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Replying to @BurIyZz
haha va de minitorch som dog när jag gick in med monty i piano?🤣🤣
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US9693441B2 - Method for generating an atmospheric plasma jet and atmospheric plasma minitorch device - Google Patents @DELTA9_DELTA9 @druid10@Mylilangelsrose⁩ @@bGimpl1234 patents.google.com/patent/US…

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Behind the scenes of mni-ml: January 4th 2026 - my roommate @MankyDankyBanky and I wanted to do a big project together. ”maybe we should try to build pytorch from scratch” We found @srush_nlp's minitorch curriculum and committed to grinding through it Jan to April. February - autodiff and tensor internals done. lots of late night PR reviews, stacked diffs, Kinton ramen runs to Toronto when I'd visit Aadi at Shopify. We started posting on X to keep ourselves accountable. March - the month of parallelization: Aadi shipped tiled matmul using the same algo @nvidia teaches in their CUDA guide, wrapped by end of month - pooling, conv1d/2d forward backward, softmax, dropout. March 22-23 — @socraticainfo symposium & we see the tinytpu team on the stage which filled us with determination 🫡 cc: @evanliin @XanderChin @suryasure05 @kennykgguo March 24 - chose the mni-ml brand and started the educational blog March 30 - minitorch is DONE ahead of schedule. now we build on top of the framework. April 5-6 - cuBLAS matmul via koffi FFI. buffer pooling, strided batched GEMM, kernel optimizations. CUDA backend takes shape. April 7 - huge day. cross-platform CI pipeline, prebuilt npm binaries, v0.3.0 — CUDA live on @npmjs. flatten the monorepo, add @WebGPU Windows CUDA build targets by eod. April 12 - flash attention CUDA kernel ships. we caught a bug where head dim > 32 was truncating. April 14 (during exam season), we recorded the demo in @Shopify recording studio during Aadi’s lunch break. Everything over the last 4mo finally came together. Cc: @fnthawar @tobi @alspee April 17: launch post and bought the domain mni.ml and we’re just getting started. We have so much in store for this summer, stay tuned 🫡 cc: @sundeep @GavinSherry
I trained a 12M parameter LLM on my own ML framework using a Rust backend and CUDA kernels for flash attention, AdamW, and more. Wrote the full transformer architecture, and BPE tokenizer from scratch. The framework features: - Custom CUDA kernels (Flash Attention, fused LayerNorm, fused GELU) for 3x increased throughput - Automatic WebGPU fallback for non-NVIDIA devices - TypeScript API with Rust compute backend - One npm install to get started, prebuilt binaries for every platform Try out the model for yourself: mni-ml.github.io/demos/trans… Built with @_reesechong. Check out the repos and blog if you want to learn more. Shoutout to @modal for the compute credits allowing me to train on 2 A100 GPUs without going broke cc @sundeep @GavinSherry
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Apr 17
Replying to @RomxnTG
@hxafiTTV 4-0 by minitorch ?what happened
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(3/7) Next up, llmsystem.github.io at @mldcmu taught by @lileics Probably the most comprehensive open course on LLM systems. Starts with CUDA programming fundamentals, goes through distributed training (TP, PP, DP, MoE), then inference & serving (FlashAttention, PagedAttention, quantization). All homework assignments are built around MiniTorch, a pedagogical version of PyTorch you build up from scratch, courtsey of @srush_nlp
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Replying to @yacinelearning
- writing my blog on "How to build RLM from scratch" almost done - working on minitorch (scratch version of pytorch), autograd complete, now making it comparable with tensors - side quest is finish watching Self distillation live stream on your channel.
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The Minitorch teaching library was very useful
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There are a lot of good examples and learning resources on GitHub such as Minitorch, but most are in Python and use Cuda or other libraries such as Numba.
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Feb 22
Replying to @MrB1nkz
Thats not the Minitorch I know
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Replying to @neural_avb
- building minitorch to literally understand what the hell happend under the hood, following this repo github.com/minitorch/minitor… - writing my blog on the RLM from scratch - finally exploring RLM further to make it as a complete coding env (similar to claude code)
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Feb 20
Need stack no fucking minitorch idc we won the game he’s on ash when he is minitorch
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Jan 31
Replying to @rqdrj_
I don’t even have a say in this at all I’m in party with minitorch I’m sooooooooooo many games up on u and u have cancelled me 4 times this szn YOU not ur tm8 you have left the lobby 4 times this szn it’s sad
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MiniTorch: A DIY library to rebuild PyTorch from scratch It covers topics like - ML Programming Foundations - Autodifferentiation - Tensors - GPUs and Parallel Programming - Foundational Deep Learning Github Repo: github.com/minitorch/minitor… To access the autograder: Module 0: classroom.github.com/a/qDYKZ… Module 1: classroom.github.com/a/6TiIm… Module 2: classroom.github.com/a/0ZHJe… Module 3: classroom.github.com/a/U5CMJ… Module 4: classroom.github.com/a/04QA6… Quizzes: classroom.github.com/a/bGcGc…
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14 Nov 2025
Big up the grills cancelling against my goat Minitorch-
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amzn.to/4lscL2X Butane Torch Lighter Gun, Refillable Cooking Torch, Creme Brulee Torch Lighter, Blow Torch for Cooking, Welding, #MiniTorch Soldering #Torch, Butane is Not Included [Torch Lighter With Blue LED Light]:Sleek design with blue LED Butane Lighter
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Almost all OpenAI models always insist on tinygrad being a toy project like minitorch, micrograd, and others for learning purposes. Even after correction, they usually fall back to the same assumption unless corrected rigorously in between the conversation. Why so?
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If you like creating things from scratch I think you will like this project - MiniTorch. Here we learn to implement Torch style API such that it's fully compatible with Torch code and is able to execute Torch code. There is also a youtube playlist for this all thanks to the wonderful @srush_nlp
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World’s First Mini Magnetic & Rechargeable Flashlight Torch (PicoTorch) light your way, anytime, anywhere! check here: design123.kckb.me/0b865e77 #InnovativeIllumination #light #torch #minitorch #homeappliance #tool #minitool #MagneticTorch #flashlight #portabletool #mini
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You’d probably enjoy minitorch. You build PyTorch in a series of bite-sized modules minitorch.github.io/
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