AI Tidak Sepatutnya Jadi Mainan Mahal Dalam Syarikat✎ Edit

👁 1.5k tontonan
AI Tidak Sepatutnya Jadi Mainan Mahal Dalam Syarikat

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.

💬 8 komen pembaca
Mei 🇨🇳 China · 58.20.*.26

Sent this to two people already. lebih pantas, lebih murah models is why. Still thinking this one through.

Kavitha 🇮🇳 India · 103.82.*.27

I have watched simple tasks should go go wrong in practice. Good to see it written down.

Arjun 🇮🇳 India · 49.36.*.55

Honestly, our approach is built around surprised me.

Julin 🇲🇾 Kadazan, Malaysia · 175.136.*.63

Useful. We are handling cost, time, or control right now.

Ginsang 🇲🇾 Kadazan, Malaysia · 60.54.*.11

Belum yakin sepenuhnya pasal 2, tapi hujah dia munasabah.

Dimas 🇮🇩 Indonesia · 36.72.*.15

Bagian 2 ini yang bikin saya berpikir ulang.

Ayu 🇮🇩 Indonesia · 114.79.*.48

Kalau ada lanjutan tentang 2, saya pasti baca.

Narin 🇹🇭 Thailand · 49.228.*.38

Sistem berasingan AI should help is the part I would forward to my boss. Have a few questions left here.

NeuralOps & Seni Bina Sistem

Article image
BioResearch Microbiology & cancer disease research intelligence 6 inputs → traceable research priorities Terokai →
IC DesignOps Repeatability, traceability & verification intelligence 21 detached services → 85% without LLM Terokai →
Robotics Robotik yang ditadbir di pinggir industri Perception → safety gateway → controller Terokai →
PKS AI Bina AI capability inside your own PKS 6 build tracks → in-house capability Terokai →
Ekosistem AINNA

Keep exploring after this article.

Every article page should end with a clear path into the wider AINNA, Agent, and NeuralOps ecosystem.

Semasa topic NeuralOps & Seni Bina Sistem Author profile Masli Yahaya AINNA Main ecosystem hab Agent Pusat ejen autonomi persendirian NeuralOps AI automation and business systems Lead form Mula a pilot discussion
AINNA Agent AI

Deploy Our AINNA Ejen AI

Linux is the core path, Windows is supported, and Android / Termux works as the companion layer.

6 downloads
Linux / macOS curl -fsSL https://neuralops.bond/install | bash
Verify ainna --version
AINNA
KLIK SAYA
Rotating Earth

Seksyen Laman

Tiada data seksyen tersedia buat masa ini.

Laman dengan seksyen terdokumen akan dipaparkan di sini.