115 articles in Artificial Intelligence
Seorang staff kami baru graduate pada Disember tahun lepas. AINNA ialah pekerjaan pertamanya, dan baru sekitar 3 bulan bekerja.Dengan bantuan AINNA Agent A...
The Real AI Race May Not Be About Bigger Models It May Be About Cheaper Intelligence Looking at this comparison, the interesting part is not only the...
What if we put a “soul” inside a server, and one day, we can no longer control it?Today, at an event hosted by the Saudi Embassy, I had the opportunity to...
AINNA Agent AI - Phase 2Now moving into the second phase: a web-based CLI experience, powered by AINNA NeuralOps, designed to make AI development more acce...
Everyone is talking about AI consuming electricity, generating heat, and putting pressure on water resources for data centre cooling. But perhaps we are as...
We’re bringing the CLI to the browser.AINNA Web CLI is now in Phase 1 development.The objective is simple: retain the power and workflow of our CLI-based A...
Today’s task reinforced one simple principle:A system that works is not necessarily a system that can scale.When an internal system starts moving toward pu...
One of the hardest requests we used to receive when building Agentic AI systems actually sounded very simple: “Can we use it directly in the browser?” Tech...
Alhamdulillah. 🤲We are truly grateful to share an important milestone in our journey.Both products developed by AINNA NEED ENTERPRISE have been assessed at...
The Prompt Era is over. The next competitive advantage in AI isn’t knowing how to write a better prompt. It’s knowing how to define the workflow, build the...
I’ve never watched the movie, but the phrase always makes me imagine something else. One day, almost everything around us may have some form of intelligenc...
Yesterday I had a conversation with a director from a well-known Malaysian company. One topic we touched on was AI Agents for SMEs.We both agreed that 2026...
While many people are racing to depend on a single, more powerful AI model, one problem still remains:Nobody can guarantee zero hallucination.At AINNA, we...
That is how we are positioning AINNA Agent AI.Not just for coding.It can support work across:EngineeringMarketingFinanceOperationsSystem DevelopmentDataWeb...
Because we believe the future of AI for SMEs is not just about access to powerful models. It is about making AI easier, cheaper, and more practical to use...
AI infrastructure is growing fast, but there is another side of AI that we need to discuss: electricity, cooling and water consumption.Recent research show...
Last week, together with our fellow from UPSI, Dr Raziff, we had the opportunity to pitch AINNA at MTDC. For me, the most interesting part was not really t...
Today we had the opportunity to present AINNA at MIGHT, Cyberjaya. This pitch was not only about introducing another AI product, but about sharing how we a...
Yesterday I had the opportunity to sit down with the accounts team of a company in Shah Alam. We spent more than two hours trying to understand one importa...
Two things in AI caught my attention today.First, Sovereign AI , when our data, prompts, workflows and actions pass through external model providers,...
One of the tasks that has been running for the past few hours: distilling an LLM model specifically for SME use, InshaAllah.We are using a more advanced ba...
We have been experimenting with a different approach at AINNA through our **NeuralOps principles**.Agent AI is useful during development — understanding re...
For many business operations, the real advantage comes from **harnessing AI efficiently** , not sending every task to the biggest and most expensive model....
One shift I am watching closely is the rise of lightweight but capable AI models such as DeepSeek V4 Flash. For years, infrastructure automation has largel...
Every time a new AI model is released, the hype and FOMO return. People immediately focus on the newest and most powerful model as if it is the answer to e...
Earlier in my career as an IT Manager, I dedicated substantial time to server provisioning, system monitoring, log analysis, error resolution, service rest...
How AI Agents Can Change the Direction of Company Management For years, management has relied heavily on reports, spreadsheets, meetings, and people manual...
The latest AI hype is moving beyond software — Grok AI is now being positioned together with its own computing hardware, bringing the AI and the machine cl...
Smart Routing in AI is often understood as selecting the best model for a task , using a smaller model for simple work and a larger model for complex reaso...
Deploy AINNA Agent, open the agent, and give it a direct instruction such as: “Build a web-based Human Detection System using the notebook camera. Detect a...
Flash LLMs are becoming increasingly capable, especially when they are paired with AI agents, the right tools, structured workflows, and strong guardrails....
AI does not need to handle everything. That is the idea behind Smart Routing AI. Instead of sending every task directly to a large AI model, the system dec...
Designed for founders, SMEs, and everyday users who want to build real websites and business systems without being full-time developers.You can start with...
By moving mature AI workflows into Laravel-based detached systems, NeuralOps further reduces AI inference usage.Based on our current architecture, token us...
By 2039, the world may rely less on centralized data centres as billions of smartphones become part of a distributed computing network.With around 10 billi...
We have now successfully built our own AINNA Agent.The next step is already in progress: distilling our own language model, with the long-term goal of runn...
Alhamdulillah, AINNA has successfully built its own AINNA CLI Agent.Insya-Allah, the next step is distillation into an SLM (Small Language Model) so the ag...
Alhamdulillah — AINNA CLI Agent Beta is officially released. We started with a well-known open-source CLI agent, then modded, extended and adapted it for t...
We cut token usage by up to 90% by stopping AI from doing work that normal software can already handle better. It may not look sexy, but putting an LLM or...
Many people think Smart Routing in AI is simply about choosing which model to use. In NeuralOps, we see it differently. Smart Routing determines the most a...
OpenAI continues to push the cost of advanced intelligence lower, while models such as DeepSeek are becoming increasingly efficient for coding and agentic...
Which is more reliable for moving cargo? A robot that carries every shipment itself making decisions, choosing routes, and adapting every time? Or a...
One of my efforts to support the cost of distilling our own LLM is by building more Detached Systems. The principle is straightforward: Do not use an LLM f...
An AI-Powered Website Does Not Need AI Running All the Time.One common misconception is that an “AI-powered” website must call an LLM for every click, sear...
Our AI Agent has now been successfully modified and developed based on the increasingly mature AINNA NeuralOps architecture, shaped by real-world usage, mo...
When working with AI agents, one lesson has become increasingly clear to me: don’t start by telling the agent exactly how to do the job. Start by asking wh...
Data centres were once seen mainly as warehouses for data places to store databases, backups, websites and servers. But AI is changing that definitio...
During my time as an IT Manager, building a proper web-based application usually meant coordinating a full team.A typical project could involve a Project M...
I am currently building and training an AI model specifically for SME use through AINNA NeuralOps. The objective is not to create another general-purpose c...
Artificial Intelligence is already entering almost every industry. But the real challenge is no longer whether companies should use AI.The bigger question...
A few months ago, I started asking myself a simple question: if AI is becoming part of daily operations, why should it always sit outside my infrastructure...
Alhamdulillah. Satu lagi langkah besar untuk AINNA.Daripada 50 syarikat, AINNA telah terpilih sebagai antara 10 syarikat yang akan membuat pitching di hada...
I believe this architecture can reasonably be described as sovereign AI infrastructure.The model begins with open-source weights and may use advanced exter...
Building Secure AI Infrastructure for SMEsAI adoption is not just about using more powerful models. The real challenge is designing the right infrastructur...
AI today reminds me of the automobile industry. In the 1960s, 70s, 80s and 90s, people rushed to own cars because they represented progress and economic gr...
Today, I am building no fewer than three detached systems every day, in addition to producing around four complete pitch decks weekly, with extensive suppo...
I was born in the 1970s and grew up during an era when industrial growth often came before environmental responsibility. One of the cities I lived in for d...
Everyone is talking about AI agents.Very few are talking about what actually determines whether an AI deployment succeeds in production.Today, with approxi...
SMART CITY: DIRECT AI VS NEURALOPSA city of 1 million people may generate approximately 8.3 million tonnes of CO₂e annually.If smarter management of traf...
Salah satu pandangan paling popular, dan sering kali paling cetek, tentang AI ialah:“AI menggunakan terlalu banyak tenaga, air dan kuasa GPU.”Apa yang...
# AINNA NeuralOps™ # Malaysia’s Sovereign AI Stack — Enterprise Intelligence Priced in RinggitArtificial Intelligence is becoming a critic...
One of the biggest misconceptions in enterprise AI is the belief that hallucinations can eventually be eliminated by building larger and more powerful Larg...
Many companies are currently building their AI strategy around one assumption:Choose the most powerful Large Language Model, connect it to company data, an...
One thing many people may not know about me is that one of our family's favourite activities is hiking.Whenever work allows, my wife, children and I head f...
Most people still see AI as a tool for answering questions.I see it differently.AI is becoming an experience compressor.For decades, producing high-quality...
Six years ago, I had already built something similar using a cheap notebook running a “chatbot engine” through a Chrome extension on Lubuntu.But in 202...
Enterprise AI does not need the most expensive model for every task.Most corporate AI workloads are repetitive and structured:Document extraction. Classifi...
AI governance is often discussed at the policy level.But in practice, governance only becomes effective when it is translated into system architecture.A re...
🚀 Alhamdulillah, Ainna is currently preparing for two pitching sessions at MOSTI Cyberjaya.Both initiatives were born from the same question:How can tec...
Governments worldwide are accelerating the adoption of Artificial Intelligence, with most attention focused on automation, productivity, chatbots and Large...
For the past few years, the AI industry has been obsessed with building smarter models, better prompts and more AI-powered applications. While this has acc...
AI agents are not as beautiful as the marketing hype. Many companies already slowing down or stopping because token, GPU, cloud and maintenance costs becom...
A few years ago, building a Product Listing Title and Description Management System at this scale would have required significant capital, a dedicated tech...
I'm still not sure what form of investment Network School is actually bringing when people talk about hundreds of millions.I hope it isn't another version...
Alhamdulillah.Yesterday, we were honoured to welcome representatives from UPEN Melaka (Melaka State Economic Planning Unit) and SIRIM Melaka to AINNA. We w...
AINNA is building its own AI execution architecture, not another chatbot, and not a system that depends on an LLM for every task. Our approach is based on...
Twenty years ago, technology vendors told us IPv6 would become mainstream within one or two years. The technology was ready. The ecosystem was not. At the...
Depending on the model, architecture, and usage pattern, the operating cost can easily reach hundreds of thousands of dollars. The problem is not always th...
Building Smarter Bank Statement Compilers with AI + PHP AutomationMost discussions around Document AI focus on using AI to process every document.We took a...
Every seminar, meeting, and symposium now discusses AI as if one autonomous agent can replace an entire company by next Monday. After enough slides, even t...
A few LLM providers appear to be increasing their maximum token limits per session. Yesterday, I spent several hours revamping and distilling the parsing e...
Today, many digital systems are built with a “send everything to AI” mindset. Every request, every classification, every summary, every workflow gets p...
Parsing Process: When Simple Rules Work Together with AIParsing is one of the most important processes in turning messy documents into clean and usable dat...
The discussion around sovereign LLM is becoming more important as more businesses depend on AI agents, automation, and large language models in daily opera...
I often get teased for using AI in most of my communication. Some people say that relying on AI will eventually make me lazy. Some assume that when a perso...
Most people underestimate how complicated SMqE bank statement automation can become. Imagine 100 SMEs. Each SME uploads 100 pages of bank statements. That...
Every time a murder case or major crime happens, we often see comments like, “This is what happens when the death penalty is abolished.” But this is wh...
One of our family activities is hiking mountains together.Over the years, we have completed more than 100 hikes, reached around 50 summits, and climbed 3 v...
One question I get quite often is:"Why do you still use a CLI when AI is available on WhatsApp or Telegram?"My answer is simple.I use both.Not because one...
Gelombang haba yang melanda beberapa negara di Eropah baru-baru ini menjadi satu lagi peringatan bahawa pembangunan teknologi tidak boleh dipisahkan daripa...
A recent example from Singapore should make Malaysia think seriously about AI sovereignty. Singapore’s Foreign Minister, Dr Vivian Balakrishnan, reported...
AINNA NeuralOps Infrastructure: Private LLM Server, VPN-Secured vLLM, VPS Agent Layer, Detached Systems and HermesAINNA NeuralOps is designed around a secu...
Two years ago, everyone was rushing to learn Power BI and Looker Studio. Those skills are still valuable, but the way we build analytics systems is changin...
OpenClawWhen building a system with a large instruction set, for example, a full-page requirement document containing 30+ technical requirements, the inter...
ISO maintenance is often more challenging than getting certified. After certification, companies still need to maintain records, review procedures, track c...
From one SME founder to another.When using AI agents like OpenClaw / OpenCode to build detached systems and PHP microservices, I believe they should be tre...
SME adoption of AI agents is starting to slow down, not because AI is weak, but because too much hype has been sold too early.Many people are promoting AI...
90% of people get frustrated with OpenClaw (OpenClaw KL) because they want a fully autonomous agent, but they build zero real system around it. No proper g...
Since using OpenClaw, our token usage dropped from 34 billion tokens per month to 1.5 billion tokens per month through the Detached System approach. Now, w...
Less token means lower GPU usage. Lower GPU usage means cheaper cost. And honestly, who said AI must always need monster GPU power just to run real busines...
Back then, when I was in IT Department and Social Media, request like this was not “one quick task”. Website audit, revamp design, refactor code, conne...
AirLLM may become one of the biggest shifts in how we think about AI infrastructure. You can now run a 70B model on just a 4GB GPU and even scale up experi...
Raspberry Pi, OpenClaw and Ollama can become a practical local AI-IoT stack for smart farms and fish ponds.With OpenClaw, a LAMP server can be set up direc...
Imagine a future where hundreds of AI detached systems can run continuously in the background without burning tokens every second.This is the direction beh...
Imagine the Minister of Defence of a country using foreign-hosted AI tools every day to draft strategies, analyse scenarios, refine speeches, review policy...
With NeuralOps, we believe the future of AI is not only about bigger models, larger GPU clusters, and massive cloud infrastructure. The real opportunity is...
"The greatest sophistication is simplicity." This quote by Leonardo da Vinci feels even more relevant today as the world moves deeper into artificial intel...
When people imagine the future of agriculture, they often picture robots, massive AI models, and fully automated farms running around the clock. But the re...
AINNA Benchmark Arena: Right Model. Right Task. Less Waste.The future of AI operations is not about using the biggest model for every task.That approach lo...
I recently came across a comment saying, “OpenClaw is not good for business.”My experience has been very different.Over the last four months, I’ve be...
AI should work like healthcare triage. You do not call a cardiothoracic surgeon just to apply a small bandage. The same principle should apply to AI. Not e...
Waste management, smart grid, energy efficiency, air pollution management, and renewable energy are all important investment areas. These sectors solve rea...
The recent US decision to restrict foreign access to Mythos has created sensation stories across many levels of people. From AI enthusiasts and developers...
For SMEs, 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…
AI is not automatically sustainable.. The real question is not whether we use AI. The real question is whether we use the right AI for the right task. Prem...
