Engineering
The Natural Language Interaction Protocol and Standard for AI Agents
This paper addresses the lack of standardized interoperability between AI agents built on different frameworks and deployed across organizations. It…
Engineering
HarnessDev: Can LLMs Create and Evolve Their Own Agent Harness?
The study introduces a benchmark evaluating whether LLMs can construct and iteratively refine their own agent execution harnesses rather than…
Engineering
Repo-To-Skill: Distilling GitHub Repositories Into AI4AI Skills
The paper presents DisCo, a research agent that distills operational knowledge from GitHub repositories into reusable AI skills using two…
Engineering
WHALE: A Simple Recipe for Joint Harness-Weight Optimization
Researchers introduce WHALE, a method that jointly optimizes both a language model’s weights and its harness code, the executable logic…
Engineering
CRISP: Cliff-awaRe Input-adaptive Sparse Prefilling with Structural-Mass-Motivated Routing
The authors present CRISP, a method for speeding up the attention prefilling phase of long-context LLM inference. It replaces a…
Engineering
Influence-Directed Distillation: Solving the Diversity Bottleneck in Sampled-Token On-Policy Distillation
The paper tackles a known failure mode in knowledge distillation where student models gain single-attempt accuracy but lose the output…
Engineering
Debias-SparseGPT: Bias-Aware Pruning for Large Language Models
Researchers developed Debias-SparseGPT, a post-training pruning method that adds a representational-debiasing term computed over demographically contrasting inputs to the standard…
Engineering
ZipTok3D: High-Fidelity 3D Tokenization with Compact Token Prefixes
The paper introduces ZipTok3D, a 3D tokenizer designed to reconstruct high-fidelity shapes from extremely short token sequences using progressively informative…
Engineering
VibeVoice-ASR-Streaming Technical Report
This technical report describes VibeVoice-ASR-Streaming, an LLM-based end-to-end system for real-time, speaker-attributed speech recognition that processes fixed-size audio chunks plus…
Engineering
It Takes Two to Match: Co-Evolving Generative Retriever with Reinforcement Learning
The authors present CoGR, a retrieval framework in which large language models generate keyword representations for both queries and items,…
Engineering
Agent Memory Is a Surface for Endogenous Authorization Laundering
The paper identifies a vulnerability in LLM agents where inaccurate persistent memory can manufacture false permissions, letting an agent take…
Engineering
On the Design of Qwen3.8-Next Architecture: Evaluation, Efficiency, and Training Stability
Researchers present Qwen3.8-Flash-Next, a sparse mixture-of-experts model with 125 billion total parameters that activates only 6 billion per token, achieving…