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IT Services Circle
IT Services Circle
Apr 27, 2026 · Industry Insights

When Stronger Developers Earn Less: Token‑Based Pricing Turns AI Coding Tools Upside‑Down

The article analyzes how recent price hikes and the shift from flat‑rate subscriptions to token‑based billing by GitHub Copilot, Alibaba Cloud, and other AI providers are forcing developers—especially the most productive ones—to face higher token consumption, diminishing marginal returns, and rising out‑of‑pocket costs.

AI codingAlibaba CloudCloud compute
0 likes · 10 min read
When Stronger Developers Earn Less: Token‑Based Pricing Turns AI Coding Tools Upside‑Down
21CTO
21CTO
Sep 8, 2025 · Artificial Intelligence

Alibaba Unveils Qwen3‑Max‑Preview: First Trillion‑Parameter LLM and What It Means

Alibaba introduced the Qwen3‑Max‑Preview model, a trillion‑parameter LLM that boosts multilingual understanding, complex instruction handling, and tool use while cutting hallucinations, offers competitive benchmark scores, supports 262K context, and comes with tiered token‑based pricing that may limit broader adoption.

AIAlibabaLLM
0 likes · 5 min read
Alibaba Unveils Qwen3‑Max‑Preview: First Trillion‑Parameter LLM and What It Means