Im_root_src's profile picture.

Misaal Ambasta

@Im_root_src

Misaal Ambasta reposted

The Ultimate Toolkit for Working with LLMs! Transformer Lab lets you train, fine-tune, and chat with any LLM - 100% locally. Enjoy 1-click LLM downloads and a drag-and-drop UI for RAG. 100% open-source.


Misaal Ambasta reposted

Most people don’t understand the difference between Message Queues and Pub Sub. They are different systems meant for different use cases powered by different data structures. Pub-Sub systems like Kafka are powered by the Log data structure. Message Queues like RabbitMQ and SQS…

BdKozlovski's tweet image. Most people don’t understand the difference between Message Queues and Pub Sub.

They are different systems meant for different use cases powered by different data structures.

Pub-Sub systems like Kafka are powered by the Log data structure.

Message Queues like RabbitMQ and SQS…

Misaal Ambasta reposted

I've been learning about agent memory for the past few weeks. This new blog summarizes everything I've learned so far: • What is agent memory, and why do you need it • What are the types of memory (and what categorization approaches are there?) • How do you manage memory in…

helloiamleonie's tweet image. I've been learning about agent memory for the past few weeks.

This new blog summarizes everything I've learned so far:

• What is agent memory, and why do you need it
• What are the types of memory (and what categorization approaches are there?)
• How do you manage memory in…

Misaal Ambasta reposted

👇a superb paper 👇 Patterns for securing agents against prompt Injection arxiv.org/abs/2506.08837 🔖

bibryam's tweet image. 👇a superb paper 👇

Patterns for securing agents against prompt Injection
arxiv.org/abs/2506.08837 🔖

Misaal Ambasta reposted

5 Distributed Concepts Every Developer Should Know swequiz.com/blog/5-core-di…

bibryam's tweet image. 5 Distributed Concepts Every Developer Should Know
swequiz.com/blog/5-core-di…

Misaal Ambasta reposted

If I had to load balance traffic, here are 6 algorithms I'd consider:

systemdesignone's tweet image. If I had to load balance traffic, here are 6 algorithms I'd consider:

Misaal Ambasta reposted

Always worth the wait.

johnkrausphotos's tweet image. Always worth the wait.

SCRUB: But great things are always worth the wait.

johnkrausphotos's tweet image. SCRUB: But great things are always worth the wait.


Misaal Ambasta reposted

Pretty cool that they open sourced the actual full-sized production model. Here’s the Grok 2.5 architecture overview next to a roughly similarly sized Qwen3 model. The MoE residual is quite interesting. Kind of like a shared expert. I don't think I've seen this setup before.

rasbt's tweet image. Pretty cool that they open sourced the actual full-sized production model. 
Here’s the Grok 2.5 architecture overview next to a roughly similarly sized Qwen3 model.
The MoE residual is quite interesting. Kind of like a shared expert. I don't think I've seen this setup before.

The @xAI Grok 2.5 model, which was our best model last year, is now open source. Grok 3 will be made open source in about 6 months. huggingface.co/xai-org/grok-2



Hey @windsurf_ai, why I'm getting this error from yesterday and how to fix this?

Im_root_src's tweet image. Hey @windsurf_ai, why I'm getting this error from yesterday and how to fix this?

Misaal Ambasta reposted

Turn messy PDFs into clean LLM-ready data! Dolphin revolutionizes document image parsing with its analyze-then-parse approach, making complex documents accessible to AI applications. Handles text, tables, formulas & figures. 100% open-source, lightning-fast solution.

akshay_pachaar's tweet image. Turn messy PDFs into clean LLM-ready data!

Dolphin revolutionizes document image parsing with its analyze-then-parse approach, making complex documents accessible to AI applications.

Handles text, tables, formulas & figures.

100% open-source, lightning-fast solution.

Misaal Ambasta reposted

oops did it again

bouncy ball guy has done it again



Misaal Ambasta reposted

Caching is used at every layer of the stack, including your database. Our latest interactive blog covers how caching works, techniques for improving hit rate, and replacement policies.


Misaal Ambasta reposted

The Agentic AI Learning Roadmap

alexxubyte's tweet image. The Agentic AI Learning Roadmap

Misaal Ambasta reposted

my weekend project to learn about bluetooth mesh networks, relays and store and forward models, message encryption models, and a few other things. bitchat: bluetooth mesh chat...IRC vibes. TestFlight: testflight.apple.com/join/QwkyFq6z GitHub: github.com/jackjackbits/b…

jack's tweet image. my weekend project to learn about bluetooth mesh networks, relays and store and forward models, message encryption models, and a few other things.

bitchat: bluetooth mesh chat...IRC vibes.

TestFlight: testflight.apple.com/join/QwkyFq6z
GitHub: github.com/jackjackbits/b…

🧠 The Complete Generative AI Tech Stack! From cloud infrastructure (AWS, Azure) to safety layers (Garak, Arthur AI), this pyramid shows how modern AI apps are built. Foundation models → Frameworks → Fine-tuning → Data → Supervision → Safety 🔒 credit image: @alexxubyte

Im_root_src's tweet image. 🧠 The Complete Generative AI Tech Stack! 

From cloud infrastructure (AWS, Azure) to safety layers (Garak, Arthur AI), this pyramid shows how modern AI apps are built. Foundation models → Frameworks → Fine-tuning → Data → Supervision → Safety 🔒

credit image: @alexxubyte

Misaal Ambasta reposted

At my mini-hackathon on @simonw's `llm` tool, developers had just one hour to come up with a cool use case for `llm`. I wrote up what we came up with as a Github Gist. Highlights in the replies below! gist.github.com/chriscarrollsm…


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