Okay so the OP is saying that since Macbook Neo has the same hardware as iphone, but not locked down, so why is iphone locked down. They say its because of the app store profits.
Sure App store is not to be understated, but I'd add our phones include way way more personal information than a laptop like NFC for credit cards, personal photos, and all biometric and contact information. Not to mention cellular network connection and generally forms as a soft form of identity. None of these apply to a laptop. So form factor does matter.
BUT even if we unlocked the iPhone, the desire for 'MacOS on iPhone' is actually the wrong thing to ask for. Pete Steinberger had in this interview (https://www.youtube.com/watch?v=AcwK1Uuwc0U&t=1182) that UI is basically the wrong paradigm in a world where agents should do tasks for us in milliseconds. We should be able run any local services from our phone like grabbing
Good news is we already have this via terminal apps in Android. Now what's left is the ability for agents to run on your device and basically accomplish tasks for you
Amazing write up and i wish more people showed the process for discovery which is often even more interesting than the result itself
Still the result is really interesting being able to stack abstract reasoning and get better performance and the heat maps to show the prob results
The academic literature seems to be catching up:
- *[SOLAR / DUS (Kim et al., 2023)](https://arxiv.org/abs/2312.15166)* — duplicated transformer layers to build a 10.7B model that outperformed 30B parameter baselines.
- *[The Curse of Depth (2025)](https://arxiv.org/abs/2502.05795)* — explains why this works: Pre-LN causes deep transformer layers to converge toward identity functions, meaning middle layers are where real computation happens, and duplicating them concentrates that capacity.
- *[Scaling up Test-Time Compute with Latent Reasoning: A Recurrent Depth Approach (Geiping et al., NeurIPS 2025)](https://arxiv.org/abs/2502.05171)* — takes the idea to its logical conclusion: a model trained with a single recurrent block repeated at inference time, scaling reasoning depth without adding parameters.
I really like Clawdbots safety gloves off approach - no handholding or just saying yes to every permission.
I set it up on a old macbook pro I had that had a broken screen and it works great. Now I just message my server using telegram and it does research for me, organizes my notes, and builds small apps on the fly to help with learning.
However security is a real concern. I need to understand how to create a comprehensive set of allowlists before expanding into anything more serious like bill payments or messaging people / etc
Some great life lessons here, but also some I don't agree with:
- The lazy person works twice as hard.
Often I found you can save a lot of time just trying to the minimal possible and gain a lot of insights of why something is minimal vs not
-The opinion of the person who rarely offers it is listened to more closely.
I found the opposite to be true, those who don't offer their thoughts frequently are often dismissed when they do want to share something
Anyway, many of the points are great.. I would also add to keep a journal and write down what was meaningful throughout the day.. you will find time passing by with more quality since you know what the take and what to avoid
Just because it is in C, doesn't mean you will get C like performance. Just look at the benchmarks, it is 8x slower than just using PyTorch... while I get its cool to use LLMs to generate code at this level, getting super high performing optimized code is very much out of the domain of current frontier LLMs
I really liked the approach of getting new topics to research via embeddings, trails, and claude code, but often what will this give you outside of novelty?
Sure App store is not to be understated, but I'd add our phones include way way more personal information than a laptop like NFC for credit cards, personal photos, and all biometric and contact information. Not to mention cellular network connection and generally forms as a soft form of identity. None of these apply to a laptop. So form factor does matter.
BUT even if we unlocked the iPhone, the desire for 'MacOS on iPhone' is actually the wrong thing to ask for. Pete Steinberger had in this interview (https://www.youtube.com/watch?v=AcwK1Uuwc0U&t=1182) that UI is basically the wrong paradigm in a world where agents should do tasks for us in milliseconds. We should be able run any local services from our phone like grabbing
Good news is we already have this via terminal apps in Android. Now what's left is the ability for agents to run on your device and basically accomplish tasks for you