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I Reverse-Engineered the TiinyAI Pocket Lab from Marketing Photos

https://bay41.com/posts/tiiny-ai-pocket-lab-review/
21•davidklemke•3d ago

Comments

smartbit•2d ago
Great research and write-up, maybe a bit too elaborate.

Will be interesting to see if a public outcry will happen once these boxes start arriving at those who funded the kickstarter.

buildbot•1h ago
It’s LLM slop and very shallow, in my opinion.
qwe----3•1h ago
The blogpost?
pushfoo•38m ago
ctrl-f for "This isn't" and note how many instances of this pattern there are:

> This isn't X. It's Y.

shotnothing•14m ago
whats shallow about the research? it all seems to check out?
fwipsy•22m ago
Tl;Dr it's actually a CIX p1 + 32gb (similar to orange pi 6) and a "160TOPS" NPU accelerator with 48gb - attached via NVME. models will either have to fit in one pool or deal with shuttling data over m.2, the company has some optimizations regarding this but it's still a serious limitation.

There you go, two sentences without burying the lede.

Is it maybe competitive value anyways though? Even if you only think of the accelerators, 48gb+160TOPS seems comparable to some Strix Halo mini PCS with 64gb - lower memory bandwidth but a few hundred dollars cheaper. If they sold just the accelerator card for $800 or something that would be potentially very interesting.

gnabgib•11m ago
Previously (23 points, 6 days ago, 6 comments) https://news.ycombinator.com/item?id=47395786

Including questions of LLM origin. Seems like the OP might have submitted that one (47431685) although there's another copy now (beyond this SCP entry from 3 days ago)

PC Gamer recommends RSS readers in a 37mb article that just keeps downloading

https://stuartbreckenridge.net/2026-03-19-pc-gamer-recommends-rss-readers-in-a-37mb-article/
325•JumpCrisscross•7h ago•152 comments

The gold standard of optimization: A look under the hood of RollerCoaster Tycoon

https://larstofus.com/2026/03/22/the-gold-standard-of-optimization-a-look-under-the-hood-of-rolle...
192•mariuz•6h ago•69 comments

The future of version control

https://bramcohen.com/p/manyana
411•c17r•10h ago•238 comments

Reports of code's death are greatly exaggerated

https://stevekrouse.com/precision
249•stevekrouse•14h ago•208 comments

Intuitions for Tranformer Circuits

https://www.connorjdavis.com/p/intuitions-for-transformer-circuits
7•cjamsonhn•54m ago•0 comments

Why I love NixOS

https://www.birkey.co/2026-03-22-why-i-love-nixos.html
202•birkey•8h ago•145 comments

GrapheneOS will remain usable by anyone without requiring personal information

https://grapheneos.social/@GrapheneOS/116261301913660830
231•nothrowaways•4h ago•58 comments

Project Nomad – Knowledge That Never Goes Offline

https://www.projectnomad.us
362•jensgk•13h ago•109 comments

I Reverse-Engineered the TiinyAI Pocket Lab from Marketing Photos

https://bay41.com/posts/tiiny-ai-pocket-lab-review/
22•davidklemke•3d ago•7 comments

Flash-MoE: Running a 397B Parameter Model on a Laptop

https://github.com/danveloper/flash-moe
307•mft_•14h ago•106 comments

LLMs predict my coffee

https://dynomight.net/coffee/
75•surprisetalk•4d ago•35 comments

Department of State advises Americans worldwide to exercise increased caution

https://travel.state.gov/en/international-travel/travel-advisories/global-events/worldwide-cautio...
107•supernova215•57m ago•84 comments

First and Lego Education Partnership Update

https://community.firstinspires.org/first-lego-education-partnership-update
25•jchin•3d ago•9 comments

Five Years of Running a Systems Reading Group at Microsoft

https://armaansood.com/posts/systems-reading-group/
115•Foe•8h ago•32 comments

MAUI Is Coming to Linux

https://avaloniaui.net/blog/maui-avalonia-preview-1
158•DeathArrow•10h ago•79 comments

How to Attract AI Bots to Your Open Source Project

https://nesbitt.io/2026/03/21/how-to-attract-ai-bots-to-your-open-source-project.html
78•zdw•1d ago•13 comments

What Young Workers Are Doing to AI-Proof Themselves

https://www.wsj.com/economy/jobs/ai-jobs-young-people-careers-14282284
76•wallflower•7h ago•83 comments

Windows native app development is a mess

https://domenic.me/windows-native-dev/
330•domenicd•16h ago•353 comments

They're Vibe-Coding Spam Now

https://tedium.co/2026/02/25/vibe-coded-email-spam/
27•raybb•3h ago•17 comments

Building an FPGA 3dfx Voodoo with Modern RTL Tools

https://noquiche.fyi/voodoo
161•fayalalebrun•12h ago•34 comments

Show HN: Codala, a social network built on scanning barcodes

https://play.google.com/store/apps/details?id=com.hsynkrkye.codala&hl=en
30•hsynkrkye•4d ago•15 comments

Ordered Dithering with Arbitrary or Irregular Colour Palettes (2023)

https://matejlou.blog/2023/12/06/ordered-dithering-for-arbitrary-or-irregular-palettes/
7•surprisetalk•5d ago•0 comments

Theodosian Land Walls of Constantinople (2025)

https://turkisharchaeonews.net/object/theodosian-land-walls-constantinople
26•bcraven•3d ago•7 comments

More common mistakes to avoid when creating system architecture diagrams

https://www.ilograph.com/blog/posts/more-common-diagram-mistakes/
139•billyp-rva•14h ago•52 comments

You are not your job

https://jry.io/writing/you-are-not-your-job/
70•jryio•10h ago•98 comments

Migrating the American Express Payment Network, Twice

https://americanexpress.io/migrating-the-payments-network-twice/
4•madflojo•1h ago•0 comments

Teaching Claude to QA a mobile app

https://christophermeiklejohn.com/ai/zabriskie/development/android/ios/2026/03/22/teaching-claude...
64•azhenley•6h ago•5 comments

Vectorization of Verilog Designs and its Effects on Verification and Synthesis

https://arxiv.org/abs/2603.17099
23•matt_d•3d ago•4 comments

25 Years of Eggs

https://www.john-rush.com/posts/eggs-25-years-20260219.html
251•avyfain•4d ago•72 comments

The IBM scientist who rewrote the rules of information just won a Turing Award

https://www.ibm.com/think/news/ibm-scientist-charles-bennett-turing-award
100•rbanffy•14h ago•8 comments