{"type":"post","id":"training-a-text-to-image-model-for-21k-d1268a","slug":"training-a-text-to-image-model-for-21k-d1268a","title":"Training a Text-to-Image Model for $21K","description":"Linum says it trained an experimental 2.18-billion-parameter Pyramid-JiT image model on 660 million samples for $21,000 in compute.","retrieval_nugget":"Linum says it trained an experimental 2.18-billion-parameter Pyramid-JiT image model on 660 million samples for $21,000 in compute. The two-person lab has published the model code and weights under Apache 2.0, presenting the run as a test of an architecture intended to make larger image and video models more tractable.","published_at":"2026-11-04","updated_at":"2026-11-06","record_date":"2026-11-04","date_kind":"published_at","topics":["compute"],"entities":["Linum","Pyramid-JiT","Qwen3.5-4B","DINOv3-L","Apache License 2.0"],"related_patterns":[],"novelty_label":"new_fact","what_changed":"Linum reports an experimental Apache 2.0 release of its 2B Pyramid-JiT text-to-image model, trained on 660M samples for $21K.","prior_refs":["https://newruntime.com/posts/pruna-ai-open-sources-p-h3-image-an-76af40/"],"source_url":"https://www.linum.ai/field-notes/pjit-21k","source_urls":["https://www.linum.ai/field-notes/pjit-21k"],"schema_version":"newruntime-agent-readable-v0.2","stable_id":"post:training-a-text-to-image-model-for-21k-d1268a","status":"published","visuals":[],"editor":{"role":"editor","name":"Andrey Reshetnikov","profile":"https://newruntime.com/owner-profile.md","profile_json":"https://newruntime.com/owner-profile.json","same_as":["https://www.linkedin.com/in/reshetnikov1/","https://t.me/lapetuse"]},"routes":{"html":"https://newruntime.com/posts/training-a-text-to-image-model-for-21k-d1268a/","markdown":"https://newruntime.com/posts/training-a-text-to-image-model-for-21k-d1268a.md","json":"https://newruntime.com/posts/training-a-text-to-image-model-for-21k-d1268a.json"},"markdown_url":"https://newruntime.com/posts/training-a-text-to-image-model-for-21k-d1268a.md","next_reads":[{"type":"topic","path":"/topics/compute/","url":"https://newruntime.com/topics/compute/","title":"Compute","reason":"Explore the compute topic hub.","media_type":"text/html","markdown_url":"https://newruntime.com/topics/compute.md","json_url":"https://newruntime.com/topics/compute.json"},{"type":"collection","path":"/posts/","url":"https://newruntime.com/posts/","title":"Field Notes","reason":"Open the latest editorial analysis.","media_type":"text/html","json_url":"https://newruntime.com/posts.json"},{"type":"collection","path":"/sources/","url":"https://newruntime.com/sources/","title":"Sources","reason":"See the original sources this archive cites.","media_type":"text/html"}]}