Unverified50% confidenceFactExact time
Traditional research agents need to stitch together three capabilities—search engines, crawlers, and LLMs—each of which has its own failure modes.
1
Sources
50%
Confidence
Long-term
Relevance
9/20/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedRouting failures can be categorized into three types: retrieval miss, model misjudgment, and missing skill — the remediation paths for these three types are completely different.73% similarUnverifiedMulti-agent parallel deployment faces three core challenges: context isolation, resource contention, and error propagation.70% similarUnverifiedA single context window exhibits three typical failure modes when handling complex tasks: agent laziness, self-preference bias, and goal drift.69% similarUnverified智能体技术在实际落地中面临幻觉控制、长链推理可靠性和工具选择准确性三大核心挑战69% similarUnverifiedPractices at institutions such as OpenAI, Anthropic, and Google DeepMind indicate that when agent tasks span tens to hundreds of steps, traditional prompt engineering can no longer meet system-level reliability requirements.68% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/937007API
curl https://kongchang.com/api/v1/knowledge/claims/937007MCP
get_claim(id=937007)