R&D Core Task Series (1): Introduction to Predictive Engineering | Introduction to Systems Engineering | How to Search Academic Papers | Writing for Scientists and Engineers

This AI Literacy and Transformation Series (1) covers the following topics: 1. Data Center Cooling Innovation in the AI Era The Problem: The explosive power consumption of the latest AI chips (GB200, etc.) has pushed traditional air cooling methods to their limits, leading to AI performance degradation and massive operational cost issues. The Solution: Presents innovative liquid cooling technologies including Rear Door Heat Exchangers (RDCH), Direct-to-Chip (DTC) cooling, and immersion cooling. Additionally, provides strategies to simultaneously secure efficiency and sustainability through intelligent control systems that predict even leakage current and circular economy models that recycle waste heat for district heating. 2. The AI Paradox: Strengthening Critical Thinking to Awaken the Brain The Problem: The phenomenon of 'cognitive offloading'—outsourcing thinking to AI—is causing modern people's analytical thinking and literacy skills to rapidly deteriorate, creating a 'cognitive debt' problem. The Solution: Redefines AI not as a simple answer tool but as a tool for a 'cognitive gym'. Builds a system that makes you think first using critique, research, and synthesis agents, and strengthens metacognitive abilities as a 'helmsman' who determines direction rather than a passive passenger. 3. AI Memory Crisis: Next-Generation Architecture Design The Problem: The size of short-term memory storage (KV cache) required by AI is exploding, but expensive and limited-capacity HBM alone faces physical limitations in handling this data wave. The Solution: Presents a strategy for building a 'heterogeneous memory dream team' combining HBM, DRAM, CXL, etc. Provides solutions that dramatically lower corporate Total Cost of Ownership (TCO) by transferring smart system architecture design capabilities that balance capacity and cost rather than focusing on single component performance. 4. Palantir Ontology: Actionable Data Intelligence The Problem: Data is overflowing but fragmented, creating a 'data graveyard' problem where it fails to translate into actual decision-making and execution, blocking corporate innovation. The Solution: Gives data context and meaning through an 'Ontology' engine that maps physical assets to digital representations. Realizes data democratization where field personnel can directly command business without IT department assistance through 'Action Types (execution capabilities)' that immediately reflect analysis results into operational systems. 5. The Great Rewiring: AI Intelligence Stack Strategy The Problem: As the technology paradigm fundamentally shifts from the Internet era's 'deterministic computation' to the AI era's 'probabilistic prediction', existing business structures are being completely shaken. The Solution: Clarifies the reality of change through a '5-layer Intelligence Stack' map connecting semiconductors to applications. Provides a strategic decision-making framework for determining whether to Build or Buy AI capabilities, drawing a roadmap toward autonomous operating enterprises. 6. Forgetful AI: Maximizing Potential Through Feedback The Problem: AI's 'catastrophic forgetting' phenomenon where learning new information causes it to forget existing knowledge, and communication problems where unilateral commands prevent AI from performing properly. The Solution: Teaches 'coaching' and example-based dialogue methods instead of commanding AI. Transfers techniques for becoming a scientific training partner that enables AI to acquire new capabilities while maintaining existing knowledge through gradual feedback techniques that minimize behavioral change shock (KL divergence). 7. Engineering Financial Intelligence The Problem: Financial systems that remain stuck in past bookkeeping records and regulatory compliance cannot optimize capital allocation for an uncertain future. The Solution: Transforms into a 'dynamic scenario planning (war game)' system that computes thousands of variables in real-time using generative AI. Helps CFOs evolve beyond simple managers into strategic architects who design corporate value through 'Financial LLM' utilization methods that convert simple numbers into strategic signals.

Hello. I am a powertrain engineer with 40 years of experience at large corporations and mid-sized companies (Hyundai Motor Group and parts suppliers), having served 18 years as an executive, CTO, and CEO, and I am now a retiree with extensive corporate management experience. I am Kim Hong-jip, who has accumulated field experience on the frontlines of fierce battlegrounds. Based on the insights and knowledge system I have personally acquired over decades, I would like to share my experience on how you can solve the problems of 'organizational dysfunction' and 'career stagnation' that you face in your professional life. 1. What problems do I solve for you? Many professionals feel that the company they work for is like a 'mental landfill' filled with all kinds of problems. Organizations have 'Seunglyang-i' (opportunists) who only look after their own interests and steal others' credit, and they pollute the organization with 'Bullshit' aimed solely at manipulating others, with no interest in truth. In such environments, the majority of sheep remain silent and accumulate only passive resentment called 'ressentiment,' eventually falling into a 'valley of death' where their careers seem to have stopped. I solve precisely these problems: survival in absurd organizational environments and finding breakthroughs for stalled growth. 2. How do I solve these problems? I solve your problems not through theory, but through three core strategies proven over 40 years. First, technical armament to become an 'autonomous being (pissed-off sheep)': I teach you how to neutralize the bullshit of opportunists through 'technical mastery'—overwhelming competence—and 'logical criticism' based on cold data, going beyond mere complaints. Additionally, through the mindset of 'elegant defeat,' which involves confronting the fear of dismissal or demotion head-on to gain inner freedom, I equip you with invincible armor that remains unshaken by any political pressure. Second, building a 'professional mindset' that reads Strategic Inflection Points (SIP): Beyond simply working hard, I help you develop the eye to detect '10x changes' that transform market rules. I provide execution guidelines (the 10 Commandments of Professionals) that help you escape from complacency that erodes yourself and your organization, view the world from a 360-degree three-dimensional perspective, build your own knowledge system, and connect it to actual results. Third, mastering social intelligence that penetrates human nature: You will learn how to convert inner emotions into fuel for rational thinking and how to decode the real intentions (codes) hidden behind others' masks. I will guide you on the journey to create a 'reality group' without being swept away by collective madness, take the initiative, and find an unwavering sense of calling through a higher perspective that encompasses your entire life. I aim to be a facilitator who helps you grow not as mere organizational parts, but as proactive masters with your own standards. My 40-year record will serve as clear navigation to help you cross your 'valley of death.'

✅ Shoulder Pain 3-Week Reset Program Summary 🟠 Program Name Shoulder Pain 3-Week Reset - Frozen Shoulder - Impingement Syndrome - Rotator Cuff Tear - Anterior Glide Syndrome 🟠 Course Review Summary “The sharp pain at night has disappeared” “The pain that couldn’t be resolved at the hospital is finally gone” “I was surprised it was a routine tailored exactly to the symptoms I was experiencing” “In just 3 weeks, my arm moves much lighter and smoother” 📍Teacher Blka's Open Chat Room Link Below📍 -> 1:1 or feel free to ask questions within the chat room 🟠 If these apply to you, definitely sign up! - A sharp or catching sensation when lifting your arm - Aches or throbbing shoulder pain at night - Those who wanted to exercise but gave up due to pain - Those who suspect frozen shoulder/rotator cuff issues but are unsure - Those with chronic shoulder pain that doesn't improve even after hospital visits/physical therapy/manual therapy 🟠 Core Concept Not just simple ‘stretching’, but A rehabilitation-based routine program that considers self-assessment → cause identification → customized routine → recurrence prevention 🟠 Program Structure 📅 3-week comprehensive VOD program (21-day structure) 📌 Daily 7-minute self-exercise & stretching routine 🎯 Step-by-step focused strategies Reset (Week 1) – Resetting pain-inducing postures and patterns Evolution (Week 2) – Recovering movement and expanding range of motion Stretch & Strength (Week 3) – Strengthening weak muscles and preventing pain recurrence 🟠 Key Features - Includes self-diagnosis guide for each shoulder pain type - Based on over 500 proven practical rehabilitation PT cases - Differentiation from hospital manual therapy: Exercise-centric routine + cause analysis - A complete self-rehabilitation design that can be followed alone just by watching VODs 🟠 Expected Effects - Alleviation of night pain → improved deep sleep - Minimizing recurrence through root cause analysis - Resolution of catching sensation/pain when moving the shoulder - Ability to self-resolve shoulder issues without hospital/physical therapy/manual therapy/injection treatments 📌Teacher Blka's YouTube https://www.youtube.com/@bks_rehab_PT 📌Teacher Blka's Blog https://blog.naver.com/runt0130 📌Teacher Blka's Open Chat Room https://open.kakao.com/o/gTWXzVCh

Learn the information that can most effectively express your thoughts and the skills to create readable PowerPoint slides.

This course teaches you the web planning process from A to Z, from RFP analysis, which is an essential competency for SI and next-generation project web planners, to linkage definition and integrated design, and then to test implementation and stabilization, step by step, and teaches you how to become a high-income web planning maestro by transitioning from a full-time employee to a freelancer.

Web planners and PLs/PMs can quickly create high-quality deliverables.

This is a practical training program where working professionals can learn the core principles and practical strategies of self-management step by step to simultaneously pursue efficiency and growth in both work and life. From goal setting, time·schedule·priority management, focus enhancement, schedule planning, overcoming procrastination habits, stress and mental care, to self-development routines, you will systematically learn self-management know-how that can be immediately applied in actual work environments.

We provide work management methods and motivation techniques by work type to help you acquire the 'flexible and efficient work management skills' that are especially needed in today's era. We have structured various goal management techniques for improving work productivity, management techniques by work type (main tasks/support tasks/temporary tasks/future-oriented tasks), motivation methods, and more with diverse examples.

It is difficult to write a proper report without a clear understanding of the work instructions. From now on, you can lay the foundation for your report writing work with an active understanding of the work instructions.

What does the life you want look like? Time is given fairly to everyone. 24 hours a day, 365 days a year. What matters is how you use that time. How to set life's direction so you can get one step closer to the life you dream of, methods to turn goals into reality. And even the know-how for building systems that maximize limited time to boost work productivity. Drew&Drew will generously share the know-how we've experimented with and organized over the years.

This is an automation course for those who are wasting time due to essential but missing features. It automates simple but repetitive tasks that consume your time and energy through scheduling regular messages in chat rooms, receiving notifications when shared OneDrive files or team channel files are created/modified/deleted, getting notified when tasks are created or completed in Planner, and creating Outlook calendar events when tasks are assigned to you.

Everything you need to know about successfully planning and executing a presentation that no office worker can avoid!

Most of us grow up learning that the 'stable path' is the right answer. But we never learn why that choice is designed to make money slowly, or why hard work often doesn't yield good results. This course first deconstructs the mindset structures that prevent you from making money, and provides criteria that allow you to test market responses and try again even after failure. This course is designed to be a starting point for those who are stuck not knowing what to do, and those who are exhausted from just preparing, to change their thinking and rebuild their decision-making criteria.

This is a practical training program designed to systematically learn the core principles and practical skills of document writing and report writing that can be directly applied in corporate work settings. You can comprehensively enhance your document capabilities needed for workplace collaboration, communication, and decision-making by learning various topics including clear and logical writing, highly readable document composition, utilization of data and visual materials, persuasive report and email writing, and rapid and accurate communication through real-world examples.

To help those who want to do well in the new year of 2025, we have updated it to the latest version. Learn how to create and manage projects, teams, and your own tasks using MS Planner and become a "professional worker🤩".

MS Shifts service allows you to handle everything from creating work schedules to coordinating shift changes in one place, enabling you to experience innovation in schedule management. Integrated with Teams, communication becomes easier, and managers can monitor the entire team's status in real-time. By learning the Shifts service in this course and applying it to your organization, you can reduce unnecessary work and expect tangible results in team operation efficiency.

Microsoft Loop is a tool that revolutionarily transforms real-time collaboration and information sharing. In this course, you can easily learn everything from Loop's basic concepts to practical application methods, and integration with various Microsoft 365 apps. We provide a hands-on curriculum that can be immediately applied to various tasks such as team projects, idea organization, and work management. We guide you step by step so that even beginners can follow along, and we also share tips that can be used directly in actual work. Experience new collaboration with Loop!

Data Analysis that Determines Online MD Performance! Learn essential data analysis and strategy formulation techniques necessary for MDs to maximize sales and profit in the e-commerce market.

Along with reading, writing, and arithmetic, computational thinking is an essential skill that everyone must possess in the AI era. Simply put, computational thinking can be defined as thinking like a programmer or thinking like a computer scientist. This course is a direct adaptation of an actual university semester-long course and covers essential content for those new to programming or beginners who wish to major in computer science. Additionally, through this course, non-computer science majors or those with humanities backgrounds can develop the ability to easily communicate with professional programmers. Even in an era where we must learn prompts for AI-based coding, computational thinking enables us to develop the ability to give instructions to AI more accurately and effectively.

Talking about ‘Developer, Things That Helped Me Grow’ _Seo Ji-yeon AI Engineer _Kim Young-jae Technical Fellow _Ha Jae-seung Senior Developer _Jo Eun Lead Developer _Kim Sang-woo Data Group Headquarters Manager _Gom Coach Agile Coach

This is a lecture on logical problem-solving methods that juniors can immediately apply in their work. When you are suddenly assigned to a new job at your company, do you want to do it like a ‘good worker’? You can easily learn how to solve problems without panicking when you are trying something for the first time.

Book publishing? Video lecture production? Crowdfunding? How do you do it? With Jecobe, creating your own content is easy!