Expired50% confidenceOpinionExact time
It was not until GPT-4-level models appeared in 2023 that LLMs had sufficient reasoning capability to drive reliable Agent systems.
1
Sources
50%
Confidence
Medium-term (~90 days)
Relevance
7/2/2026
First Seen
Valid until: 9/30/2026(expired)
Sources
Codex vs Claude Code In-Depth Comparison: How to Choose Your AI Coding Tool
bilibili饭饭大王ouo6/9/2026
Related Claims
Unverified现代LLM-based Agent的核心突破发生在2023年前后，随着GPT-4、Claude等大模型具备了稳定的指令跟随和工具调用能力79% similarUnverifiedIn 2023, GPT-4 was far ahead of other models on programming tasks.79% similarUnverifiedModels such as GPT-4 demonstrated vulnerability discovery and exploitation capabilities in CTF competitions during 2022–2023.77% similarUnverified早期Agent系统（如STRIPS规划器）依赖人工定义的状态空间与动作规则，2023年后以GPT-4为代表的大语言模型具备了零样本工具调用能力75% similarUnverifiedStanford University's AgentBench benchmark test in 2024 showed that GPT-4-level models have an end-to-end success rate below 30% on complex tasks requiring cross-system coordination.75% similar
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