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.
The cloud deep dive post (order 13) of the Sandbox Series. AWS Bedrock AgentCore and Alibaba OpenSandbox — two cloud-native sandbox services — architecture, multi-language SDK, BYOC mode, and trade-offs with independent providers.
The cloud landscape post (order 7) of the Sandbox Series. Summarizes positioning, pricing, cold start, isolation strength, and applicable scenarios for E2B, Daytona, Runloop, Vercel, Cloudflare, Modal, AWS Bedrock AgentCore, Alibaba OpenSandbox, Azure Container Apps — with a selection decision matrix.
Wan3.0: single-shot length doubles from Wan2.7's 15s to 30s, up to 1080P, supports doc/xls/ppt/pdf/md files and web pages as generation inputs, priced at 480P $0.05 / 720P $0.10 / 1080P $0.20 per second — roughly 50% cheaper than Google Veo 3.1 Standard, but now closed-source API-only, and not yet independently tested by third parties