Articles / Qwen3.8 Preview Powers One-Hour Airdrop System

Qwen3.8 Preview Powers One-Hour Airdrop System

21 7 月, 2026 2 min read AI-DevelopmentQwen3.8

Qwen3.8 Preview Powers One-Hour Airdrop System

“I just created a shared wallet in the AGI Bar mini-program and topped it up with ¥10,000 — claimable within the next 24 hours.”

Airdrop system powered by Qwen3.8
This airdrop system was built entirely using Qwen3.8.

Rapid Development Milestone

In under 60 minutes, a fully functional, production-ready airdrop system — complete with multi-user access control, dual payment integration (WeChat Pay + bank transfers), invoice generation, and cross-organization account routing — was developed using Qwen3.8 Preview, Alibaba’s latest large language model.

The system is now live in Shanghai at AGI Bar locations (July 20–22), where users can tap into the shared wallet via a custom-built POS terminal.

Technical Deployment

Model Access & Configuration

Qwen3.8 Preview (2.4T parameters) is hosted on Alibaba’s Token Plan platform. The author subscribed to the Standard tier (¥139/month) and configured it via cc-switch for seamless Claude-code workflow interoperability.

Key API Settings:

  • Endpoint URL: https://token-plan.cn-beijing.maas.aliyuncs.com/apps/anthropic
  • Model ID Mapping: qwen3.8-max-preview
  • Compatible with Sonnet/Opus/Fable/Haiku aliases.

Qwen3.8 configuration guide

Implementation Workflow

  1. Prompt Engineering: A single typeless natural-language prompt defined the full scope: “Build a shared wallet where admins can top up funds, assign permissions, issue invoices, resolve cross-org conflicts, and support both WeChat and bank transfers.”
  2. Code Generation: At 20:29, the prompt was submitted. By 21:48, Qwen3.8 delivered complete backend logic, API contracts, frontend components, and integration specs.
  3. Deployment Pipeline: Mini-program review → internal testing → wallet funding (¥10,000) → public launch.

Development timeline visualization

Final working UI

Performance Benchmarking

To validate speed and scalability, Qwen3.8 self-generated a benchmarking suite:

  • Throughput: 84.5 tokens/sec (≈84.5 words/sec)
  • Task Scope: ~5,000-token complex system specification
  • Latency: Sub-3-second response for iterative refinements

Throughput metrics dashboard
“Demand is simple — but execution must be bulletproof.”

Benchmark summary chart

Key Findings:

  • ✅ Handles full-stack development of enterprise-grade modules
  • ✅ Delivers production-ready code with zero hallucinated dependencies
  • ✅ Maintains high throughput despite 2.4T parameter scale

Leaked benchmark comparison

Final Assessment

*”Qwen3.8 isn’t just competitive — it’s operationally transformative. While Fable-5 remains the gold standard for certain reasoning tasks, Qwen3.8 delivers unmatched velocity in real-world engineering workflows. This preview is evolving daily — expect official release soon.”

Authored by “Golden Legend Smart Guy” — published via Cyberspace Zen Heart.

Performance comparison visual