We make your models faster and cheaper to run. We build agent systems that work on their own, with real quality controls. And we leave it running on your infrastructure. Image, video, voice or text, with whatever tooling you use.
Published case: from 650 s to 72 s on one RTX 4090 →Three patterns we have already built and measured. We adapt them to your process, your data and your tools.
You write the brief. The agents specify it, code it and test it. Only what passes the checks gets in, and if something breaks later, it is undone automatically.
A method for generating video with a consistent character on a single GPU, published as open source so anyone can measure it.
For market, competitors or documentation: a coordinator splits the work between specialised agents, one of them challenges every conclusion, and everything comes with sources.
We tested an orbit LoRA for a video model on a person and an object: what it does well, how long it takes and where it invents what it cannot see.
Services for businesses and professionals. Starting prices, excl. VAT. After the diagnostic or the first conversation, the proposal fixes scope and price.
We profile your image, video or text system and go after what costs you: fewer steps, less memory, better use of hardware and of model calls. With measurements before and after.
Agents that run long processes on their own, with the workflow in code, tests they cannot skip, quality gates and budgets per type of action. With Claude, other models or local LLMs.
Fine-tuning and training on your data, for a product, character, style or task, evaluated on your real cases before we hand it over.
Extensions, nodes, plugins and connectors for what you already use, from ComfyUI to Shopify or Google Calendar. Documented, tested, and in your repository.
Your models and workflows behind a private API with a job queue, on your servers or in the cloud you choose. No per-use fees to third parties. On your servers, your data stays with you.
Tell us what you have and send us one real case: a workflow, a pipeline or an agent process. Within a week you get a report with what we measured, where time, money or quality is lost, how much you can gain, and the closed price to do it.
No weekly meetings: everything in writing, with the measurements in front of you. We deliver the code and models to your repository; full usage rights pass to you on full payment.
What you have, what hurts, and a real example with its current time or cost.
We reproduce it and measure it under conditions equivalent to yours.
What to change, how much you gain and what it costs, in writing.
In your repository, with tests and the final measurement.
Yours. We work daily with Claude, PyTorch, ComfyUI and model APIs, but what matters is the measured result, not the tool.
Not to start. With a real case we reproduce it on our own. To deploy, only the access you decide to give us.
We work with a standard mutual confidentiality clause included in every proposal, and we review yours.
The diagnostic says so, with numbers. If there is no gain worth the effort, we tell you and don't propose anything else.
Yes. Remotely and in writing, in English or Spanish.
Tell us what you have running and where it hurts: time, cost, quality or manual work. We reply within 48 hours.