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The network for creativity
Join 1.25M professional creatives like you
Connect with clients, get discovered, and run your business 100% commission-free
Creatives on Contra have earned over $150M and we are just getting started
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Here is another project I built with Omma AI
With a grand total of 2 versions, I was able to get a fully working prototype.
Made an actually fun, handheld console landing page 🎮.
Get a raise on your productivity with Omma!
Most RAG chatbots give wrong answers. Here's why 👇
The problem isn't the LLM.
It's how documents are chunked.
Most developers split text like this:
Every 500 tokens → new chunk. Done.
The result?
One sentence is in chunk 3.
The next related sentence is in chunk 4.
The chatbot retrieves only one — and gives a half-answer.
The fix is simple: overlap your chunks.
Instead of hard splits, let each chunk share 50-100 tokens with the next one. Context stays connected. Answers get accurate.
I ran into this exact issue while building a RAG system for document Q&A. Switched to overlapping chunks — accuracy improved immediately.
Small change. Big difference.
Building something with RAG or AI Development? Drop your question below 👇
One of the most important projects I’ve worked on was architecting and building a multi-tenant ERP platform for a group of recruitment and manpower companies operating across 10 countries.
The challenge was not just to digitize their process, but to connect a complex cross-border operation into one reliable system. Candidate sourcing, agency registration, placement workflows, contracts, HR, payroll, finance, marketing, and company-level operations all needed to work together without becoming fragmented.
I led the solution architecture and full-stack development of the platform, covering backend systems, frontend workflows, cloud infrastructure, DevOps, and database design. The ERP was built to support multiple companies on shared infrastructure while keeping each tenant’s data securely separated.
The platform connected sourcing operations in Ethiopia, the Philippines, Uganda, Tanzania, Sri Lanka, and Indonesia with placement companies in Qatar, Kuwait, the UAE, and Saudi Arabia. From agency and candidate registration to publishing profiles on company websites, managing sales and placement, handling contracts, processing payroll, and maintaining finance and accounting, every major function was designed as part of one interlinked ecosystem.
What makes this project especially meaningful to me is that it was not a collection of disconnected modules. It was a complete operational architecture translated into software. The result was a centralized system that improved visibility across entities, reduced manual coordination, and created a stronger foundation for scale.
This project reflects the kind of work I care most about: solving real business complexity with practical architecture, strong engineering, and systems that are built to grow.
#SolutionArchitect #ERP #MultiTenant #SaaS #FullStackDevelopment #RecruitmentSoftware #HRM #PayrollSystem #CRM #FinanceAndAccounting #ContractsManagement #DevOps #CloudInfrastructure #EnterpriseSoftware #SystemArchitecture
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