HN csmantle 3/30/2026

Colleague.skill

Career advice article about knowledge transfer and team transitions.

HN MattSWilliamson 3/30/2026

Selling to AI Agents

Analysis of how AI agents integrate third-party tools into code generation and product decision workflows.

Ax Karen Hambardzumyan, Nicolas Baldwin, Edan Toledo, Rishi Hazra, Michael Kuchnik, Bassel Al Omari, Thomas Simon Foster, Anton Protopopov, Jean-Christophe Gagnon-Audet, Ishita Mediratta, Kelvin Niu, Michael Shvartsman, Alisia Lupidi, Alexis Audran-Reiss, Parth Pathak, Tatiana Shavrina, Despoina Magka, Hela Momand, Derek Dunfield, Nicola Cancedda, Pontus Stenetorp, Carole-Jean Wu, Jakob Nicolaus Foerster, Yoram Bachrach, Martin Josifoski 3/30/2026

AIRA_2: Overcoming Bottlenecks in AI Research Agents

AIRA_2 addresses bottlenecks in AI research agents: synchronous execution, generalization gaps in validation, and limited LLM operator capabilities through architectural improvements.

Ax Zelin Tan, Zhouliang Yu, Bohan Lin, Zijie Geng, Hejia Geng, Yudong Zhang, Mulei Zhang, Yang Chen, Shuyue Hu, Zhenfei Yin, Chen Zhang, Lei Bai 3/30/2026

Stabilizing Rubric Integration Training via Decoupled Advantage Normalization

PAPO (Process-Aware Policy Optimization) integrates process-level evaluation into GRPO via decoupled advantage normalization to improve reward model signals in reasoning tasks.

Ax Sirui Tao, Ivan Liang, Cindy Peng, Zhiqing Wang, Srishti Palani, Steven P. Dow 3/30/2026

DesignWeaver: Dimensional Scaffolding for Text-to-Image Product Design

DesignWeaver research on text-to-image generation for product design; study with 12 experienced designers showing how experts explore design spaces; enables novices to create professional visuals.