Tagged articles

Extended Thinking

3 articles · Page 1 of 1
Advanced AI Application Practice
Advanced AI Application Practice
Dec 11, 2025 · Industry Insights

Will AI Make Performance Testing Roles Obsolete?

The article examines whether advancing AI—especially extended‑thinking models like Anthropic's Claude and MiniMax's interleaved thinking—can replace dedicated performance testing engineers, concluding that for the next three to five years the role remains essential due to planning, coordination, and contextual challenges.

AIExtended ThinkingJob Market
0 likes · 7 min read
Will AI Make Performance Testing Roles Obsolete?
Xiaolong Cloud Tech Team
Xiaolong Cloud Tech Team
Oct 15, 2025 · Artificial Intelligence

Why Do Two Sonnet 4.5 CLI Tools Perform So Differently?

Both Claude Code CLI and GitHub Copilot CLI use the Claude Sonnet 4.5 model, but Claude Code offers a 200K‑token context window, Extended Thinking, and direct API access, while Copilot CLI is limited to about 8K tokens, lacks Extended Thinking, and adds a middle‑layer that slows performance by over five times.

Claude Code CLIClaude Sonnet 4.5Extended Thinking
0 likes · 10 min read
Why Do Two Sonnet 4.5 CLI Tools Perform So Differently?