Jayanth MKV

SDE to AI Engineer to Indie Hacker 💥 | Safy Research Group | Building AI saas 🌟

[Jayanth MKV @jayanthmkv]

🌟 The Power of Your Inner Circle and Community! 🤝✨

We often hear the saying, "Your network is your net worth," and there's a profound truth to it.

👉 Click the link below to join our xplore community on Discord:
[Discord Invitation Link:](https://t.co/hYdCLreweE)

[Jayanth MKV @jayanthmkv]

Check out my latest article: TypeVar + Generic -> Type-Safe Pipelines in Python (Finally) https://t.co/bkUCjRSlmh

[Jayanth MKV @jayanthmkv]

Each step costs something:
- Complex → lose ordering
- Quaternions → lose commutativity
- Octonions → lose associativity

The universe of numbers has rules even imagination can't break. 🌌

[Jayanth MKV @jayanthmkv]

The Journey Through Dimensions of Numbers** 🔢✨

1D: Real numbers (ℝ)
2D: Complex numbers (ℂ) - 1831
3D: *Impossible* - 1877
4D: Quaternions (ℍ) - 1843
**8D:** Octonions - 1843-1845

Why skip 3D?

[Jayanth MKV @jayanthmkv]

Mathematical law prevents it. Frobenius proved that only dimensions 1, 2, 4, and 8 can support proper division algebras. Three dimensions simply cannot exist with consistent arithmetic! 🚫

[Jayanth MKV @jayanthmkv]

Tried a few coding agents on writing streamlit code

Most of them didn't perform well!

[Jayanth MKV @jayanthmkv]

Check out my latest article: How to Build a Perplexity-Like Agent? A Developer's Guide to Next-Gen AI Assistants https://t.co/zAZvVcxXh7

[Jayanth MKV @jayanthmkv]

7/7)

TL;DR on ReFrag:

It uses a helper AI to compress documents.

The main AI needs special training to understand these compressions.

This is why it requires model changes, not just an API call.

Hope this helps! If you found this useful, RT the first tweet to share.

[Jayanth MKV @jayanthmkv]

Ever heard of Meta's ReFrag? It makes AI context processing up to 30x faster.

So why isn't everyone using it yet?

1/7)

It's not a simple switch. Here’s the real reason, explained simply. 🧵

[Jayanth MKV @jayanthmkv]

6/7)

The payoff for this complex training is huge: a system that can handle much longer documents with a massive speed boost.

It’s a powerful new method for building next-gen RAG systems, not a simple plug-in for old ones.

[Jayanth MKV @jayanthmkv]

🔗 Just published: "Webhooks: An Essential HTTP-Based Callback Pattern for Backend Systems"

https://t.co/9nJiEVyDdv

[Jayanth MKV @jayanthmkv]

That’s it! mypyc can give you 2x–10x boost for type-annotated code WITHOUT rewriting in C.

Try it, benchmark, and #python faster!

[Jayanth MKV @jayanthmkv]

If trying to make python faster try mypyc

It compiles typed Python to blazing fast C extensions.

Here’s a quick step-by-step guide:

[Jayanth MKV @jayanthmkv]

Workflow:

Develop & test in regular Python

Add type hints

Compile with mypyc for deploys or speedups

You can keep both .py (source) and .so (fast) versions!