficult to determine whether Video-LLM benchmark performance stems from visual perception, linguistic reasoning, or knowledge priors. While ma…
Scaling Mixture-of-Experts Video Pretraining for Embodied Intelligence
Section titled “Scaling Mixture-of-Experts Video Pretraining for Embodied Intelligence”👍 43 · arXiv
Despite the recent promise in robot control, video generative models suffer from a domain mismatch due to their primary focus on content creation. For example, their design inherently prioritizes visu…
LangChain langchain==1.3.13
Section titled “LangChain langchain==1.3.13”Changes since langchain==1.3.12
release(langchain): 1.3.13 (#38787)
feat(langchain): add meta extra and support langchain-meta in init_chat_model (#38786)
feat(openai): support explicit prompt cach…
链接：https://github.com/langchain-ai/langchain/releases/tag/langchain%3D%3D1.3.13
Ollama v0.32.0-rc0
Section titled “Ollama v0.32.0-rc0”What’s Changed
Section titled “What’s Changed”- create: select the qwen3.5 parser and renderer for Qwen3.5/Next by @jessegross in https://github.com/ollama/ollama/pull/17078
- launch: warn before old agent models by @ParthSare…
链接：https://github.com/ollama/ollama/releases/tag/v0.32.0-rc0
MCP Servers 2026.7.10
Section titled “MCP Servers 2026.7.10”Release : v2026.7.10
Section titled “Release : v2026.7.10”Updated packages
Section titled “Updated packages”- @modelcontextprotocol/server-filesystem@2026.7.10
- mcp-server-time@2026.7.10
- mcp-server-fetch@2026.7.10
- mcp-server-git@2026.7.10 …
链接：https://github.com/modelcontextprotocol/servers/releases/tag/2026.7.10
OpenAI Codex CLI rust-v0.145.0-alpha.4
Section titled “OpenAI Codex CLI rust-v0.145.0-alpha.4”Release 0.145.0-alpha.4
…
链接：https://github.com/openai/codex/releases/tag/rust-v0.145.0-alpha.4
GPT-5.6, Grok 4.5, Claude, and Muse Spark build the same 4 apps
Section titled “GPT-5.6, Grok 4.5, Claude, and Muse Spark build the same 4 apps”Article URL: https://www.tryai.dev/blog/gpt-5.6-build-off-12-models Comments URL: https://news.ycombinator.com/item?id=48865093 Points: 134
Comments: 78
Section titled “Comments: 78”How the terrorist group Boko Haram uses frontier AI
Section titled “How the terrorist group Boko Haram uses frontier AI”Article URL: https://casp.ac/reports/ai-enabled-terrorism Comments URL: https://news.ycombinator.com/item?id=48863707 Points: 176
Comments: 147
Section titled “Comments: 147”GPT-5.6 Sol Ultra produces proof of the Cycle Double Cover Conjecture [pdf]
Section titled “GPT-5.6 Sol Ultra produces proof of the Cycle Double Cover Conjecture [pdf]”https://x.com/__eknight__/status/2075643450196971805, https://xcancel.com/__eknight__/status/2075643450196971805Prompt: https://cdn.openai.com/pdf/04d1d1e4-bc75-476a-97cf-49055cd98…
Comments URL: https://news.ycombinator.com/item?id=48863490 Points: 342
Comments: 275
Section titled “Comments: 275”AI-generated videos to maximally drive a target brain region
Section titled “AI-generated videos to maximally drive a target brain region”Article URL: https://nevo-project.epfl.ch/ Comments URL: https://news.ycombinator.com/item?id=48856904 Points: 266
Comments: 222
Section titled “Comments: 222”Building a real-time AI tutor for 5-year-olds
Section titled “Building a real-time AI tutor for 5-year-olds”Hey HN! We’ve spent the good part of this past year building an AI tutor that teaches kids ages 4-9 reading, math, ESL and more. Getting an AI tutor to effectively teach a child turns out to be a really hard technical challenge, this took getting the underlying architecture right.Our tutor steers th
Show HN: Reviving my 2001 college band with AI
Section titled “Show HN: Reviving my 2001 college band with AI”25 years ago, I joined a band called Fading Maize at Ripon College in Wisconsin. We did what we could with what we had. We recorded 3 albums over the next 3 years and played at as many bars and coffee shops as we could. We built a website with Microsoft Frontpage. Then we went our separate ways, got
GPT-5.6
Section titled “GPT-5.6”https://deploymentsafety.openai.com/gpt-5-6/gpt-5-6.pdfhttps://developers.openai.com/api/docs/guides/latest-modelhttps://x.com/levie/status/2075287443411222628, https://xcancel.com/levie/status/2075287443411222628
Comments URL: https://news.ycombinator.com/item?id=48849066 Points: 1517
Comments:
Section titled “Comments:”AI 2040: Plan A
Section titled “AI 2040: Plan A”Article URL: https://ai-2040.com/ Comments URL: https://news.ycombinator.com/item?id=48848425 Points: 140