# Sakana AI — Instant LLM Updates with Doc-to-LoRA and Text-to-LoRA

- Company: Sakana AI (sakana.ai)
- Announced: 2026-02-26T15:00:00+00:00
- Category: research-paper
- Subject: Sakana models
- Source: https://sakana.ai/doc-to-lora
- Record: https://forck.live/items/4692-instant-llm-updates-with-doc-to-lora-and-text-to-lora

Sakana AI announces Doc-to-LoRA and Text-to-LoRA, two research projects that use hypernetworks to generate LoRA adapters on the fly, enabling instant LLM customization without traditional fine-tuning.

## Evidence

Verbatim from https://sakana.ai/doc-to-lora:

> We’re excited to introduce Doc-to-LoRA and Text-to-LoRA, two related research exploring how to make LLM customization faster and more accessible.

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Record: https://forck.live/items/4692-instant-llm-updates-with-doc-to-lora-and-text-to-lora
Catalogue: https://forck.live/llms.txt
Feed: https://forck.live/feed.md