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Giuliano Liguori

Giuliano Liguori

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Get daily insights on AI, Digital Transformation, and innovation to help you thrive in the tech era🔸️CEO @Kenovy_it

Recent Posts

Consistent ML Workflow Beats Magic Tricks
Social•Dec 1, 2025

Consistent ML Workflow Beats Magic Tricks

ML isn’t magic — it’s a workflow. 🧠⚙️ 1. understand data 2. choose right algorithm 3. train 4. test 5. optimize 6. deploy + monitor + retrain The winners are the teams who run this loop consistently. #MachineLearning #AI #DataScience #MLops https://t.co/LxCzFgQFe5

By Giuliano Liguori
AI Success Requires a Structured, Ethical Process
Social•Dec 1, 2025

AI Success Requires a Structured, Ethical Process

AI isn’t magic. It’s a process. 8 steps: 👉define problem 👉collect/prepare data 👉choose model 👉train 👉evaluate 👉fine-tune 👉deploy 👉ensure ethics & safety Real value comes from running this loop well. #AI #MachineLearning #DataScience #ResponsibleAI https://t.co/XYE2HFejK1

By Giuliano Liguori
Global Student Talent Tackles AI Challenges at Huawei‑Powered ICPC Championship
Social•Dec 1, 2025

Global Student Talent Tackles AI Challenges at Huawei‑Powered ICPC Championship

Pleased to see #Huawei and ICPC bringing global student talent together at the 2025 ICPC Challenge Championship powered by Huawei, held Nov 11–13 at Huawei’s Lianqiu Lake Campus in Shanghai. Under the theme “𝗘𝘅𝗽𝗹𝗼𝗿𝗶𝗻𝗴 𝗧𝗲𝗰𝗵𝗻𝗼𝗹𝗼𝗴𝘆 𝗙𝗼𝘂𝗻𝗱𝗮𝘁𝗶𝗼𝗻 𝗮𝗻𝗱 𝗣𝗿𝗮𝗰𝘁𝗶𝗰𝗲 𝗶𝗻 𝘁𝗵𝗲...

By Giuliano Liguori
Future AI Success Depends on These 9 Skills
Social•Nov 29, 2025

Future AI Success Depends on These 9 Skills

9 AI skills that will actually matter in 2026 (not just “use ChatGPT”) 👉Prompt engineering 👉RAG pipelines 👉Agentic workflows 👉Fine-tuning & distillation 👉LLM evaluation & red-teaming 👉Cost & latency optimization 👉Tool calling + function calling ...

By Giuliano Liguori
Agentic AI: A Multi‑Layer Stack, Not a Single Feature
Social•Nov 29, 2025

Agentic AI: A Multi‑Layer Stack, Not a Single Feature

Agentic AI = a stack, not a feature. 🧠 LLMs (core intelligence) 🤖 Agents (planning, memory, tool use) 🧩 Multi-agent systems (coordination, routing, RAG) 🏗️ Infrastructure (security, logging, retries, cost control) This is how AI moves from answers → autonomous outcomes. Credit: Analytics Vidhya #AgenticAI #AIAgents #LLMs...

By Giuliano Liguori
2027 AI Race: Alignment Determines Humanity’s Fate
Social•Nov 28, 2025

2027 AI Race: Alignment Determines Humanity’s Fate

🚨 From Agent-1 to Superintelligence: The AI 2027 Scenario The AI 2027 Report outlines one of the most thought-provoking trajectories for artificial intelligence: a rapid evolution from simple assistants (Agent-1) to autonomous, adversarially misaligned systems (Agent-4) and ultimately to Agent-5 —...

By Giuliano Liguori
Master 17 Prompt Engineering Techniques for Better AI Results
Social•Nov 28, 2025

Master 17 Prompt Engineering Techniques for Better AI Results

🧠 17 Essential Prompt Engineering Techniques for Getting Better Results with ChatGPT As generative AI becomes a core component of professional workflows, the ability to craft effective prompts is now a strategic skill. This infographic highlights 17 powerful prompt engineering...

By Giuliano Liguori
AI Outperforms Humans Technically, Humans Still Lead Multimodal Reasoning
Social•Nov 28, 2025

AI Outperforms Humans Technically, Humans Still Lead Multimodal Reasoning

AI now exceeds human performance in most technical tasks — but humans still lead in multimodal reasoning 🧠 The next frontier isn’t about replacing humans, but amplifying how we think across data, images & language. Source: Stanford AI Index 2025 #AI #Innovation #FutureOfWork...

By Giuliano Liguori
Agentic AI & MCP Power Tomorrow’s Enterprise Advantage
Social•Nov 27, 2025

Agentic AI & MCP Power Tomorrow’s Enterprise Advantage

🚀 The Future of Enterprise Transformation Starts Now 🔍 Harnessing Agentic AI and Model Context Protocol (MCP) for Sustainable Growth 🔹 Businesses are entering a new era driven by autonomy, security, and intelligent adaptability. 🔹 Agentic AI and MCP are redefining...

By Giuliano Liguori
XPENG's Iron Robot Walks, Blurring Human‑Machine Boundaries
Social•Nov 27, 2025

XPENG's Iron Robot Walks, Blurring Human‑Machine Boundaries

They SLICED OPEN a "human" on stage... and IT WALKED AWAY. XPENG's IRON robot just shattered the uncanny valley—silicone skin, fluid steps, zero humans inside. Sci-fi is NOW. But is this the future we want? Creepy genius or dystopian nightmare?...

By Giuliano Liguori
20 Essential AI Tools to Master in 2025
Social•Nov 26, 2025

20 Essential AI Tools to Master in 2025

🔥 20 must-try AI tools for 2025. This stack covers everything: 🤖 chat & reasoning 🎨 image gen 🎬 video gen 🗣️ voice/music 🔎 AI search 🛠️ automation 🧠 AI agents My top 3 right now: ChatGPT, Perplexity, Midjourney. What are yours? 👇 #AI #AITools #GenerativeAI #Automation #AgenticAI

By Giuliano Liguori
Open IP Fuels Huawei’s Massive AI SuperPod Breakthrough
Social•Nov 26, 2025

Open IP Fuels Huawei’s Massive AI SuperPod Breakthrough

The 𝗛𝘂𝗮𝘄𝗲𝗶 𝟮𝟬𝟮𝟱 𝗜𝗻𝗻𝗼𝘃𝗮𝘁𝗶𝗼𝗻 & 𝗜𝗻𝘁𝗲𝗹𝗹𝗲𝗰𝘁𝘂𝗮𝗹 𝗣𝗿𝗼𝗽𝗲𝗿𝘁𝘆 𝗙𝗼𝗿𝘂𝗺 once again underlined how openness in IP and sustained R&D investment can unlock the next wave of digital innovation. Among the Top Ten Inventions presented this year is the 𝗦𝗰𝗮𝗹𝗲-𝗨𝗽 𝗨𝗹𝘁𝗿𝗮-𝗟𝗮𝗿𝗴𝗲-𝗦𝗰𝗮𝗹𝗲 𝗦𝘂𝗽𝗲𝗿𝗣𝗼𝗗...

By Giuliano Liguori
15 Essential Architectural Traits for Building Robust AI Agents
Social•Nov 25, 2025

15 Essential Architectural Traits for Building Robust AI Agents

Just shared this brilliant mind map on the 15 key architectural characteristics of AI agents — absolutely packed with insights! Modularity, evolvability, context awareness, security compliance… everything you need to design robust agents. Huge thanks to @Python_Dv for creating this gem

By Giuliano Liguori
Six-Layer Stack Powers Autonomous Generative AI Agents
Social•Nov 25, 2025

Six-Layer Stack Powers Autonomous Generative AI Agents

The Generative AI ecosystem is evolving into a full tech stack — powering autonomous AI agents. From infrastructure and LLMs to RAG pipelines, agent behaviors and orchestration layers, this framework shows the 6 layers driving next-gen AI systems. Credit: @goyalshalini #AI #GenerativeAI #AgenticAI...

By Giuliano Liguori
AI Agents Evolve From Chatbots to Goal‑Driven Executors
Social•Nov 24, 2025

AI Agents Evolve From Chatbots to Goal‑Driven Executors

AI Agents aren’t just chatbots. They’re goal-driven systems that sense → reason → plan → act → learn. Key building blocks: • Goals + tasks • System prompt + oversight • Memory (short + long term) • Tools (web, code, apps, data, functions) The real shift:...

By Giuliano Liguori
EU AI Act Makes Governance Essential for Safety
Social•Nov 24, 2025

EU AI Act Makes Governance Essential for Safety

AI governance is not optional, it's essential. The EU Artificial Intelligence Act categorizes AI risk to protect rights and safety. Discover more with @ingliguori. #AIAct #Governance #ModelOps #AIethics https://t.co/Fa2l8Xd4g9

By Giuliano Liguori
Agentic AI Turns Data Into Autonomous Action
Social•Nov 23, 2025

Agentic AI Turns Data Into Autonomous Action

🤖 How does Agentic AI work? 1️⃣ Collects data (APIs, sensors, logs, queries) 2️⃣ Reasons & plans with memory + context 3️⃣ Executes actions, learns from feedback 4️⃣ Produces autonomous, adaptive responses AI that doesn’t just respond — it acts. #AgenticAI #AI #Automation https://t.co/yJCfRXYJhI

By Giuliano Liguori
9 Essential AI Skills for 2026 Success
Social•Nov 21, 2025

9 Essential AI Skills for 2026 Success

9 AI skills that will actually matter in 2026 (not just "use ChatGPT") Prompt engineering RAG pipelines Agentic workflows Fine-tuning & distillation LLM evaluation & red-teaming Cost & latency optimization Tool calling + function calling ...

By Giuliano Liguori
AI Beats Humans on Tasks, Humans Still Lead Multimodal Reasoning
Social•Nov 19, 2025

AI Beats Humans on Tasks, Humans Still Lead Multimodal Reasoning

AI now exceeds human performance in most technical tasks — but humans still lead in multimodal reasoning 🧠 The next frontier isn’t about replacing humans, but amplifying how we think across data, images & language. Source: Stanford AI Index 2025 #AI #Innovation #FutureOfWork...

By Giuliano Liguori
Master Data Science with a Clear, Complete Roadmap
Social•Nov 17, 2025

Master Data Science with a Clear, Complete Roadmap

A clear roadmap is essential to mastering Data Science. From math and programming to machine learning, NLP, deep learning and deployment—this is the full journey of a modern Data Scientist. A powerful blend of skills driving today’s data-driven innovation. #DataScience #AI #MachineLearning #Analytics...

By Giuliano Liguori
2025 Data Science Roadmap: Emerging Specialized Career Paths
Social•Nov 17, 2025

2025 Data Science Roadmap: Emerging Specialized Career Paths

 Data Science Career Paths: A Strategic Overview for 2025 Data Science continues to evolve as one of the most influential fields in the digital economy. As organizations expand their data-driven capabilities, a wide spectrum of specialized career paths is emerging —...

By Giuliano Liguori
Agentic AI's 15 Game-Changing Use Cases for 2025
Social•Nov 16, 2025

Agentic AI's 15 Game-Changing Use Cases for 2025

烙 Top 15 Agentic AI Use Cases Shaping 2025 Agentic AI is redefining how organizations operate, shifting from traditional automation to intelligent systems capable of acting autonomously, orchestrating workflows and making context-aware decisions. The impact spans across industries, creating new opportunities for...

By Giuliano Liguori
7 Pillars of Agentic AI Define Next‑Gen Autonomous Systems
Social•Nov 15, 2025

7 Pillars of Agentic AI Define Next‑Gen Autonomous Systems

️ The 7 Pillars of Agentic AI: the foundation of the next technological era Agentic AI represents a new paradigm where AI systems evolve from passive tools to autonomous agents capable of acting, planning, reasoning and collaborating. This framework is structured around...

By Giuliano Liguori
Agentic AI: Seven Pillars Power Next Evolution
Social•Nov 15, 2025

Agentic AI: Seven Pillars Power Next Evolution

Agentic AI is redefining the future of intelligent systems. Its power lies in 7 pillars: autonomy, planning, collaboration, reasoning, tool use, memory and safety. From passive tools to proactive agents — this is the next evolution of AI. #AI #AgenticAI #Innovation #FutureOfWork

By Giuliano Liguori
Six Essential Steps for Responsible AI Implementation
Social•Nov 14, 2025

Six Essential Steps for Responsible AI Implementation

Responsible AI Cheat Sheet: 6 Steps for Businesses  Define Ethical Principles and Business Goals Establish fairness, transparency, accountability, and measurable objectives. ️ Ensure Data Integrity and Fairness Collect diverse datasets, audit for bias, and standardize labeling. 烙 Build Transparent and Explainable...

By Giuliano Liguori
From ML to LLMs: Choosing the Right Tool
Social•Nov 14, 2025

From ML to LLMs: Choosing the Right Tool

The Three Ages of Data Science: When to Use Traditional Machine Learning, Deep Learning, or an LLM (Explained with One Example) A practical use case to describe how the data scientist job changed across three generations of machine learning https://t.co/pM4e5xbW0Y https://t.co/m6a588taN1

By Giuliano Liguori
Narrow AI Vs. General AI: Key Differences Explained
Social•Nov 12, 2025

Narrow AI Vs. General AI: Key Differences Explained

#Infographic: Artificial Narrow Intelligence Vs Artificial General Intelligence by @ingliguori #ArtificialIntelligence #ComputerScience #AI #smartmachines #AGI #NarrowAI #MachineLearning #DeepLearning #DataScience #RPA #NeuralNetworks #Robots #Bot #DigitalTwins #ModelOps #MLOps https://t.co/EW0CraFN4w

By Giuliano Liguori
Six Steps to Implement Sovereign AI for Businesses
Social•Nov 12, 2025

Six Steps to Implement Sovereign AI for Businesses

 Sovereign AI Cheat Sheet: 6 Steps for Businesses 烙  1. Define Sovereignty & Strategic Objectives Clarify goals, regulations, and align with business strategy.  2. Assess Data Localization & Compliance Needs Map storage/flows, apply residency rules, ensure compliance.  3. Choose...

By Giuliano Liguori
Deploy N8n on Cloud Run for Scalable AI Automation
Social•Nov 12, 2025

Deploy N8n on Cloud Run for Scalable AI Automation

Easy AI workflow automation: Deploy n8n on Cloud Run n8n is redefining how teams build and scale AI-powered automations.  With just a few commands, you can now self-host n8n on Google Cloud Run — a simple, secure, and cost-effective way to...

By Giuliano Liguori
From Symbolic AI to Agents: Leaders’ Roadmap
Social•Nov 12, 2025

From Symbolic AI to Agents: Leaders’ Roadmap

🎯 Scaling Ascent Peak: The Seven Summits of Artificial Intelligence In my latest article, I chart the evolution of AI—from the early days of symbolic logic to today’s autonomous agents, and what lies beyond. This journey is more than a history...

By Giuliano Liguori
Beyond Hype: When and How to Deploy GraphRAG
Social•Nov 12, 2025

Beyond Hype: When and How to Deploy GraphRAG

Do You Really Need GraphRAG? A Practitioner's Guide Beyond the Hype A perspective on GraphRAG design best practices, challenges and learnings 1️⃣ When is GraphRAG needed? What factors would help you decide? 2️⃣ If you decide to implement GraphRAG, what design principles should...

By Giuliano Liguori
AI Fuels Record Unicorn Surge in 2025
Social•Nov 11, 2025

AI Fuels Record Unicorn Surge in 2025

Ranked: Top-Valued Startups in 2025 The AI surge has propelled numerous tech ventures to billion-dollar valuations this year. Known as unicorns, these firms are growing more frequent as entrepreneurs leverage #AI to transform software and automation capabilities. This visual ranks the highest-valued...

By Giuliano Liguori
AI Revolutionizes Customer Service with Personalized Experiences
Social•Nov 11, 2025

AI Revolutionizes Customer Service with Personalized Experiences

🚀 AI and Customer Experience 🌐 Artificial Intelligence is transforming customer service and personalizing user experiences like never before. Let's explore how! #AI #CustomerExperience https://t.co/yPCCyiZBEo

By Giuliano Liguori
Six-Step Roadmap to Business Data Science Success
Social•Nov 11, 2025

Six-Step Roadmap to Business Data Science Success

 Data Science Cheat Sheet – 6 Steps for Businesses Data Science can unlock immense business value when applied with the right strategy. Here are six essential steps every organization should follow:  Define business problems and objectives  Collect and prepare...

By Giuliano Liguori
Comprehensive AI Infographic Covers ML to Generative AI
Social•Nov 11, 2025

Comprehensive AI Infographic Covers ML to Generative AI

🌐 Explore the vast world of Artificial Intelligence with this detailed infographic by @AnalyticsVidhya. From machine learning to generative AI, this guide covers it all! 🚀 #AI #MachineLearning #DeepLearning https://t.co/A47XnxMNWJ

By Giuliano Liguori
50 AI Tools Driving 24 B Visits Worldwide
Social•Nov 10, 2025

50 AI Tools Driving 24 B Visits Worldwide

Discover the top 50 AI tools that have garnered over 24B visits! These powerful tools are revolutionizing the way we work and interact with technology. Stay ahead of the curve and explore the cutting-edge advancements in artificial intelligence. Via @ingliguori #AI...

By Giuliano Liguori
EU AI Act Makes Governance Essential for Safety
Social•Nov 10, 2025

EU AI Act Makes Governance Essential for Safety

AI governance is not optional, it's essential. The EU Artificial Intelligence Act categorizes AI risk to protect rights and safety. Discover more with @ingliguori. #AIAct #Governance #ModelOps #AIethics https://t.co/bxwNAfeqKo

By Giuliano Liguori
Become an AI Engineer in Just 40 Hours
Social•Nov 9, 2025

Become an AI Engineer in Just 40 Hours

🚀 Land your dream LLM job in just 40 hours! AI & LLM engineers are in really high demand, but the skills gap holds many back. If you have some Python experience, we’ll teach you PRECISELY what employers want through hands-on projects...

By Giuliano Liguori
Agentic AI Turns Data Into Autonomous Action
Social•Nov 9, 2025

Agentic AI Turns Data Into Autonomous Action

🤖 How does Agentic AI work? 1️⃣ Collects data (APIs, sensors, logs, queries) 2️⃣ Reasons & plans with memory + context 3️⃣ Executes actions, learns from feedback 4️⃣ Produces autonomous, adaptive responses AI that doesn’t just respond — it acts. #AgenticAI #AI #Automation https://t.co/zA80zONXFK

By Giuliano Liguori

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