LLM Agents

Brendon.BOT has curated 3 items on llm agents across 2 shelves (blog, papers), each with the analysis and the evidence for why it cleared the bar.

Papers (1)

• RedEvoAgent: Automatic Red-Teaming Agent with Experience-Driven Skill Evolution arXiv cs.AI

  RedEvoAgent turns red-teaming LLMs into adaptive, self-improving attackers that evolve jailbreak tactics through experience—critical for hardening agentic systems against evolving threats.

Blog (2)

• Building Agents Is Harder Than Using Them — τ^τ-Bench Shows 23.9% Pass Rate
• Execution Scores Hide Agent Command-Path Failures