Shayan Awan

[Arjun Virk @virkvarjun]

I just spent months handwriting a 200 page guide on the entirety of ML foundations and math from scratch.

The guide features:
- Neural Nets (Backprop, Adam, SGD, Batch Norm)
- ML Algorithms (SVM, Grad Boosting, K-means, PCA)
- Hardware (Tensor Cores, Systolic Arrays, CUDA)
- Transformers (Multi-Head Attn, KV Cache, LoRA)
- Vision (ViT, Convolutions, MAE, IoU, NMS, VLM)
- Agents (OpenClaw, ReAct, Memory, Orchestration)

Everything I wish I had years ago, for free.

[Shayan Awan @ShayanAwan0]

@virkvarjun this is sick

[Prabhdeep @PrabhdeepS_]

Every ANN method either gets slower as your corpus grows or starts retrieving the wrong things.

We built one that does neither.

50K vectors → 10 µs / query
1M vectors → 10 µs / query
5M vectors → 10 µs / query

Introducing MeshRAG: retrieve anything with the same speed, same accuracy, no matter how much data you have.

Here is how we did it 👇

[Shayan Awan @ShayanAwan0]

@PrabhdeepS_ Good luck pd

[Shayan Awan @ShayanAwan0]

@PrabhdeepS_ @shipfr8 lets go bro!!!

[Shayan Awan @ShayanAwan0]

@PrabhdeepS_ lfg prabh

[Shayan Awan @ShayanAwan0]

@PrabhdeepS_ @virkvarjun goat

[Shayan Awan @ShayanAwan0]

@KrishRShah You mean robbing private api keys?

[Shayan Awan @ShayanAwan0]

@PrabhdeepS_ Hell no

[Shayan Awan @ShayanAwan0]

@virkvarjun @UWaterloo @PrabhdeepS_ Quite fire ey?

[Shayan Awan @ShayanAwan0]

@KrishRShah Goat

[Shayan Awan @ShayanAwan0]

@PrabhdeepS_ This is some dope work prabh

[Shayan Awan @ShayanAwan0]

the start of an arc

gracias @KrishRShah

[Shayan Awan @ShayanAwan0]

@Jawad4PF I'm in

[Shayan Awan @ShayanAwan0]

@virkvarjun @_buildspace @FarzaTV sounds like some great work arjun! it would definitely be cool to see these cross-post these videos on platforms like instagram and TikTok as well.

looking forward to seeing how it turns out!

[Shayan Awan @ShayanAwan0]

@virkvarjun @JoshuaOmeje15 @_buildspace @FarzaTV its targeted towards high school students, with both virtual and local opportunities posted and recommended.

although a clear plan hasn't been laid out on the algorithm we decide to use, it would be most appropriate to implement an engagement probability model. (2/2)

[Shayan Awan @ShayanAwan0]

@virkvarjun @JoshuaOmeje15 @_buildspace @FarzaTV platforms such as linkedIn come to mind when topics such as networking/opportunities come up..

but as a high school student yourself, how many times have you been recommended an opportunity on these platforms and haven't heard back at all? (1/2)

[Shayan Awan @ShayanAwan0]

@virkvarjun @JoshuaOmeje15 @_buildspace @FarzaTV its targeted towards high school students, with both virtual and local opportunities posted and recommended.

although a clear plan hasn't been laid out on the algorithm we decide to use, it would be most appropriate to implement an engagement probability model.

(2/2)

[Shayan Awan @ShayanAwan0]

@SiddharthHalda8 @JoshuaOmeje15 @_buildspace @FarzaTV not quite... ideally a platform for students (specifically highschool students) to receive opportunities which range from from scholarships to volunteer opportunities within their communities.

[Prabhdeep @PrabhdeepS_]

Caught innovating with @ShayanAwan0 🫣