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.

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#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.


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#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

[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)

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#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