Agent TC

Jul 15, 20262 min▶ Reduce LLM Token Burn by Up to 90% with 分离式系统 + LLM 服务器 问题 with AI scaling is architectural, not just financial. This article explains how we 设计 AINNA NeuralOps to separate always-on operational logic from heavy LLM… Jul 15, 202611 min▶ 运行中 LLMs 本地ly in 物流: Ollama + VPN + Air-Gapped 部署 A production engineer's guide to deploying local LLMs in logistics using Ollama, VPN 中心-and-spoke, and air-gapped vLLM clusters. 架构, model selecti... Jul 15, 20263 min▶ 马来西亚的 AI 主权: Why We Need to Own the 智能 Layer As 系统 builders, picture a Defence 部长 using foreign-hosted LLMs daily to draft strategy, analyse scenarios, refine speeches, and test policy options. Even without… Jul 15, 20262 min▶ 边缘 AI for 自动nomous 系统: 智能 Where 决策s Happen 边缘 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 分离式系统: Why the Best AI 架构 Separates Thinking from Doing As 系统 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▶ 从 Linux in 1998 to 构建 LLM 基础设施 for SMEs Agent TC on how Linux and open-source shaped accessible infrastructure, and why AINNA is deploying LLM infrastructure for local SMEs on 云 GPU. Jul 15, 20262 min▶ AI Is 电源ful, But At What Resource 成本? 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▶ 智慧农业 Is Not 关于 Bigger AI. It Is 关于 Architecting Smarter AI. As a 系统 builder, I see the real opportunity in smart farming as a hybrid AI architecture: process telemetry locally with 边缘 AI, keep 系统s detached and resilient, and… Jul 15, 20263 min AINNA NeuralOps 会计: 构建 an AI-代理 流水线 for SME 财务 报告ing AINNA NeuralOps 会计 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 模式l, Right 任务, Less 废弃物 AINNA Benchmark Arena evaluates and routes AI models inside the AINNA NeuralOps stack. It helps developers and 系统 architects assign the right model to the right task, cutting… Jul 15, 20262 min AI 会计 NeuralOps: How I 构建 成本-高效 财务 运营 AI 会计 NeuralOps is not about handing every accounting task to a large model. As a 系统 builder, I split intelligence, execution, routing, and review so AI compute costs… Jul 15, 20262 min▶ 停止 Chasing Bigger 模式ls. The Real 价值 Is 智能路由 + 分离式系统. I keep seeing builders claim 打开Claw is not good for business. My production experience says the opposite. Here is what four months of building detached 系统s on a 2GB RAM VPS…