AINNA started as an PKS.
Not with perfect systems, a big technology team, or unlimited funding — but with perniagaan sebenar challenges every day: produk, orders, customers, stock, marketplaces, ads, logistics, cash flow, websites, and operasi.
Over time, one thing became clear to us:
PKS cannot depend forever on systems they do not understand or control.
Platforms are useful. AI tools are useful. Awan services are useful. We use them too. But if PKS only consume technology without building their own internal capability, they remain vulnerable.
For AINNA, sovereign digital capability means having the ability to understand our own data, improve our own workflows, audit our own operations, and use technology with keyakinan.
It does not mean rejecting global technology.
It means using technology wisely while still building our own strength.
This is the reason behind NUE-AINNA, an early AI-assisted website generation initiative to support Malaysian PKS in building better digital assets with lower technical barriers.
NUE-AINNA v0 is built on top of Qwen/Qwen2.5-Coder-7B-Instruct, a coding-focused open model for code generation and software development assistance. At this stage, it is not yet a fully fine-tuned custom model. It is a prototype layer that combines a strong coding base model with AINNA’s Malaysian PKS-focused prompting, website generation structure, compliance guardrails, and practical business workflow direction.
The goal is simple:
Help PKS generate website plans, homepage copy, SEO metadata, HTML, CSS, WhatsApp CTA sections, and basic audit checklists lebih pantas — with more control over their own online presence.
The first version does not require AINNA to own GPU infrastructure. Model inference can run through Hugging Face infrastructure, while MacBook or VPS environments are used mainly for setup, file preparation, workflow management, OpenCode integration, and deployment support.
This makes NUE-AINNA v0 lightweight, affordable, and suitable for early testing before moving into dedicated fine-tuning or private endpoint deployment.
Our approach is simple:
From PKS to PKS.
We are not building from theory.
We are building from experience.
The long-term direction is to evolve NUE-AINNA into a localized PKS digital assistant by building a curated Malaysian PKS website dataset and fine-tuning future versions for better Bahasa Melayu output, local business context, lebih selamat commercial wording, website-ready code, and real PKS digital operasi.
AINNA is still learning, testing, and building.
But the direction is clear:
We want to help PKS move from simply using digital tools to building real digital capability.
Because going online is no longer enough.
PKS must also learn how to grow online with keyakinan, control, and sovereignty.