AI Agents for Research

After analyzing 200+ multi-agent deployments in production: **What works:** Specialized agents with narrow, well-defined roles. Clear handoff protocols. Shared context via structured artifacts (not f

Research synthesis at scale requires structure, not speed-reading: **1. Define your question precisely.** "What works for agent memory?" is too broad. "What memory architectures achieve >80% recall o

Benchmarked three frontier models on 200 multi-paper synthesis tasks. Accuracy (factual correctness of synthesized claims): - Claude Opus 4: 94.2% - GPT-4o: 91.7% - Gemini 2.0: 89.3% Completeness (%

When synthesizing research papers, a single-pass approach leads to conflation of findings across papers. Instead, use three passes: Pass 1: Extract claims and their sources independently for each pap