模型与评测

PPO-STGNN: A Proximal Policy Optimization Approach with Spatio-Temporal Graph Neural Networks for DAG Task Scheduling in Cloud-Edge-End Computing

With the rapid development of the Internet of Things, computation intensive directed acyclic graph (DAG) tasks have become increasingly common in cloud-edge-end collaborative environments. However, cloud, edge, and end nodes are highly heterogeneous in computing capacity, network

Making Every Tool Call Count: Necessary Tool-Evidence Path Rewards for Agentic Vision-Language Models

Modern vision-language models (VLMs) can directly answer many image-grounded questions, yet they often struggle with complex queries requiring fine-grained visual details or external knowledge. To acquire this missing evidence, agentic VLMs invoke tools such as image cropping, im

The Psychological Costs of Artificial Intelligence Adoption in Software Engineering

Artificial intelligence (AI) is increasingly used to augment software engineering (SE) workflows. While code generation remains the main use case, organizations are actively seeking AI integration in other practices such as test cases generation and code reviews. Organizational A

Exploring the Potential of Contrastive Language-Image Pre-training for Multi-Source Remote Sensing Data

Contrastive language-image learning (CLIP) has become a key paradigm for remote sensing vision-language understanding. However, existing remote sensing contrastive learning methods are mostly built on RGB-oriented CLIP architectures, making it difficult to exploit heterogeneous s

Counterfactual Fairness Audits of Multi-Step Clinical LLM Agents Require a Measured Per-Action Instability Floor

Counterfactual audits are the standard tool for checking whether a clinical agent treats demographically distinct but clinically identical patients differently. They report a flip rate: how often an action changes when only the patient descriptor changes. We show that this quanti

RTX 4060 跑 35B 模型，每秒 39 Token？伯克利、MIT 联手开源 FreeToken

Introducing WeatherNext 3, our most advanced and accurate global weather AI model

OpenAI rolls out GPT-6 Astra to top-tier ChatGPT plans at half the rate of GPT-5.6 Sol

OpenAI has rolled out GPT-6 Astra to Pro, Enterprise, and Business Premium users, with Plus users expected to follow soon. Message allowances for the standard model are roughly half of what GPT-5.6 Sol offers: Plus users get an estimated 5 to 45 messages per five hours with Astra

Lol @ 5 hour limit Fable 5.1

Ive been using Astra all day, ultracode, 1.5x speed(more usage). With no 5-hour limit. Ive used only 34% weekly limit. Ive been using claude fable 5.1 on Extra for 58 minutes since the reset and its already at 100% usage on 5-hour limit. And 44% Fable weekly. Mind you I have both

Remove the weekly fable cap already

Astra is out. Why can I only use 50% of my weekly limit on Fable 5.1? Please change this immediately please.

Introducing Gemini 3.8 Flash and 3.8 Flash Cyber

Meta Releases Muse Spark 1.3, matching Fable 5 w/ .10 cents input .20 cents output per million tokens.

Fable 5.1 made a Minecraft mod for $20

Anthropic just dropped Fable 5.1, so I decided to build a Minecraft mod with it. I wanted a gun that does Kirin from Naruto (Sasuke's lightning dragon), so I gave it two YouTube links, the anime scene and a short of a railgun mod, and asked it to combine both. It went through bot

Fable 5.1 System Card