Blog

March 29, 2025

ikayaniaamirshahzad@gmail.com

ChatGPTs new image generator is AMAZING for replicating artworks!

I am a digital artist who has been working in PS for over 15 years at this point, so naturally when AI came out, I was pretty astounded at the possibilities. Watching it advance has been SO exciting. ChatGPTs newest model though is seriously the BEST FUCKING TOOL I have personally come across yet. I have created LOTS of images throughout the years, a lot without AI at all, when my skill set was different or I was just plainly not as great at art, but the bones were there. Let me tell you, running my older artworks through this

March 29, 2025

ikayaniaamirshahzad@gmail.com

Help needed in an aws architecture

I want to build a architecture which where i am running judge0 on aws, the cureent architecture i planned uses one ASG group for judge0-server for api request running t3.small Another ASG group for running judge0-worker which takes the job from redis queue Redis on elasticache and postgress on rds. The only problem i am facing is 2 instance of t3 medium has difficulty in executing code Also what i want to know is how can i scale something like this to handel to 100k submission a day with thousand of concurrency submitted by /u/EcstaticRow5542 [comments] Source

March 29, 2025

ikayaniaamirshahzad@gmail.com

Shark robot vacuums are up to 47 percent off during the Amazon Spring Sale

The Amazon Spring Sale has brought a number of discounts to Shark vacuums, both cordless and robotic varieties. On the robot vacuum side of things, you can get the well-regarded Shark AI Ultra robovac for $300, or more than $100 off its regular price. This is a version of one of our top picks for the best robot vacuums. It has strong suction power, an easy-to-use mobile app and an extra-large, self-emptying base that can hold up to 60 days worth of debris. It’s great for pet hair and all-around cleaning tasks. The only major downside is that this isn’t

March 29, 2025

ikayaniaamirshahzad@gmail.com

Segmind Mixture of Diffusion Experts

SegMoE is an exciting framework for creating Mixture-of-Experts Diffusion models from scratch! SegMoE is comprehensively integrated within the Hugging Face ecosystem and comes supported with diffusers 🔥! Among the features and integrations being released today: Table of Contents What is SegMoE? SegMoE models follow the same architecture as Stable Diffusion. Like Mixtral 8x7b, a SegMoE model comes with multiple models in one. The way this works is by replacing some Feed-Forward layers with a sparse MoE layer. A MoE layer contains a router network to select which experts process which tokens most efficiently. You can use the segmoe package to

March 29, 2025

ikayaniaamirshahzad@gmail.com

Internal flagging for failed generations?

After initially getting some good results with image generation, I seem to have hit a wall. I was visualizing some scenes from a novel I'm writing and some of them are on the NSFW side. Nothing major, just some bathing scenes and what not. I initially got some decent results. Boobs, butts, even some pubic region were generated. However, I tried a few other scenes that invovled other characters in scenes together and kept getting failed attempts. Again nothing like porn, just some suggestive situations. After this almost every scene with any degree of nudity I tried to generate started

March 29, 2025

ikayaniaamirshahzad@gmail.com

Fintech VC powerhouse Frank Rotman stepping down from QED Investors to found his own startups

Prolific fintech investor and QED Investors co-founder Frank Rotman said Friday that he will transition to a partner emeritus role by year’s end to focus on founding his own startups. But those startups won’t necessarily be financial technology companies. In a post on X, Rotman — who helped start QED in 2007 — declared that “the first business” that he plans “on getting out of the ground is in the music industry.” He wrote: “It’s easy to call me crazy for all the obvious reasons, but it’s worth reserving judgment until you learn more about the business that’s evolved in

March 29, 2025

ikayaniaamirshahzad@gmail.com

ROUGE: Decoding the Quality of Machine-Generated Text

Imagine an AI that can write poetry, draft legal documents, or summarize complex research papers—but how do we truly measure its effectiveness? As Large Language Models (LLMs) blur the lines between human and machine-generated content, the quest for reliable evaluation metrics has become more critical than ever. Enter ROUGE (Recall-Oriented Understudy for Gisting Evaluation), a powerful toolkit that serves as a linguistic microscope for machine-generated text. Born in the realm of text summarization, ROUGE has evolved into a cornerstone metric for assessing the performance of Large Language Models across natural language processing (NLP) tasks. It’s not just a measurement tool—it’s

March 29, 2025

ikayaniaamirshahzad@gmail.com

AI Development Made Simple for Web Developers!

If you don’t know anything about AI SDK, you might want to read this as well. Hello there. Lately, I’ve been sharing a lot about AI, but I understand that AI can sometimes sound like it’s from another world. Words like AI, artificial intelligence, singularity, agent, and MCP all carry such weight that when you dig into them, you might feel overwhelmed in just an instant. It might seem that these topics are far removed from the daily work of most developers—whether frontend or backend. Of course, when you hear discussions about the job market and such, you might think