Okay, so about two more additional vulnerabilities have been found on react/nextjs 😂😂😂😂

1. CVE-2025-55184 (High Severity – Denial of Service)

A malicious HTTP request sent to any App Router endpoint can, when deserialized, cause the server process to hang and consume CPU.


2. CVE-2025-55183 (Medium Severity – Source Code Exposure)

A malicious HTTP request sent to any App Router endpoint can return the compiled source code of Server Actions. This could reveal business logic but would not expose secrets unless they were hardcoded directly into a Server Action's code.



Vercel: Security Bulletin: CVE-2025-55184 and CVE-2025-55183

Vecel is cooked

[03] Project Idea: RAG‑Powered Customer Support SaaS Chatbot

Provide companies with an embeddable AI chatbot that answers customer questions based on the company's own documents, FAQs, policies, and product pages.


• Why It Makes Sense:
- Many businesses have websites but poor customer service.
- RAG chatbots reduce support load, improve accuracy, and work 24/7.
- No need for firms to build their own model — they just upload files or paste links.

• How It Works (System Flow):
- Business uploads PDF / text / website links.
- Backend indexes the data into embeddings.
- Chatbot retrieves the relevant chunk for each user question.
- LLM generates an answer only based on retrieved info.
- Admin dashboard shows analytics, unanswered questions, and improvement suggestions.

• Key Components:
- Document ingestion pipeline
- Vector database (FAISS, Chroma, Weaviate)
- Embedding model (BERT, MiniLM, or open‑source alternatives)
- Lightweight LLM (LLaMA‑3‑8B or Mistral)
- Frontend widget for websites

• Reference Papers:
- Retrieval‑Augmented Generation for Knowledge‑Intensive NLP
- Learning to Retrieve, Generate, and Critique
- Large Language Models as Parallel Retrieval Engines

• existing projects:
- Zendesk Answer Bot (AI support automation)
- Intercom Fin AI (AI support + FAQ builder)
- Chatbase (Upload documents → get chatbot)
- BotPress RAG Chatbots (Open‑source)

--

#project_idea #rag #customersupport #saas

እንቅልፍ የሚነሳ ደስታ ይስጣቹ ❤️

So true 😂

If you wake up in the morning to go to work or anywhere.. DO NOT check ur phone unless it’s to check the time or answer a call

Trying to just check something makes time fly like hell

Sometimes you think that you want to disappear but all you really want is to be found

May your God finds u ❤️

Unbelievable 😼 This post might end up being the top post of 2025.

Does that mean everyone overthinks? 🤔🤧

It’s taking you a little longer
because you aren’t lying, using people, scamming, manipulating
or selling your soul


Having an integrity is a skill many people lack

Me 😂😂😂

For folks who overthink, i have a simple routine that might helps

• Write what’s on your mind before sleep
Just dump everything on paper. No fixing.  Then CLOSE the book

• Tell yourself “tomorrow is tomorrow”
You handled TODAY. That’s enough.

• Sleep at the same time

• Stop scrolling in bed

• Pick one task for tomorrow

Co worker: You look so unapproachable

Me: Yet, here you are

hear me out you know everything feels human centered but meaning does not exist by itself

I mean the universe just exists, It does not care.. it has no opinions .. no goals....no story


And meaning is assigned and of course the only known system that assigns meaning is our mind

So i think everything seem to be all about us is

because we are the ones asking the question and answering it 😂


so are we fooling our self? 😂😂

Everything has a flow. Even the smoothest surface has microscopic holes, which is why friction always exists, but we only notice the big picture

One problem i saw with AI code assistants is that most of the time they use outdated dependencies or deprecated libraries.

This can create security risks, so you always need to review the code and make sure it uses the latest libraries and best practices

A monk once said :

“Imagine being bitten
by a snake, and instead
of focusing on healing
from the poison,

You chase the snake to
understand why it bit
you and to prove that
you didn’t deserve it.”

"it’s the Ethiopians they’re the ones who are irrational and aggressive ..."

What the hell 🙄 who thinks like this

Idk what is wrong with Robert Greene