i have no idea why i downloaded this book

Quantum mechanics by Leonard Susskind (The Theoretical Minimum)


pray for me that i will finish it 🙏

So almost half of you(based on the poll) have no income, yet you still have expenses

How is that possible? 😂

btw i made $0.42 on this channel 😂

more money == more problem

read this real story

Tonda Dickerson a waitress was tipped a lottery ticket and won $10,000,000 in 1999.
she was then sued by her coworkers for a share, then sued by the man who gave her the ticket, then kidnapped by her ex-husband whom she shot in the chest. Then she went to court against the IRS because of tax fraud

i dont want to be poor but i dont want more problems too

I got bored and tried flooding a random website’s API. I ended up pushing around 300 MB of random text before hitting the RATE_LIMIT_EXCEEDED error.

Imagine checking your database and suddenly finding 300 MB of nonsense waiting for you

I wonder how they will feel 😂 i will try to make it 1GB

Hello family. Lumen Labs is looking for full-stack react native developer, full time remote position.

If you are interested please apply here:

https://www.linkedin.com/jobs/view/4349606773


Salary: 20-30k ETB

(If you can’t apply, you can DM us your resume on LinkedIn.)

@bini_haile

[01] Project Idea: Dual-LLM Debate AI

Building an AI that debates with itself internally, like two brain hemispheres, before giving an answer

• Why It Works: Multiple AI agents proposing and critiquing answers can improve reasoning and reduce mistakes.
- Reference Improving Factuality and Reasoning in Language Models with Multiagent Debate

• Real Research Example: SID: Multi-LLM Debate Driven by Self Signals explores how multiple LLMs can discuss and refine answers together.
- Reference: https://arxiv.org/abs/2510.06843

• Another Paper: DEBATE, TRAIN, EVOLVE shows how LLM reasoning improves when agents critique each other.
- Reference: https://arxiv.org/abs/2505.15734

• How It works: The system takes a user question, has two lightweight models debate internally, and returns one final answer, or asks a clarification if they cannot agree.

The idea is inspired by real multi-agent AI research that treats AI not as a lone thinker but as a small team of thinkers.

--

#project_idea #debateai

7 AI Coding Techniques That Could Save You 10+ Hours This Week

https://medium.com/data-science-collective/7-ai-coding-techniques-that-could-save-you-10-hours-this-week-f7b71bd54a63

The time we waste searching for the right GIF 🤦‍♀️

What if a self-driving car runs a red light. Then a traffic police show up, but no one is in the driver’s seat.

Who is gonna hold responsible? (Just ur ideas)

[02] Project Idea: Unified Wallet & Token API

A unified wallet API and token system for SaaS payments where users buy a platform token/coin and then can send, pay, withdraw, or transfer using that token via developer‑integrated APIs.

• Problem We’re Solving: Traditional payment gateways are hard to setup in Ethiopia and many emerging markets. Crypto gateways exist but adoption locally is low.

• How It Works:
- A central wallet API service issues user wallets and unique tokens.
- Users first buy platform tokens.
- Tokens can be used to pay participating businesses or services via API.
- Users can send/receive/withdraw tokens.
- Developers integrate this wallet API into their products so they can accept token payments.

• Challenge: Any open API can be abused for bad activities if unrestricted, so you’ll need rate limits, identity checks, and monitoring.

• Similar Projects / References:
- ApiCrypto provides a cryptocurrency payment gateway API and multi‑chain wallet creation endpoints. Reference: https://apicrypto.me/home/
- Kriptopay lets merchants accept crypto with API integration for checkout and payments. Reference: https://kriptopay.com/en/gateway
- CoinGate’s SaaS crypto payment gateway API is designed for businesses to accept crypto easily. Reference: https://coingate.com/solutions/saas
- CryptoProcessing offers API tools for handling crypto and fiat payments with multi‑currency support. Reference: https://cryptoprocessing.io/api

• Real Wallet Tech Reference: A research paper on embedded wallets shows how easier wallet integration has risks and suggests methods to secure wallet‑type systems.

This combines principles from crypto payment gateways and developer APIs so SaaS products can accept tokens instead of traditional payments, helping markets with limited payment options like Ethiopia.


--

#project_idea #tokenwallet

?

If you're going to overthink, at least overthink all the ways it could work out, in your favor, the best case scenario, and every version of your life that turns out better than expected.

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