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Pulse · forkast.news

forkast.news · Oct 25

The Nov 4 Promise Arrives With a License Nobody Has Read

Moonshot AI has pledged to release model weights by November 4, but the repository does not exist yet on Hugging Face. Builders are left waiting for the license, which may mirror the $20 million revenue gate established for the company's previous K3 model.

Pulse · calcalistech.com

calcalistech.com · Oct 25

OpenAI used AI agents to hack its own defenses before resuming model training

The company spent hundreds of billions of tokens testing whether teams of AI agents could escape sandboxes, reach the live internet or communicate across isolated environments. The exercise uncovered software vulnerabilities and configuration errors that OpenAI says it has addressed.

Pulse · simplywall.st

simplywall.st · Oct 25

AI-generated text is growing harder to understand, study finds

GoDaddy recently expanded its Developer Platform, adding hosting, professional email and commerce APIs on top of its domain APIs so developers and AI agents can programmatically move from code to live businesses in one environment. This shift toward a unified API and CLI layer, including Node.js hosting with built-in security, deepens GoDaddy’s role in developer and AI driven workflows that support its broader applications and commerce ambitions. The next area of interest is how GoDaddy’s...

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arXiv

Oct 22

A Unified Framework for Image-to-3D Part Generation via Variable Granularity

Controllable 3D part generation is pivotal for digital asset creation, yet existing methods lack the flexibility to accommodate diverse user workflows requiring varying levels of control. In this paper, we introduce FlexPart, a unified image-to-3D part generation framework that supports variable-granularity geometric conditions within a single model. By seamlessly integrating heterogeneous inputs, ranging from sparse points to dense bounding boxes and masks, via gated adaptive modulation, FlexPart unlocks a powerful cross-modal synergy. We also propose an asymmetric geometric guidance mechanism that leverages strong spatial priors to align representations across granularities, improving geometric consistency and facilitating inter-task synergy. Under mask conditioning on PartVerseXL, FlexPart reduces Part CD by 16.6% relative to TripoSG + SAM3D and by 10.5% relative to OmniPart, while maintaining competitive whole-mesh quality. The code can be found at https://github.com/Gucci233/FlexPart

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arXiv

Oct 22

A Grammar of French Civil Cassation: A Ground-Level Dataset and Tool

This paper presents a dataset of 121,536 ground-reasons pairs across 86,464 rulings of the five civil chambers of the French Court of Cassation (2016-2025). An appeal on points of law cannot itself be appealed and often decides a case for good. Understanding how the Court rules…

arXiv

Oct 22

What Comes Next and Why: Interpretable Next-Event Prediction with Neuro-Symbolic Rules

In real-world applications, being able to explain why a prediction is made is often as important - if not more so - than achieving high accuracy. However, existing methods for sequential event prediction typically prioritize accuracy at the expense of interpretability.…

arXiv

Oct 22

Can AI Co-Design Structures? An AI Agent for Early-Stage Structural Design

Recent advances in large language models and agentic workflows offer a new paradigm to early-stage structural design translating design intent into structural models. Although text-to-3D approaches have demonstrated that natural language can be used to produce visual,…

arXiv

Oct 22

Where Do Long Captions Fail? Position-Aware Diagnosis and Reinforcement Learning for Detailed Image Captioning

Detailed image captioning is usually framed as an amount problem: a model should mention more visual facts while avoiding hallucination. However, autoregressive VLMs generate captions as ordered sequences, and later generations may be produced under weaker or noisier visual…

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