Image created with gemini-3.1-flash-image-preview with claude-sonnet-4-5. Image prompt: 1980s NORAD war room with giant glowing CRT screen displaying wireframe world map, AI internet network nodes cascading from blue to red showing system failure, dark operator silhouettes in foreground, large bold red retro sans-serif text reading INTERNET across top, cinematic lighting, vector graphics, foreboding atmosphere, high contrast neon blue and alarm red on pitch black background.
Both pplx-embed-v1 and pplx-embed-context-v1 are available at 0.6B and 4B parameter variants. Read the paper: https://t.co/m3rOCdxm8m Both are available on Hugging Face (under MIT License) and through the Perplexity API:
https://x.com/perplexity_ai/status/2027095040120733703
Today we’re releasing two embedding model families, pplx-embed-v1 and pplx-embed-context-v1. These SOTA embedding APIs are designed specifically for real-world, web-scale retrieval.
https://x.com/perplexity_ai/status/2027094981161410710





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