HN ehtbanton 4/13/2026

LLM is a compiler, not a runtime

Essay proposing viewing LLMs as compilers rather than runtimes. Discusses lack of reuse in agent systems and efficiency improvements.

HN alarvfm 4/13/2026

1 year of LLMs writing code for me

Personal account of using AI coding agents as primary development tool for one year. Observes recent quality threshold improvements in 2025.

HN aituglo 4/13/2026

The state of bug bounty in 2026

Essay on bug bounty trends in 2026. Discusses AI agent effectiveness for vulnerability discovery and program management challenges.

Ax Marc B\"ohlen, Sai Krishna 4/13/2026

Scrapyard AI

Investigates opportunities for resource-constrained AI research using obsolete yet capable discarded models from AI production cycles.

Ax Chris Hicks, Elizabeth Bates, Shae McFadden, Isaac Symes Thompson, Myles Foley, Ed Chapman, Nickolas Espinosa Dice, Ankita Samaddar, Joshua Sylvester, Himanshu Neema, Nicholas Butts, Nate Foster, Ahmad Ridley, Zoe M, Paul Jones 4/13/2026

Building Better Environments for Autonomous Cyber Defence

Workshop report on designing reinforcement learning environments for autonomous cyber defense applications.

Ax Mehran Taghian, Yunke Peng, Xing Huang, Yao Wang, Yaoyuan Wang, Wei Guo, Yuanyong Luo, Tianchi Hu, Junsong Wang, Xin Wang, Hu Liu, Yu Cheng, Ziwei Yu, Hongliang Li, Mehdi Rahimifar, Lei Yan, Xuefei Wang, Zhuang Ma, Lei Liu, Hui Yu, Anandharaju Durai Raju, Hoang Le, Hei Yi Mak, Tanzila Rahman, Shadan Golestan 4/13/2026

HiFloat4 Format for Language Model Pre-training on Ascend NPUs

HiFloat4 low-precision floating-point format for efficient 4-bit LLM pre-training on Ascend NPU hardware.