fal-train

The fal-train skill is an Open Design catalogue entry that advertises training custom AI models (LoRA) on fal.ai for personalized image generation tailored to a specific brand, character, or style. It targets the problem of producing on-brand or consistent-character imagery, which off-the-shelf models struggle with, by pointing users toward a hosted LoRA training workflow. Trigger phrases include "fal train", "train lora", "custom model", "personalized image gen", and "brand lora".

The SKILL.md is a thin pointer curated by the fal.ai community team, not a full implementation. It states the capability and lists triggers, while the actual assets, scripts, and references are maintained upstream in the fal-ai-community/skills repository. Running the complete workflow requires installing the upstream bundle into the active agent's skills directory and invoking the skill by name or trigger phrase. Practical use involves fal.ai's hosted training service.

The target users are brand designers, character artists, studios, and marketers who want a reusable custom model that reproduces a particular look or subject across generations, as well as marketplace operators cataloguing image-generation capabilities. Anyone needing the concrete training pipeline should follow the upstream link, since this entry advertises rather than implements it.