AI 速递 2026-07-05
生成时间：2026/7/5 09:52:55（UTC: 2026-07-05T01:52:55.401Z）
Program-as-Weights: A Programming Paradigm for Fuzzy Functions
Section titled “Program-as-Weights: A Programming Paradigm for Fuzzy Functions”👍 72 · 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”👍 44 · 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”👍 41 · 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”👍 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…
Morphing into Hybrid Attention Models
Section titled “Morphing into Hybrid Attention Models”👍 37 · 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…
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
GPT-5.5 Codex reasoning-token clustering may be leading to degraded performance
Section titled “GPT-5.5 Codex reasoning-token clustering may be leading to degraded performance”Article URL: https://github.com/openai/codex/issues/30364 Comments URL: https://news.ycombinator.com/item?id=48789428 Points: 145
Comments: 45
Section titled “Comments: 45”AI has torched the market for junior programmers
Section titled “AI has torched the market for junior programmers”Article URL: https://seldo.com/posts/ai-has-torched-the-market-for-junior-programmers/ Comments URL: https://news.ycombinator.com/item?id=48788361 Points: 85
Comments: 161
Section titled “Comments: 161”2026 Unslop AI-Written Fiction Contest Results
Section titled “2026 Unslop AI-Written Fiction Contest Results”Article URL: https://www.hyperstitionai.com/unslop-results Comments URL: https://news.ycombinator.com/item?id=48782890 Points: 60
Comments: 139
Section titled “Comments: 139”New serious vulnerabilities spiked around release of Claude Mythos Preview
Section titled “New serious vulnerabilities spiked around release of Claude Mythos Preview”Article URL: https://epoch.ai/data-insights/cve-severity-spike Comments URL: https://news.ycombinator.com/item?id=48780056 Points: 151
Comments: 71
Section titled “Comments: 71”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: 65
Comments: 14
Section titled “Comments: 14”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: 76
Comments: 93
Section titled “Comments: 93”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: 89
Comments: 90
Section titled “Comments: 90”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: 232