{"id":173,"date":"2025-12-15T03:03:57","date_gmt":"2025-12-15T03:03:57","guid":{"rendered":"https:\/\/iamraviraj.com\/blog\/?p=173"},"modified":"2026-02-09T08:41:19","modified_gmt":"2026-02-09T08:41:19","slug":"ai-turning-one-photo-into-a-video-%f0%9f%91%80","status":"publish","type":"post","link":"https:\/\/iamraviraj.com\/blog\/ai-turning-one-photo-into-a-video-%f0%9f%91%80\/","title":{"rendered":"AI turning one photo into a video"},"content":{"rendered":"\n<p>Built a diffusion-based pipeline that uses:<br>\u2022 text prompts<br>\u2022 first + last frame control<br>\u2022 sampler tuning<\/p>\n\n\n\n<p>Result: <strong>consistent identity, natural motion, clean MP4 output<\/strong> \u2014 without manual animation.<\/p>\n\n\n\n<p>Generative video isn\u2019t magic.<br>It\u2019s <strong>good models + smart constraints<\/strong>.<\/p>\n\n\n\n<p>Excited about where controllable AI video is heading.<\/p>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-video\"><video height=\"512\" style=\"aspect-ratio: 512 \/ 512;\" width=\"512\" controls src=\"https:\/\/iamraviraj.com\/blog\/wp-content\/uploads\/2025\/12\/Tuffy-Droid-Animations.mp4\"><\/video><\/figure>\n\n\n\n<p>#GenerativeAI #DiffusionModels #AIEngineering #VideoAI #MachineLearning<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Built a diffusion-based pipeline that uses:\u2022 text prompts\u2022 first + last frame control\u2022 sampler tuning Result: consistent identity, natural motion, clean MP4 output \u2014 without manual animation. Generative video isn\u2019t magic.It\u2019s good models + smart constraints. Excited about where controllable AI video is heading. #GenerativeAI #DiffusionModels #AIEngineering #VideoAI #MachineLearning<\/p>\n","protected":false},"author":1,"featured_media":174,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[16],"tags":[21],"class_list":["post-173","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-vibe-coding","tag-ai"],"_links":{"self":[{"href":"https:\/\/iamraviraj.com\/blog\/wp-json\/wp\/v2\/posts\/173","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/iamraviraj.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/iamraviraj.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/iamraviraj.com\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/iamraviraj.com\/blog\/wp-json\/wp\/v2\/comments?post=173"}],"version-history":[{"count":2,"href":"https:\/\/iamraviraj.com\/blog\/wp-json\/wp\/v2\/posts\/173\/revisions"}],"predecessor-version":[{"id":177,"href":"https:\/\/iamraviraj.com\/blog\/wp-json\/wp\/v2\/posts\/173\/revisions\/177"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/iamraviraj.com\/blog\/wp-json\/wp\/v2\/media\/174"}],"wp:attachment":[{"href":"https:\/\/iamraviraj.com\/blog\/wp-json\/wp\/v2\/media?parent=173"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/iamraviraj.com\/blog\/wp-json\/wp\/v2\/categories?post=173"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/iamraviraj.com\/blog\/wp-json\/wp\/v2\/tags?post=173"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}