Machine Learning Research Engineer @ Pruna AI

Munich
Simon Langrieger retweeted
Introducing P-Video-2-Pro-Avatar, based on @MiniMax_AI H3 ! Turn a single portrait into a realistic talking video with natural expressions and accurate lip sync. And for launch, it's 50% off for the first two weeks, until November 5 at 18:00 CET! โ€ข ๐—ฃ๐—ฟ๐—ถ๐—ฐ๐—ถ๐—ป๐—ด: $0.02/s at 480p ยท $0.04/s at 768p โ€ข ๐—ฆ๐—ฝ๐—ฒ๐—ฒ๐—ฑ: ~0.97 s at 480p ยท ~2.2 s at 768p per second of output video โ€ข ๐—œ๐—ป๐—ฝ๐˜‚๐˜: One portrait with a text script or uploaded audio โ€ข ๐—ฉ๐—ผ๐—ถ๐—ฐ๐—ฒ๐˜€: 30 voices across 10 languages โ€ข ๐——๐˜‚๐—ฟ๐—ฎ๐˜๐—ถ๐—ผ๐—ป: 1sโ€“3min at 24 fps, in 480p or 768p โ€ข ๐—–๐—ผ๐—ป๐˜๐—ฟ๐—ผ๐—น: Voice delivery, scene motion, seed, and prompt upsampling One image, two ways to bring it to life. Use your own audio or generate speech directly from text. Available via our inference partners @replicate, @eachlabs, @Cloudflare, @scenario_gg, @wavespeed_ai, @WiroAI, Sociaro, @TellersAI, and @togethercompute. ๐Ÿ“š Model docs: docs.api.pruna.ai/guides/modโ€ฆ ๐Ÿงฉ Try the model through the API or Playground: dashboard.pruna.ai/login
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Simon Langrieger retweeted
p-video-2-pro is now the undisputed king of video models on @DesignArena. #1 ELO, Only model on Pareto plots
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it's just fun playing around with it! Iterating with it goes so fast, insane! Everything with a *single* prompt and a few references ๐Ÿซช greetings from eisbachwelle in munich ๐Ÿค™
Introducing P-Video-2-Pro-Reference based on @MiniMax_AI H3! ๐ŸŽฌ Combine images, videos, and audio references to guide how your video looks, moves, and sounds. Keep characters consistent, transfer motion, and bring different visual elements together in a single generation. โ€ข ๐—œ๐—ป๐—ฝ๐˜‚๐˜: Text prompt with image and/or video references, plus optional audio โ€ข ๐—ฅ๐—ฒ๐—ณ๐—ฒ๐—ฟ๐—ฒ๐—ป๐—ฐ๐—ฒ๐˜€: Up to 9 images, 3 videos, and 3 audio files โ€ข ๐——๐˜‚๐—ฟ๐—ฎ๐˜๐—ถ๐—ผ๐—ป: 5โ€“15s at 480p or 768p โ€ข ๐—ฃ๐—ฟ๐—ถ๐—ฐ๐—ถ๐—ป๐—ด: Output starting at $0.015/s in Cost mode, with reference inputs billed separately โ€ข ๐—–๐—ผ๐—ป๐˜๐—ฟ๐—ผ๐—น: First and last frames, seed, aspect ratio, and prompt upsampling Two modes: Speed and Cost. Choose the trade-off that fits your workflow. Available via our inference partners @Cloudflare, @scenario_gg, @replicate, @WiroAI, @TellersAI, @eachlabs, @wavespeed_ai, @inference_sh, @_segmind, @togethercompute, @EdenAIco, and @runware Validated by our benchmark partners @datapointai, @RapidataAI, and @DesignArena ๐Ÿ“š Model docs: docs.api.pruna.ai/guides/modโ€ฆ ๐Ÿงฉ API: dashboard.pruna.ai/login
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Simon Langrieger retweeted
P-video-2-pro slowly climbed up to #1 ELO model on quality! Not only that, it is also the fastest and cheapest model on the market. There is literally 0 reason to use any other video model anymore.
Image-to-Video: P-Video-2-Pro is the #1 ELO model on @DesignArena. โ€ข Speed: #1 ยท 1328 Elo โ€ข Quality: #2 ยท 1326 Elo โ€ข Cost: #3 ยท 1324 Elo One model, three modes. Depending on whether you want to optimize for cost, speed, or quality. Benchmark by @DesignArena. ๐Ÿ“š Documentation: buff.ly/bHQHKV0 ๐Ÿงฉ API: dashboard.pruna.ai ๐Ÿฅ‡ P-Bench: buff.ly/81e3AuS
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Simon Langrieger retweeted
P-Video-2-Pro now has a Cost mode! Get the same output quality as Speed mode, now starting from just $0.01/s. Optimised for cost when generation time matters less. And for launch, itโ€™s 50% off until October 13! โ€ข ๐—œ๐—ป๐—ฝ๐˜‚๐˜: Text or first-frame image, with optional last-frame conditioning โ€ข ๐——๐˜‚๐—ฟ๐—ฎ๐˜๐—ถ๐—ผ๐—ป: 5โ€“15s with generated audio โ€ข ๐—ฃ๐—ฟ๐—ถ๐—ฐ๐—ถ๐—ป๐—ด: $0.01/s at 480p ยท $0.025/s at 768p โ€ข ๐—–๐—ผ๐—ป๐˜๐—ฟ๐—ผ๐—น: First + last frame, seed, aspect ratio, and prompt upsampling Three modes: Cost, Speed, Quality. Pick the tradeoff that fits your workflow. Available via our inference partners @Cloudflare, @Scenario_gg, @replicate, @wiroai, @TellersAI, @eachlabs, @edenaico, @runware, @wavespeed_ai, @inference_sh, @togethercompute, and @prodialabs. Validated by our benchmark partners @datapointai, @RapidataAI, and @DesignArena. ๐Ÿ“š Model docs: docs.api.pruna.ai/guides/modโ€ฆ ๐Ÿงฉ API: dashboard.pruna.ai/login
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Simon Langrieger retweeted
P-Video-2-Pro dominates the quality-speed frontier on @DesignArena for both Text-to-Video and Image-to-Video! Image-to-Video: โ€ข Quality: #3 ยท 1325 Elo ยท 8.0s โ€ข Speed: #2 ยท 1325 Elo ยท 4.5s Text-to-Video: โ€ข Quality: #4 ยท 1308 Elo ยท 8.6s โ€ข Speed: #6 ยท 1298 Elo ยท 4.7s Thatโ€™s a 19โ€“22 place jump from P-Video-2.
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Simon Langrieger retweeted
Shoutouts to our distillation wizard @simlang_. It was a lot of fun to build together, and I'm proud of how far we got in the limited time we had.
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Simon Langrieger retweeted
Today, we open-source Pruna-Qwen-Image-2.1, a set of a few-step LoRA adapters that make Qwen-Image-2.1 by @Alibaba_Qwen up to 6.3ร— faster for image generation and editing. - ๐—›๐—ผ๐˜„ ๐—ฒ๐—ณ๐—ณ๐—ถ๐—ฐ๐—ถ๐—ฒ๐—ป๐˜ ๐—ถ๐˜€ ๐—ถ๐˜? Generate or edit images in just 5 or 8 steps instead of 40. Choose 5 steps for maximum speed or 8 steps for the best balance. - ๐—›๐—ผ๐˜„ ๐—ด๐—ผ๐—ผ๐—ฑ ๐—ถ๐˜€ ๐—ถ๐˜? The 8-step adapter is our recommended default. It supports text-to-image and single- or multi-image editing at 1K resolution, with up to three reference images. - ๐—›๐—ผ๐˜„ ๐—ฑ๐—ผ๐—ฒ๐˜€ ๐—ถ๐˜ ๐˜„๐—ผ๐—ฟ๐—ธ?The LoRA adapters load directly on top of Qwen-Image-2.1, while the pipeline remains unchanged. Each adapter uses its own optimized sigma schedule and runs without CFG. ๐˜›๐˜ฉ๐˜ช๐˜ด ๐˜ช๐˜ด ๐˜ซ๐˜ถ๐˜ด๐˜ต ๐˜ฐ๐˜ถ๐˜ณ ๐˜ง๐˜ช๐˜ณ๐˜ด๐˜ต ๐˜ณ๐˜ฆ๐˜ญ๐˜ฆ๐˜ข๐˜ด๐˜ฆ, ๐˜ธ๐˜ช๐˜ต๐˜ฉ ๐˜ฆ๐˜ท๐˜ฆ๐˜ฏ ๐˜ฃ๐˜ฆ๐˜ต๐˜ต๐˜ฆ๐˜ณ ๐˜ท๐˜ฆ๐˜ณ๐˜ด๐˜ช๐˜ฐ๐˜ฏ๐˜ด ๐˜ฐ๐˜ฏ ๐˜ต๐˜ฉ๐˜ฆ ๐˜ธ๐˜ข๐˜บ. ๐Ÿš€ Want to try the fast open-source integration? Check it here on Diffusers: buff.ly/1CpiRPp Want to try the fastest image generation and editing endpoint? Check P-Image-Ideogram and P-Image-Edit here on API: buff.ly/gw5tvUV
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Simon Langrieger retweeted
In case you ever wondered how I got good at optimizing models... hereโ€™s my story. Made with P-Video-2-Pro for less than $2 and in under 2 minutes.
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Simon Langrieger retweeted
P-Video-2-Pro by @PrunaAI built on MiniMax H3 ๐Ÿ’œ Now on available on all our inference partners @replicate, @Cloudflare, @eachlabs, @scenario_gg, @TellersAI, @wavespeed_ai, @wiroai, @runware, @togethercompute. ๐Ÿ“š Docs: docs.api.pruna.ai/guides/modโ€ฆ ๐Ÿงฉ API: dashboard.pruna.ai/login
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Simon Langrieger retweeted
There are already some very fast @MiniMax_AI H3 implementations out there, both open- and closed source. But how much performance can you get per dollar? Today @PrunaAI is launching P-Video-2-Pro, fast, affordable and built for high-quality video generation at scale
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Simon Langrieger retweeted
Today, we launch P-Video-2-Pro, based on MiniMax H3: The best quality. The best speed. Text or image in. Video and audio out. โ€ข ๐—œ๐—ป๐—ฝ๐˜‚๐˜: Text or first-frame image, with optional last-frame conditioning โ€ข ๐—ฆ๐—ฝ๐—ฒ๐—ฒ๐—ฑ: ~2.0s for a 5s clip at 480p ยท ~4.3s at 768p in Speed mode โ€ข ๐—ฃ๐—ฟ๐—ถ๐—ฐ๐—ถ๐—ป๐—ด: From $0.02/s Speed ยท $0.04/s Quality โ€ข ๐— ๐—ผ๐—ฑ๐—ฒ๐˜€: Speed or Quality โ€ข ๐—–๐—ผ๐—ป๐˜๐—ฟ๐—ผ๐—น: First and last frame, seed, aspect ratio, and prompt upsampling with Off, Turbo, or Max Available via our inference partners @replicate, @Cloudflare, @eachlabs, @scenario_gg, @TellersAI, @wavespeed_ai, @wiroai, @runware, and @togethercompute Validated by our benchmark partners @datapointai, @RapidataAI, and @DesignArena. Benchmarks to be released soon ๐Ÿ‘€ ๐Ÿ‘‰ Free Playground: playground.pruna.ai/ ๐Ÿ“š Model docs: docs.api.pruna.ai/guides/modโ€ฆ ๐Ÿงฉ API: dashboard.pruna.ai/login
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Simon Langrieger retweeted
P-Image-Ideogram, built with @ideogram_ai, now has a Very High mode. Very High uses test-time scaling to push final image quality further. Built for hero assets, difficult prompts, and quality-critical generations when people and products have to pop. โ€ข ~5.55s at 1K ยท $0.033/image (1K) ยท $0.066/image (2K) โ€ข Five modes from Very Low ($0.003) through Very High Again, benchmarks agree: This new very high mode is on efficiency-quality based on human and automated evals from @datapointai, @DesignArena, and P-Judger. Full benchmarks results follow in a later post on P-Bench. Available on @cloudflare @ComfyUI @GammaApp @inference_sh @kittldesign @LeonardoAi @lovart_ai @magnific @picsart @replicate @runware @scenario_gg @togethercompute @wavespeed_ai @wiroai ๐Ÿ‘‰ Free Playground: playground.pruna.ai/p-image-โ€ฆ ๐Ÿงฉ API: docs.pruna.ai/ ๐Ÿ“š Model page: pruna.ai/p-image-ideogram
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Simon Langrieger retweeted
BREAKING: p-image-ideogram by @PrunaAI and @ideogram_ai establishes new Pareto frontiers for both Preference vs. Price and Preference vs. Speed. At 1K resolution, the very_low reasoning variant costs just 0.3ยข per image, while low costs 0.75ยข per image. Both generate images in around 3 seconds - roughly 8.6ร— faster than the Design Arena average. A major step forward in making high-quality image generation faster and more affordable. Huge congratulations to both teams!
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P-Image-Ideogram dominate the speed-quality and price-quality Pareto frontiers for image generation. It is the result of a unique collaboration with @ideogram_ai. - Four modes (Very low, low, medium, high) for 1K-2K image generation. - Optimal quality-efficiency with 0.4s-7.5s latency, and $0.003-$0.03 price. - Structured JSON control & exact color control. Available via our inference partners @Replicate @inference_sh @scenario_gg @wavespeed_ai @wiroai @magnific @prodialabs @togethercompute @runware @lovart_ai @ComfyUI @LeonardoAi @kittldesign @GammaApp @Picsart @TellersAI @Cloudflare Validated by our benchmark partners @DesignArena, @datapointai, @RapidataAI ๐Ÿ‘‰ Try it on the playground for free: buff.ly/QmnA5P5 ๐Ÿงฉ Sign in on the API: buff.ly/0iaZy8g ๐Ÿ“š Model page: buff.ly/XRaKSb0
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Simon Langrieger retweeted
Today, we open-source PrunaVAED, a faster drop-in replacement decoder for video generation with LTX-2.3! - ๐—›๐—ผ๐˜„ ๐—ฒ๐—ณ๐—ณ๐—ถ๐—ฐ๐—ถ๐—ฒ๐—ป๐˜ ๐—ถ๐˜€ ๐—ถ๐˜? ~1.7-2.1x faster decoder & ~50% lower peak VRAM - ๐—›๐—ผ๐˜„ ๐—ด๐—ผ๐—ผ๐—ฑ ๐—ถ๐˜€ ๐—ถ๐˜? Near-original visual quality & no changes to the latent encoding - ๐—›๐—ผ๐˜„ ๐—ฑ๐—ผ๐—ฒ๐˜€ ๐—ถ๐˜ ๐˜„๐—ผ๐—ฟ๐—ธ? We pruned, trained & distilled video decoders to maximize efficiency of the LTX-2.3 series from @Lightricks Want to try the fast open-source integration? Check it here on Diffusers: huggingface.co/PrunaAI/Prunaโ€ฆ Want to try the fastest video generation endpoint? Check p-video here on API: docs.api.pruna.ai/guides/modโ€ฆ
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Simon Langrieger retweeted
P-Image-Try-On delivers the fastest and cheapest virtual try-on on the market. โ€ข Affordable: $0.015 for the first garment, $0.008 for each additional one โ€ข Multi-garment: fit up to 11 garment references onto a person photo โ€ข Quality mode for <2s per garment โ€ข Turbo mode for even higher speeds <4s in total โ€ข Prompt guidance and pose guidance for precise control Ideal for fashion, e-commerce, and catalog teams shipping VTO without reshoots. Available day 0 on Pruna API and with our launch partners: @cloudflare @scenario_gg @replicate @wiroai @tellersai @eachlabs @wavespeed_ai @runware @LookFashionai ๐Ÿ‘‰ Playground: buff.ly/H0JaU3o ๐Ÿ“š API: buff.ly/eC37dSK ๐Ÿงฉ P-Video, P-Image, P-Image-Edit & more: buff.ly/tL6ADhO
Made with AI
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Simon Langrieger retweeted
P-Video-Avatar is now the fastest model for top-quality and diverse avatar generation. - It costs 0.025$ per second of video, making it up 6ร— cheaper than similar avatar tools - It takes 1.83s generation time per second of video, making it up to 18x faster than similar avatar tools. - It offers full-body control, integrated audio support in 20+ languages, and is long-form video-ready for up to 3-minute consecutive clips. We are launching with free usage until Sunday 23:59 CET at @replicate, @WiroAI, @inference_sh, @Runware, @Scenario_gg And with general availability at: @deepinfra, @Eachlabs Try it now: p-video-playground-productioโ€ฆ ๐Ÿ“š API & quickstart for Pruna API: docs.api.pruna.ai/guides/quiโ€ฆ โญ๏ธ Star our OSS: github.com/PrunaAI/pruna ๐ŸŒ Website: pruna.ai/
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Simon Langrieger retweeted
Waiting for video models can be annoying. Thatโ€™s why we added a Draft Mode for P-Video, so you can iterate quickly on video ideas. The draft below took just 2.5 seconds to generate. ๐Ÿคฏ
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once again breaking the pareto front
Happy to announce P-Video, delivering the fastest and cheapest video generation on the market. โ€ข ๐—›๐—ถ๐—ด๐—ต ๐˜€๐—ฝ๐—ฒ๐—ฒ๐—ฑ: 10s generation speed for 5s of 720p, 18s generation speed for 5s of 1080p video. โ€ข ๐—”๐—ณ๐—ณ๐—ผ๐—ฟ๐—ฑ๐—ฎ๐—ฏ๐—น๐—ฒ: $0.02 per second of 720p video, $0.04 per second of 1080p video. โ€ข ๐—›๐—ถ๐—ด๐—ต ๐—ฐ๐—ผ๐—ป๐˜๐—ฟ๐—ผ๐—น: A unique draft mode for video preview, taking 2.5s to preview 5s of 720p video and 4.9s to preview 5s of 1080p video. โ€ข ๐— ๐˜‚๐—น๐˜๐—ถ-๐—บ๐—ผ๐—ฑ๐—ฎ๐—น: Support text, image, and audio input for up to 15s video generation for any format, with audio output support. ๐Ÿ’จ Run it self-serve via API here: dashboard.pruna.ai/login - dashboard.pruna.ai/login -, also available on @Replicate, @Runware, @Cloudflare, @runpod, @WiroAI, @Qubrid_AI ๐Ÿ‘‰ย Test it in the playground: p-video-playground-productioโ€ฆ - p-video-playground-productioโ€ฆ - ๐ŸŽกย Explore applied demos: demo.pruna.ai/ - demo.pruna.ai/ - โญ๏ธ Star our OSS GitHub: github.com/PrunaAI/pruna
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