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aideep-diveDeep Research 前沿

Tongyi DeepResearch: From Base Model to Agentic Foundation

Previous articles covered the landscape, training from scratch, long-horizon memory, and planning optimization. This one zooms out to see a complete system that threads all these insights together: Tongyi DeepResearch. Its core innovation is Agentic CPT — inserting an agentic mid-training stage between pre-training and fine-tuning, giving the model an inherent agent bias. MoE 30B parameters activating 3B, HLE 32.9 surpassing OpenAI o3.

#deep-research#tongyi#moe#agentic-cpt#qwen3#alibaba#end-to-end-training
techguide

From Mock to Real AI: Integrating Cloudflare Workers AI into action-maker

Upgraded action-maker from hardcoded mock data to live Cloudflare Workers AI generation. The architecture splits into Worker (AI only), Server (data storage), and Frontend (orchestration). Hit two gotchas along the way: Qwen3's thinking block and the Workers AI response format.

#cloudflare-workers#hono#workers-ai#qwen3#langfuse#nextjs#postgresql