Researcher and Inventor, tinkering to my heart's content. VP Research @ Lightricks - Bringing amazing creative power to anyone and everyone.

Joined October 2010
LTX-2.5 is changing how we train robots. Years of hand-built training data, replaced by a world model that already understands physical space. Trained on LTX. @ltx_io
6
6
4
62
683,431
I'm always proud of the team when we release something new, this time we made a huge jump and unveiled the next step in our roadmap. LTX-2.5 is better, much better, but it's also the first model we released that explicitly allows you to pay more tokens where it really matters. Where? That's up to you and your use case. Be it the fingers of a robot hand during contact, a frame with high motion in an action sequence or any other frame you aim to get perfectly.
Introducing LTX-2.5, the world model the world builds on. One of the biggest upgrades yet to the model already powering film, robotics, and real-time workflows. Higher pixel fidelity, multishot scenes that hold together across cuts, and a pretrained foundation built to be finetuned across domains. Plus: Diffusion Fidelity Rendering, a new rendering approach built for pixel quality that holds up frame by frame, even on a cinema screen. This isn't a tool you rent. It's a foundation you build on, open and yours.
2
296
It never gets old. Another day, another task learnt.
been training an LTX 2.3 IC LoRA for editing it's not totally there yet, but lowkey good already! training on a synthetic dataset that is a bit outdated so it's actually a nice signal, will imrpove the dataset and re-train 🤞🏻
1
40
I love seeing the stuff people build. Control co.es in many forms, but this feels holistic and useful more than many others.
Really happy to share this one 🙌 I trained this render-to-real IC-LoRA for LTX-2.3 on 3D data I made myself + a few synthetic scenes. It's the first LoRA of its kind, so still a bit prototypal — it shines on a single scene, and for multiple scenes it's best to generate them separately. Biggest tip: nail your first frame. The reference first frame should closely match the opening frame of your video — that's what makes the result clean and coherent. Hope you all get great results with it ✨ Run on fal: fal.ai/models/fal-ai/ltx-2.3… Model on Hugging Face: huggingface.co/fal/LTX-2.3-3…
46
The LTX HDR IC-LoRA making image2video look more like shooting in log. Testing in @ComfyUI
11
19
1
208
11,275
Ofir Bibi retweeted
How to Actually Control Style with LTX-2 LoRAs
5
45
489
24,670
New IC-LoRA to use with @ltx_model I trained this one with Lightness maps. So you can use it to drive luminance and light sources in your generated videos. I find it especially fun to use for Audio Reactive workflows. Grab it here : huggingface.co/oumoumad/ltx-…
4
10
107
6,801
Ofir Bibi retweeted
ComfyUI LTX-2 VRAM Memory Management. - reduces VRAM usage for LTX-2: - possible to gen 900+ frame vids with 24GB GPU; - chunks FeedForward layers to cut peak VRAM, zero quality loss; - multi-GPU. github.com/RandomInternetPre…
7
33
349
17,152
Here's another one : "Sprout" effect using @ltx_model Grab the LoRA here huggingface.co/oumoumad/LTX-…
A fun Tear FX LoRA I trained on the recently open sourced LTX-2 by @LTXStudio If you want to tear some object, grab the LoRA here : huggingface.co/oumoumad/LTX-… LTX-2 provides unprecedent control and flexibility comparing to anything else in the space of video models today
1
2
739
Some people just get it 😎
My read on LTX-2 is different from the technical coverage I’m seeing. This is a $1.8B company that just gave away their crown jewels. And it might be the smartest thing theyve done. Here’s the math on why open-sourcing makes strategic sense. Lightricks has 6.6 million paying subscribers generating roughly $80M in annual revenue from apps like Facetune. Their core business model is consumer subscriptions on mobile. But the AI video market is consolidating FAST. Sora, Kling, Veo, Runway… all closed systems with proprietary weights. The big players are racing to lock in developers and enterprise customers through API contracts. Lightricks can’t win that game at their scale. So they flipped the table. By open-sourcing LTX-2 with full training code, they’re making a bet on ecosystem dynamics. If ComfyUI workflows and indie developers standardize on LTX-2, Lightricks becomes the de facto foundation layer for audiovisual generation. The real product becomes LTX Studio. Which charges for the UI, collaboration features, and enterprise support. It’s the Red Hat playbook. Give away the engine. Sell the gas station. What makes this interesting is the timing. They dropped this at CES 2026 alongside NVIDIA optimizations that cut model size by 30% and double inference speed on consumer RTX cards. That NVFP8 quantization means a 19B parameter model runs on hardware people already own. Compare that to Sora, which still has limited access and undisclosed pricing. Or Kling, which requires cloud API calls. The constraints are flipping. Access used to be the bottleneck. Now compute is. And Lightricks just positioned themselves on the right side of that shift. The failure mode here is if the community fragments. If developers choose other open models or the proprietary players drop prices agressively enough to make local compute irrelevant. But my guess is that’s a 2-3 year window minimum. And in that window, Lightricks has a shot at becoming the default standard. The 18x faster inference stat buried in the paper matters more than the 4K resolution. Speed determines iteration cycles. Iteration cycles determine adoption. This is a product strategy disguised as a research paper.
23
We started super fast way back in LTXV, flexibility increased, fidelity keeps climbing, we are built for real world creative production.
Fast matters. LTX-2 is the fastest open-source model in its class, up to 18x faster than competitors.
21
Training LTX-2 is the real deal and a big deal 😍 The model is open for you to customize it, to create exactly what you wanted, not just what it already knows. But unlike heavier models, this one is blazing fast in training as much as inference. Get your dataset ready and TRAIN!!
A fun Tear FX LoRA I trained on the recently open sourced LTX-2 by @LTXStudio If you want to tear some object, grab the LoRA here : huggingface.co/oumoumad/LTX-… LTX-2 provides unprecedent control and flexibility comparing to anything else in the space of video models today
10
It was lots of fun working with comfy on this one, now the fun is all for you 🫵 We introduced a proper way to deal with audio-visual generations in ComfyUI, to give you all that you needed in Core, but also lots of other controls and capabilities in our own github.com/Lightricks/ComfyU…
LTX-2 is natively supported in ComfyUI on Day 0 🎬🔊 The next chapter in controllability for open-source video generation. - Open-source audio-video foundation model - Generates motion, dialogue, SFX, and music together - Canny, Depth & Pose video-to-video control - Keyframe-driven generation - Native upscaling and prompt enhancement Everything in a single pass.
15
Ofir Bibi retweeted
LTX-2 from @lightricks is now live in ComfyUI! Video generation in 4K / 50 FPS, with synchronized audio! Lightening-fast generation speed. Available now: LTX-2 (Pro) and LTX-2 (Fast) Text-to-Video & Image-to-Video Check more examples 🧵
15
40
6
274
290,040
Yet again a bunch of stuff we were cooking, coming at you. The big thing here - long coherent videos. Tile them as much as you want to make longer and longer ones. But there's also much more inside: * A detailer LoRA that can make crisp 1080p and even more. * A better 2B model for blazing fast results. * A future where video generation is done without limits of space and time. p.s. If you're excited about such things and want to join our team, DM
🚀 Long shot generation in LTXV-13B Now supports up to 60 seconds of video! • Auto-regressive generation (up to 60s) • Standard generation (up to 20s) • Streamable on H100 with low latency • Compatible with control LoRAs (released last week) • Time-varying prompts supported
6
LTX-Video speed + controls + customizations = 😍 The team is delighted to provide the creators the controls they need, but it's much more. It's a trainer for you to create your own, it's a simple LoRA load you can merge with styles and motion, it's the LTXV ecosystem!
🚀 A new way to control AI video generation - by concatenation of control signals and LoRAs trained on just a few samples We’re releasing 3 control LoRAs for LTX-Video: open-pose, depth, and canny edges. Plus: training code so you can build your own types of control. 🧵
6
It's so fast and now it's faster. LTXV 13B Distilled is awesome and allows you to get the same high quality but sooo much faster. If you're into generating HD video in real time (yes, HD, realtime) then grab an H100 and shoot for the stars. Again, cheers to the amazing team, it's such a pleasure working with all of you 🫶
🔥 Following the amazing feedback we got for LTX-Video-13B, we’re now releasing: ⚡ 13B v0.9.7-distilled – HD videos in 10s instead of 50s – Low-res preview in 3s – Supports LoRA trained on the base model ⚡ 13B v0.9.7-distilled-fp8 (quantized) ⚡ 13B v0.9.7-distilled-lora
4
It's not the first model we're releasing, but man is it a banger! The team had been cooking and I hope everyone can enjoy it as much as I am.
🚀 We just released LTX-Video 13B – our most powerful open-source video generation model yet. – 13B parameters – Multiscale rendering for better fine details – Better motion and scene understanding – Still fast - runs on local GPUs – Supports keyframes, camera/character motion & multi-shot sequences
3
Ofir Bibi retweeted
We're thrilled to announce ComfyUI now fully supports @Lightricks LTX-Video 0.9.5! A new level of control with a commercial license! 📷 Multiple keyframes support 📷 Forward/backward video extension 📷 Higher resolutions & improved fine-details Check out the latest workflows and examples:
9
50
16
414
42,570