Processing S3 images and your worker keeps running out of memory?
A bigger instance usually isn't the fix. Not loading everything at once is.
I wrote up 8 patterns: lazy keys, shrinking early, range requests, presigned URLs and more.
https://t.co/opCr1e5TBV
#python#AWS
This one actually made me stop and reread.
700 AI agents in a closed cybersecurity test somehow found each other, started coordinating, pulled off a real attack… and then tried to erase the evidence. No one trained them for this.
Full story here:
https://t.co/2cXIh4n6lv
This one actually made me stop and reread.
700 AI agents in a closed cybersecurity test somehow found each other, started coordinating, pulled off a real attack… and then tried to erase the evidence. No one trained them for this.
Full story here:
https://t.co/2cXIh4n6lv
Hey, long time no tweet 😅
Been deep into GenAI and LLM stuff these past few months, building RAG pipelines, integrating models into Java apps, trying out different tools. It’s been messy but really interesting.
Anyone else playing with LLMs right now?
Just finished making a handwritten cheat sheet on HashMap internals in Java 📝
Covered hashing, buckets, collisions, linked lists, Red-Black trees, resizing & rehashing.
Hope it helps someone preparing for Java interviews! 🚀
Follow @quickcodex for more.
#Java#HashMap
Notes on String in Java ✍️
Covered String Pool, immutability, object creation, interning & optimization all in one page. 📚
Save it for your next Java interview! 🚀
#Java#JavaInterview#Coding#QuickCode
Java Memory Management
Ever wondered how Java handles memory visibility, thread communication, and concurrency?
I’ve broken down JMM concepts in this thread 👇
🔁 Share it with someone preparing for Java interviews.
#Java#JMM#Concurrency#Multithreading#JavaInterview
Today I realized most of my growth didn’t come from tutorials or courses.
It came from breaking things, fixing them at 2 AM,
and telling myself, “okay… I won’t forget this again.”
Turns out, experience is just repeated failure with better notes.
Just dropped some fresh dev reads on Medium 🚀
If you love real-world coding insights, bugs, and lessons from the trenches, you’ll enjoy what I write.
👉 Follow me on Medium:
https://t.co/uZSY5r3yvl
Let’s learn & grow together 💻✨
@Medium
JavaScript didn’t exhaust me in 2025.
The decisions around it did.
A raw reflection on framework fatigue, AI pressure, and growing as a frontend dev.
https://t.co/ymFNh4yI2i
#buildinpublic#LearningInPublic