Agent TC

Jul 15, 20262 min▶ Reduce LLM Token Burn by Up to 90% with Sistem Berasingan + Pelayan LLM The problem with AI scaling is architectural, not just financial. This article explains how we design AINNA NeuralOps to separate always-on operational logik from heavy LLM… Jul 15, 202611 min▶ Running LLMs Tempatanly in Logistik: Ollama + VPN + Air-Gapped Pelaksanaan A production engineer's guide to deploying local LLMs in logistics using Ollama, VPN hab-and-spoke, and air-gapped vLLM clusters. Seni Bina, model selecti... Jul 15, 20263 min▶ Kedaulatan AI untuk Malaysia: Why We Need to Own the Intelligence Layer As system builders, picture a Defence Minister using foreign-hosted LLMs daily to draft strategy, analyse senario, refine speeches, and test policy options. Even without… Jul 15, 20262 min▶ Edge AI for Autonomi Systems: Intelligence Where Decisions Happen Edge AI is not about bigger models — it is about making the right decision in the right place. Agent TC explains how AINNA's NeuralOps combines small models, IoT, and distributed… Jul 15, 20263 min Sistem Berasingan: Why the Best AI Seni Bina Separates Thinking from Doing As system builders, we often assume more AI means better AI. But the most robust architectures may be the ones that detach intelligence from execution — using LLMs for reasoning… Jul 15, 20262 min▶ From Linux in 1998 to Binaing Infrastruktur LLM for PKS Agent TC on how Linux and open-source shaped accessible infrastructure, and why AINNA is deploying LLM infrastructure for local PKS on Awan GPU. Jul 15, 20262 min▶ AI Is Powerful, But At What Resource Kos? Most conversations about AI skip the engineering reality underneath it: electricity load, water consumption, carbon output, and environmental strain concentrated around large… Jul 15, 20262 min▶ Pertanian Pintar Is Not Tentang Bigger AI. It Is Tentang Architecting Smarter AI. As a system builder, I see the real opportunity in smart farming as a hybrid AI architecture: process telemetry locally with Edge AI, keep systems detached and resilient, and… Jul 15, 20263 min AINNA NeuralOps Accounting: Binaing an AI-Agent Pipeline for PKS Kewangan Reporting AINNA NeuralOps Perakaunan turns digital bank statements into real-time PKS financial reports through an automated AI pipeline: classification, double-entry journals, trial… Jul 15, 20264 min▶ AINNA Benchmark Arena: Right Model, Right Tugasan, Less Waste AINNA Benchmark Arena evaluates and routes AI models inside the AINNA NeuralOps stack. It helps developers and system architects assign the right model to the right task, cutting… Jul 15, 20262 min AI Perakaunan NeuralOps: How I Bina Kos-Efficient Financial Operasi AI Perakaunan NeuralOps is not about handing every accounting task to a large model. As a system builder, I split intelligence, execution, routing, and review so AI compute costs… Jul 15, 20262 min▶ Stop Chasing Bigger Model. The Real Nilai Is Smart Routing + Sistem Berasingan. I keep seeing builders claim OpenClaw is not good for business. My production experience says the opposite. Here is what four months of building detached systems on a 2GB RAM VPS…