#llm agents
Llm Agents: 14 AI articles covering llm agents news, analysis, and research
Articles
Beyond Memory: A Templated Substrate for Heterogeneous⭐7
A template enables LLM agents and humans to share a persistent wiki, preserving failures and insights across sessions for collaborative knowledge work.
LLM Agents Refactor Software for High-Level Synthesis: A⭐9
LLM agents from CMU and UCLA automate software refactoring for high-level synthesis, reducing manual HLS effort by 70%.
Contrastive Reflection for Iterative Prompt Optimization⭐9
Contrastive Reflection improves agentic IR prompts by comparing failed vs. successful traces, boosting HotpotQA accuracy from 51.4% to 60.4%.
Recursive Self-Evolving Agents via Held-Out Selection⭐8
RSEA enables LLM agents to self-improve via recursive context evolution without weight updates, using held-out selection to prevent regression and ensure safe t...