[KongchangAI]
Expired50% confidenceFactExact time

As model capabilities continue to improve, Agents can run for longer periods and handle more complex tasks, but token consumption also increases when the direction is wrong.

1
Sources
50%
Confidence
Medium-term (~90 days)
Relevance
7/2/2026
First Seen

This claim has expired. It is kept for the record and no longer describes the current state.

Valid until: 9/30/2026(expired)

Sources

Three-Layer Workflow Optimization for Claude Code: Requirements Extraction, HTML Specs, and Embedded Verification in Practice
bilibiliGelai_AI6/24/2026

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