Pai 的 AI 雷达

模型与评测

今天:Pretext(Agent 原型),Bi-FORK(arXiv:2610)。并行还有 Try On-Device AI、Agent4RE、Agentic-TTT。

日期
2026/10/11
今日条目
97
当前类目
30
#25

The Harness as the Only Mutable Surface: Compliance-Bounded Self-Evolution of LLM Agents in Credit Pipelines, with a Measured Admission Gate

arXiv:2610.10629v1 Announce Type: new Abstract: Self-improving LLM agents can adapt a credit pipeline to a changed rule, but an agent that rewrites itself destroys the artefact a supervisor reviews: a named change, a recorded test, an approval. We argue that self-evolution is rev

推荐理由The Harness as the Only Mutable Surface:arXiv:2610.10629v1 Announce Type: new Abstract: Self-improving LLM agents can adapt。
模型与评测金融arXiv cs.AI 官方
#26

Transect: Retaining Observability for Long-Horizon LLM Agent Evaluations

arXiv:2610.08364v2 Announce Type: replace Abstract: Frontier AI evaluations increasingly use open-ended, agentic, long-horizon tasks whose transcripts can span hundreds of pages of outputs and actions from complex multi-agent networks. The observability envelop-the range of what

推荐理由Transect: Retaining Observability:arXiv:2610.08364v2 Announce Type: replace Abstract: Frontier AI evaluations。
模型与评测arXiv cs.AI 官方
#27

OpenProblemBench: Benchmarking AI on Open Problems in the Foundational Theoretical Sciences

arXiv:2610.11118v1 Announce Type: new Abstract: The next frontier for artificial general intelligence is tackling unresolved scientific problems, calling for benchmarks that assess progress beyond established knowledge. We introduce OpenProblemBench, a benchmark of 82 unresolved

推荐理由OpenProblemBench: Benchmarking AI:arXiv:2610.11118v1 Announce Type: new Abstract: The next frontier for artificial。
模型与评测arXiv cs.AI 官方
#28

ttok 0.4

Release: ttok 0.4 ttok is my CLI tool for counting tokens, using OpenAI's open source tiktoken library. It hasn't been in updated in a couple of years, but I finally fixed a Click warning, updated CI, and added a --list-models command to list available models. It works with uvx ,

推荐理由ttok 是一个基于 OpenAI 开源 tiktoken 库的命令行工具,支持直接通过 uvx 运行,能用来在终端中快速统计输入文本的 token 数量,并随时查询列出所有可用的模型。
模型与评测Simon Willison
#29

ML Drift: Next-Gen GPU AI/ML Inference at the Edge

Google AI Edge has introduced ML Drift, a high-performance, universal GPU compute framework designed to accelerate on-device AI and machine learning inference. By abstracting the complexities of hardware and low-level APIs—including OpenGL ES, OpenCL, Metal, and WebGPU—ML Drift e

推荐理由ML Drift 可用于在边缘设备上加速端侧人工智能与机器学习推理,通过抽象并屏蔽底层硬件及 OpenGL ES、OpenCL、Metal、WebGPU 等底层 API 的复杂性,跨平台高效发挥端侧 GPU 算力来运行各类智能模型。
模型与评测Google Developers AI (Olshansk)
#30

Introducing LangSmith Fine-Tuning

LangChain introduces LangSmith Fine-Tuning and SmithTune, a CLI built for post-training models. Train specialized models without building data pipelines by hand.

推荐理由该工具能用来对模型进行后训练与微调,借助专用的命令行工具使用户无需手动搭建复杂的数据流水线,即可直接训练出契合特定场景的专业化定制模型,有效简化模型的调优与开发流程。
模型与评测LangChain Blog