HN ingve 14d ago

DSLs Enable Reliable Use of LLMs

Explores using Domain-Specific Languages as abstractions to guide LLMs toward reliable code generation, with Tickloom distributed systems example.

HN taubek 14d ago

Merged at the Speed of AI

Case study of Bun JavaScript runtime replacing 1M lines of Zig with Rust using Claude AI coding. Documents AI-assisted large-scale code migration.

Ax Jatin Prakash, Aahlad Puli, Rajesh Ranganath 14d ago

Controllably Efficient Language Models

Framework enabling transformers to trade off inference efficiency and quality dynamically, controlling sparse/linear attention and convolutions per layer.

Ax Zhuoyun Du, Runze Wang, Huiyu Bai, Zouying Cao, Xiaoyong Zhu, Yu Cheng, Bo Zheng, Wei Chen, Haochao Ying 14d ago

Enabling Agents to Communicate Entirely in Latent Space

Interlat: enables LLM-based agents to communicate directly in latent space, bypassing discrete tokens for richer information exchange in collaborative problem-solving.