Compaction Strategies in Long Horizon Agentic Tasks: A Comprehensive Analysis

Explore the impact of compaction strategies on long horizon agentic tasks with frontier models.
A-MapReduce: How Agentic MapReduce Achieves State-of-the-Art Wide Search Performance
A-MapReduce revolutionizes wide search with agentic MapReduce, delivering 5.11% to 17.50% F1 improvements and 45.8% faster execution.
Mine Odyssey Benchmark Reveals 61.7% Spatial Agentic Intelligence Gap Between GPT-6 Astra and DeepSeek-V4.1-Flash

Mine Odyssey reveals 61.7% spatial agentic intelligence gap between GPT-6 Astra and DeepSeek-V4.1-Flash.
BFCL Benchmark Flaw: Why Asking Earns Nothing in Multi-Turn Dialogues
BFCL benchmark flaw: Why asking earns nothing in multi-turn dialogues.
Agentic Leaderboard Contamination: A Measurement-First Audit Framework

A deep dive into the measurement-first audit framework for agentic leaderboards, addressing contamination susceptibility and scorer validation.