AI 速递 2026-07-04
生成时间：2026/7/4 09:47:36（UTC: 2026-07-04T01:47:36.452Z）
Program-as-Weights: A Programming Paradigm for Fuzzy Functions
Section titled “Program-as-Weights: A Programming Paradigm for Fuzzy Functions”👍 58 · 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”👍 41 · 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”👍 40 · 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…
PerceptionRubrics: Calibrating Multimodal Evaluation to Human Perception
Section titled “PerceptionRubrics: Calibrating Multimodal Evaluation to Human Perception”👍 36 · 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…
Morphing into Hybrid Attention Models
Section titled “Morphing into Hybrid Attention Models”👍 31 · 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.1
Section titled “OpenClaw v2026.7.1-beta.1”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.1
Goose v1.41.0
Section titled “Goose v1.41.0”✨ Features
Section titled “✨ Features”- iFlytek Spark and Astron MaaS providers (#9837)
--editsession flag to edit conversation before forking (#9799)- Fireworks AI declarative provider (#9990)
- OpenRouter request pa…
链接：https://github.com/aaif-goose/goose/releases/tag/v1.41.0
OpenAI Codex CLI rust-v0.143.0-alpha.35
Section titled “OpenAI Codex CLI rust-v0.143.0-alpha.35”Release 0.143.0-alpha.35
…
链接：https://github.com/openai/codex/releases/tag/rust-v0.143.0-alpha.35
Kagi Changelog (July 2): Heads, tails, and an AI toggle
Section titled “Kagi Changelog (July 2): Heads, tails, and an AI toggle”Article URL: https://kagi.com/changelog#10959 Comments URL: https://news.ycombinator.com/item?id=48779352 Points: 51
Comments: 10
Section titled “Comments: 10”AI saves about 3% of your hours, and almost none of it reaches the money
Section titled “AI saves about 3% of your hours, and almost none of it reaches the money”Article URL: https://okaneland.com/study/ai-productivity-roi-at-work/ Comments URL: https://news.ycombinator.com/item?id=48777257 Points: 70
Comments: 82
Section titled “Comments: 82”Instead of banning AI, I made a classroom contract with my students
Section titled “Instead of banning AI, I made a classroom contract with my students”Article URL: https://www.science.org/content/article/instead-banning-ai-i-made-classroom-contract-my-students Comments URL: https://news.ycombinator.com/item?id=48775499 Points: 69
Comments: 77
Section titled “Comments: 77”Please stop the AI confidence theater
Section titled “Please stop the AI confidence theater”Article URL: https://www.elenaverna.com/p/please-stop-the-ai-confidence-theater Comments URL: https://news.ycombinator.com/item?id=48774414 Points: 222
Comments: 240
Section titled “Comments: 240”AI Data Centers Use More Water Than Most Tech Giants Report
Section titled “AI Data Centers Use More Water Than Most Tech Giants Report”Article URL: https://www.wsj.com/tech/ai/ai-data-centers-water-use-901e2902 Comments URL: https://news.ycombinator.com/item?id=48774246 Points: 54
Comments: 64
Section titled “Comments: 64”Alibaba to ban Claude Code in workplace over alleged backdoor risks, source says
Section titled “Alibaba to ban Claude Code in workplace over alleged backdoor risks, source says”Article URL: https://www.reuters.com/world/china/alibaba-ban-claude-code-workplace-over-alleged-backdoor-risks-source-says-2026-07-03/ Comments URL: https://news.ycombinator.com/item?id=48772443 Points: 314
Comments: 269
Section titled “Comments: 269”AI coding is a nightmare. Am I the only one experiencing this?
Section titled “AI coding is a nightmare. Am I the only one experiencing this?”Here are my biggest gripes with AI coding assistants right now: Obsessed with reinventing the wheel. You’ll often find it writing three duplicate functions for the exact same feature in a single file. Why? Because it’s terrified of blowing up the context window, so it only reads a fraction of a larg
Protect your right to run local AI
Section titled “Protect your right to run local AI”Article URL: https://righttointelligence.org/ Comments URL: https://news.ycombinator.com/item?id=48768951 Points: 496