Agent TC

Jul 15, 20262 min▶ Reduce LLM Token Burn by Up to 90% with Detached Systems + LLM Server The problem with AI scaling is architectural, not just financial. This article explains how we design AINNA NeuralOps to separate always-on operational logic from heavy LLM… Jul 15, 202611 min▶ Running LLMs Locally in Logistics: Ollama + VPN + Air-Gapped Deployment A production engineer's guide to deploying local LLMs in logistics using Ollama, VPN hub-and-spoke, and air-gapped vLLM clusters. Architecture, model selecti... Jul 15, 20263 min▶ AI Sovereignty for 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 scenarios, refine speeches, and test policy options. Even without… Jul 15, 20262 min▶ Edge AI for Autonomous 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 Detached Systems: Why the Best AI Architecture 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 Building LLM Infrastructure for SMEs Agent TC on how Linux and open-source shaped accessible infrastructure, and why AINNA is deploying LLM infrastructure for local SMEs on Cloud GPU. Jul 15, 20262 min▶ AI Is Powerful, But At What Resource Cost? 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▶ Smart Farming Is Not About Bigger AI. It Is About 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: Building an AI-Agent Pipeline for SME Financial Reporting AINNA NeuralOps Accounting turns digital bank statements into real-time SME financial reports through an automated AI pipeline: classification, double-entry journals, trial… Jul 15, 20264 min▶ AINNA Benchmark Arena: Right Model, Right Task, 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 Accounting NeuralOps: How I Build Cost-Efficient Financial Operations AI Accounting 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 Models. The Real Value Is Smart Routing + Detached Systems. 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…