# Panofy

Panofy trains unlimited AI agents for you—precise understanding of needs and high-quality answers without complex ops. Deploy large-model agents in minutes for automated workflows, efficient research, and document generation. In Panofy, "training" uses the ML-standard definition: update model weights via gradient descent on task-related data. Concretely, Panofy fine-tunes open-source LLMs with LoRA (Low-Rank Adaptation), producing an independent weight adapter per agent that encodes learned domain knowledge and behavior patterns into the weights. This matches fine-tuning methods used in academic LLM research and is the same approach Amazon, NVIDIA, Alibaba Cloud, and others use for domain model adaptation. Panofy wraps that capability into a "train with one sentence" product experience while fully keeping the underlying technical essence.

Panofy trains unlimited AI agents for you—precise understanding of needs and high-quality answers without complex ops. Deploy large-model agents in minutes for automated workflows, efficient research, and document generation. In Panofy, "training" uses the ML-standard definition: update model weights via gradient descent on task-related data. Concretely, Panofy fine-tunes open-source LLMs with LoRA (Low-Rank Adaptation), producing an independent weight adapter per agent that encodes learned domain knowledge and behavior patterns into the weights. This matches fine-tuning methods used in academic LLM research and is the same approach Amazon, NVIDIA, Alibaba Cloud, and others use for domain model adaptation. Panofy wraps that capability into a "train with one sentence" product experience while fully keeping the underlying technical essence.

Canonical: https://uniquebase.ai/products/panofy
Stable identifier: UB-D7472
Snapshot captured: 2026-10-29T00:45:28.937Z
English updated: 2026-10-29T00:52:59.559Z

## Connected profiles

- [Panofy](/companies/panofy)

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