napkins.dev chose Together AI as the service provider for the Llama4 model to build a stable production-grade AI code generation pipeline. The technology solution offers three core benefits:
- performance optimization: Together AI quantized compression of Llama4 to keep single inference latency within 3 seconds (~8-15 seconds for normal cloud services)
- cost control: The free quota can support about 500 times/month of code generation, and the excess is billed at $0.2/thousand tokens.
- Scale elasticity: automatic horizontal scaling to support hundreds of simultaneous generation requests
In terms of implementation, the system encodes the screenshot uploaded by the user as a base64 string, splices it with the cue word template and sends it through the API to Together AI. A typical request contains about 1,500 input tokens and generates 800-1,200 code tokens, with the complete process taking an average of 22 seconds.
This answer comes from the articleNapkins.dev: uploading wireframes to generate front-end code based on Llama4The
May not be reproduced without permission:AI productivity tools " Together AI and Llama4 Combine to Deliver Industrial-Grade AI Reasoning for napkins.dev
