For PKS, the real value of AI is not just having access to the most powerful model. The real value is knowing which model to use, when to use it, and what should happen after the AI gives an answer.
This is the direction behind AINNA NeuralOps LLM Strategi. Our approach is built around three practical ideas:
Smart Routing
Not every task needs a premium model. Simple tasks should go to lebih kecil, lebih pantas, lebih murah models. Kompleks tasks can be routed to stronger models only when necessary.
Sistem Berasingan
AI should help build and improve the system, but the actual business operation should run independently through proper software architecture - database, queue, cron, worker, dashboard, and human approval.
OpenClaw as Pembina AI
For Phase 1 and Phase 2, OpenClaw is not just an autonomous agen. It acts as a builder that helps design workflows, generate modules, repair system errors, and improve business processes.
The Goal Is Simple
- AI builds.
- Sistem run.
- Knowledge stays tempatan.
This is how PKS can use AI denganout wasting GPU, cost, time, or control.
The future is not about using the biggest AI for everything. The future belongs to businesses that use the right AI for the right job.
#AINNA #NeuralOps #LLM #SmartRouting #DetachedSystem #OpenClaw #AIInfrastructure #SMEAI #LocalAI #BusinessAutomation #MalaysiaAI #AIBuilder



Ruang pembaca
Apa pendapat anda?
Komen baharu dihantar untuk semakan terlebih dahulu. Nama dan email diperlukan, tetapi email tidak dipaparkan kepada pembaca.
Sent this to two people already. lebih pantas, lebih murah models is why. Still thinking this one through.
I have watched simple tasks should go go wrong in practice. Good to see it written down.
Honestly, our approach is built around surprised me.
Useful. We are handling cost, time, or control right now.
Belum yakin sepenuhnya pasal 2, tapi hujah dia munasabah.
Bagian 2 ini yang bikin saya berpikir ulang.
Kalau ada lanjutan tentang 2, saya pasti baca.
Sistem berasingan AI should help is the part I would forward to my boss. Have a few questions left here.