lensless

Welcome to lensless, your all-in-one platform for:

1. Training Custom Models: Quickly fine-tune or train models on your own data—like personal images, product shots, or specialized datasets.
2. Generating Images: Harness powerful diffusion and image-generation techniques. Generate high-quality visuals for artistic or commercial projects.
3. Creating Flows: Chain together multiple steps like text generation, model training, image generation, and more into a single reusable pipeline. You can keep them private or publish them for others to use.
4. Monetizing AI: Set your own price for public Flows and earn revenue from users who run them.

What Can You Build?

With lensless, the possibilities are nearly endless because every step is configurable. You can:

• Adjust Training Parameters
  Customize hyperparameters (learning rate, number of epochs, dimensionality reduction, etc.) to suit your unique data and goals.
• Orchestrate Complex Pipelines
  Combine ModelGenerator steps for training, ObjectGenerator steps for structured data output, ImageGenerator steps for content creation, plus your own logic—like transformations or data validations.
• Connect it all together
  Decide how each step’s inputs/outputs map to one another. Extract or re-map data between steps with JSON Path. Enforce constraints and structure with JSON Schema, giving you a “meta” level of control over your pipeline logic.
• Design Custom UI & Data Flows
  Precisely define which user inputs are required, how they’re presented, and what the final outputs should look like. This means you can build advanced user-facing features—anything from a basic form to a multi-step wizard—without coding a new interface every time.
• Set your own price and earn revenue
  After you connect a payout account, you can make your flow public and set a run price to earn real revenue or in-app credits.

Thanks to these capabilities, lensless isn’t just another “generate images” tool. It’s a platform where you can design, automate, and monetize entire AI workflows. From domain-specific text generation to advanced computer vision tasks, you have total control over data, steps, and final results.

Getting Started

Check out the docs below to dive deeper:

• Flows – A detailed overview of how Flows work.
• Training Models – How to prepare datasets, configure hyperparameters, and run training jobs.
• Image Generation – Inference settings, prompt best practices, and advanced usage tips.
• Billing – Learn how lensless charges work for individual operations or flows.
• Monetization – Learn how you can monetize your audience by setting a price and following good practices.