LoRA

topic on 5 shows · 10 statements across 9 episodes · said 37 times in 18 episodes since 2023

Latent Space 21 the a16z Podcast 12 the MAD Podcast 2 Mixergy 1 20VC 1

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Latent Space 21the a16z Podcast 12the MAD Podcast 2Mixergy 120VC 1

2026 7 mentions in 4 episodes 2 per episode
2025 14 mentions in 8 episodes 2 per episode
2024 14 mentions in 4 episodes 4 per episode
2023 2 mentions in 2 episodes 1 per episode

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10 statements about LoRA, every show

20VC Prediction Not checkable as stated
Atallah: Model base layer fine-tuning could drop to dozens of dollars
“We might see a future where, like, when you do a fine tune, and you want to, like, change the base model layer, it only costs, like, maybe a few hundred dollars, maybe a few dozen dollars to change it.”
Alex Atallah Aug 9, 2026 ▶ 10:12 OpenRouter CEO: Why Chinese Open Models Are Beating the US | Why Enterprises Fear OpenAI & Anthropic
Updating mobile base models breaks per-app LoRAs, creating severe maintenance hurdles
“From a developer point of view, I think it will be very tricky because one, you don't want to have 20 different base models in the phone of the users. The battery will just die. You also don't want to have to update 20 LoRa every time you update the base model…”
Omar Sanseviero May 24, 2026 ▶ 15:56 ⚡️ Google's Open AI Strategy — Omar Sanseviero, Google DeepMind
MIXERGY Disclosure
Santos: Dream Stories used ChatGPT, Stable Diffusion, and LoRAs for consistency
“We use a number of things. We, at the time we used the chat to PT. We used the stable diffusion. I forget the first model we used. We used to do it. We used LORAS, which was we still do in some regards but LORAS is something that, you know, that you literally …”
Ricardo Vice Santos Dec 29, 2025 ▶ 10:22 #2290 He’s building an AI media empire
Corbitt: No downside to using LoRAs for task-specific model customization
“For the types of training runs that we're interested in, where it's like, hey, I'm doing a relatively lightweight customization of an existing model for a specific task, there's really no downside to using Allura, and there's a lot of, like, upsides from an, l…”
Kyle Corbitt Oct 16, 2025 ▶ 10:34 Why RL Won — Kyle Corbitt, OpenPipe (acq. CoreWeave)
LATENT SPACE Prediction Not checkable as stated
Eugene Cheah: LoRAs will arrive before full Llama 3.1 405B fine-tunes
“I suspect we are going to see more LoRa's first before we get full fine-tuned.”
Eugene Cheah Jul 29, 2024 ▶ 47:54 [LLM Paper Club] Llama 3.1 Paper: The Llama Family of Models
MAD Assertion Partly supported
Fine-tuning a GPT-3 class model with LoRA provides a 10,000x efficiency boost
“I think for something like a GPD three level model, it's a 10,000 X speed up in efficiency while losing nearly not much at all in accuracy.”
Sharon Zhou Jul 25, 2024 ▶ 30:19 Making AI Work: Fine-Tuning, Inference, Memory | Sharon Zhou, CEO, Lamini
MAD Prediction Not checkable as stated
Combining MoE and LoRA will eliminate big versus small model trade-offs
“And I do think that's the future so we can get something that is incredibly smart, incredibly huge, but with the latency cost and speed of something, something tiny. So no more big model versus small model paradigm. It's potentially one in the same.”
Sharon Zhou Jul 25, 2024 ▶ 32:24 Making AI Work: Fine-Tuning, Inference, Memory | Sharon Zhou, CEO, Lamini
a16z Opinion
Rombach: Managing hundreds of LoRAs is unscalable for video control
“Maintaining like a library of hundreds of LoRa's is maybe not like the, Most scalable approach.”
Robin Rombach Feb 17, 2024 ▶ 27:09 Text to Video: The Next Leap in AI Generation
LATENT SPACE Disclosure
Doshi: LoRA Stable Diffusion Creator Simu Works With Playground AI
“The person that brought Laura's to stable diffusion actually works with us on, on some projects. His name is Simu”
Suhail Doshi Jan 2, 2024 ▶ 57:12 The AI-First Graphics Editor - with Suhail Doshi of Playground AI
Cheah: LoRA Cannot Teach LLMs New Languages or Novel Concepts
“Laura cannot teach new language. It cannot it's sometimes may struggle to teach new techniques or new, new concepts. It does well into adding and refining existing contact knowledge.”
Eugene Cheah Aug 31, 2023 ▶ 1:50:20 RWKV: Reinventing RNNs for the Transformer Era

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