Multilingual Blog System Launch - Korean, English, Arabic Support
Thaki Cloud tech blog has been upgraded to a multilingual platform supporting Korean, English, and Arabic languages.
Thaki Cloud Tech Blog
🚀 Welcome to Thaki Cloud Tech Blog
A professional tech blog sharing the latest AI/ML Engineering, LLMOps, and DevOps technologies and practical experiences.
📚 Main Categories
- 🤖 AgentOps: AI Agent Development and Operations
- 💼 Careers: Developer Career and Growth
- 🏛️ Culture: Development Team Culture and Methodology
- 📊 Datasets: Data Analysis and Processing
- 💻 Development: Programming and Development Tips
- 🔧 DevOps: Development Operations and Infrastructure
- 🧠 LLMOps: Large Language Model Operations
- 📰 News: Latest Technology Trends
- 🔬 Research: Technical Research and Paper Reviews
- 📖 Tutorials: Hands-on Guides
🌐 View in Other Languages
최근 포스트
Top 10 Reinforcement Learning Post-Training Research Trends 2025: From GLM-4.5 to RLUF
In-depth analysis of 10 key research papers in reinforcement learning post-training since April 2025, providing practical insights for real-world applications
Chain of Agents: Large Language Model Collaboration for Long-Context Tasks
Google and Penn State University jointly developed the Chain-of-Agents framework, presenting an innovative approach to solving long-context processing proble...
AI Era Conquering Creative Domains: Po-Shen Loh’s Survival Strategies
Carnegie Mellon Po-Shen Loh’s insights: In an era where AI has conquered even math olympiads, the core competencies for human survival and fundamental change...
Rowfill: Complete Guide to Unstructured Data Processing Platform for Knowledge Workers
Discover the core features and applications of Rowfill, an open-source AI platform that automatically structures PDF, image, and audio files.
Google’s PH-LLM Opens New Horizons for Personal Health AI - Revolutionizing Sleep and Fitness Coaching with Wearable Data
Google’s PH-LLM published in Nature Medicine is a personalized health coaching AI utilizing wearable device data, showing performance surpassing medical prof...
GitHub CEO Thomas Dohmke’s Declaration of Developer Renaissance: AI Era Developer Identity Revolution
Shocking reality revealed by GitHub CEO through interviews with 22 active developers: Accept AI or abandon the profession. The 4-stage evolution process of d...
Chinese AI Models Leading Open Workflow Management Innovation - In-depth Analysis of Kimi K2, DeepSeek-R1, Qwen3, GLM-4.5
From Moonshot AI’s Kimi K2 to Alibaba’s Qwen3, detailed analysis of how Chinese AI models are presenting new paradigms in workflow automation through Agentic...
ARPO: Revolutionary Reinforcement Learning Algorithm Analysis for Multi-Turn LLM Agents
Chinese research team developed ARPO, a novel reinforcement learning algorithm that dramatically improves multi-turn LLM agent performance by leveraging entr...
Kimi K2 Technical Report In-Depth Analysis: 1 Trillion Parameter MoE Architecture for Agentic Intelligence
Comprehensive analysis of MoonshotAI’s Kimi K2 technical report examining MuonClip optimizer, large-scale synthetic data pipeline, and core innovations in ne...
Complete Guide to Industry-Specific Public Datasets for Enterprise RAG Systems: From Banking to Securities
Comprehensive compilation of public datasets and implementation methods for building RAG-based LLM chatbots across banking, insurance, accounting, legal, hea...
The Era of Context Engineering: Is Prompt Engineering Really a Relic of the Past?
Analyzing the value and limitations of Context Engineering, which has become a hot topic in the AI industry, while re-examining the continued importance of p...
Essential Skills Guide for ML Engineers - A Must-Have Checklist for Recruiters and Candidates
A practical guide outlining the core technology stack and competencies needed to build ML applications in production environments
Wan2.1 Complete Guide - Revolutionizing Content Creation with Next-Generation Open Source Video Generation AI
Comprehensive guide to Wan2.1, the SOTA open-source video generation model featuring Text-to-Video and Image-to-Video capabilities, with practical implementa...
Polaris 4B: Surpassing Claude-4-Opus with Open Source - The AI Democratization Revolution
Revolutionary analysis of how Polaris 4B achieves Claude-4-Opus level performance using 100% open data and academic-level resources, breaking AIME performanc...
NVIDIA LLaMA NemoRetriever ColEmbed 3B v1 Complete Guide
Comprehensive analysis of NVIDIA’s groundbreaking multimodal embedding model achieving #1 performance on ViDoRe V1, V2, and MTEB Visual Document Retrieval be...
OmniGen2: Next-Generation Multimodal Generation Model Complete Analysis
Comprehensive analysis of OmniGen2, the open-source unified multimodal model that surpasses GPT-4o with revolutionary in-context generation and instruction-g...
AI Coding Era Cultural Innovation: Paradigm Shift from Resistance to Collaboration
How to embrace and develop the new development culture brought by Vibe Coding and Agentic Coding? A guide to building collaborative culture with AI, breaking...
Skywork-SWE-32B: The Most Cost-Effective Software Engineering AI Agent Complete Guide
Comprehensive analysis of Skywork-SWE-32B achieving 38% performance on SWE-bench, offering exceptional value for software engineering tasks with practical de...
Complete Analysis of Moonshot AI Kimi-Researcher: A New Paradigm in End-to-End Agentic Reinforcement Learning
In-depth analysis of Moonshot AI’s Kimi-Researcher, which achieved 26.9% HLE performance through innovative End-to-End agentic reinforcement learning approac...
AI Agents in the Labor Market: Stanford’s WORKBank Study on Human-AI Collaboration
Stanford researchers conducted a large-scale study with 1,500 workers and 52 AI experts to analyze labor market changes and human-AI collaboration realities ...
Software in the AI Era: Andrej Karpathy’s 3 Programming Paradigms
Former Tesla AI Director Andrej Karpathy’s insights: From Software 1.0 to 3.0, viewing LLMs as operating systems, the future of partially autonomous apps, an...
NVIDIA AceReason-Nemotron-1.1-7B: Advanced Mathematical and Coding Reasoning Through SFT and RL Synergy
Comprehensive analysis of NVIDIA’s latest reasoning model built on Qwen2.5-Math-7B, achieving record-breaking performance on AIME 2024/2025 and LiveCodeBench...
NVIDIA OpenMathReasoning: Large-Scale Mathematical Reasoning Dataset Behind AIMO-2 Winning Model
Complete analysis of OpenMathReasoning dataset with 306K math problems and 5.68M solutions - CoT, TIR, GenSelect methodologies and OpenMath-Nemotron series p...
NVIDIA OpenCodeReasoning: Largest Reasoning-Based Coding Dataset for Competitive Programming
Complete analysis of OpenCodeReasoning with 735K samples and 28K problems - R1 model-based synthetic data, 10 major platforms integrated, SFT optimized
NVIDIA AceReason-1.1-SFT: Comprehensive Guide to Math & Code Reasoning Specialized SFT Dataset
Detailed analysis of NVIDIA’s AceReason-1.1-SFT dataset - CC BY 4.0 license, 4M samples, DeepSeek-R1 based high-quality math and code reasoning data
AI Godfather Geoffrey Hinton on AI Risks and the Future
Nobel Prize winner Geoffrey Hinton’s in-depth interview: From existential risks of superintelligent AI to job threats, cyber attacks, and autonomous weapons ...
Quantifying Team Chemistry with Saberr: Data-Driven Hiring and Organizational Strategy
How to leverage Saberr algorithms to quantify team compatibility through 15-minute surveys and behavioral data, optimizing everything from hiring to onboarding
Building Data-Driven Organizational Culture with Moneyball Thinking
How to apply Moneyball strategy that discovers hidden value through data and achieves maximum performance relative to resources in development, product, and ...
Hacking and Reverse Engineering: A New Methodology for AI Vibe Coding Era
In the AI era, developers don’t need to know everything. Explore a new paradigm that transforms ignorance into strength through hacking mindset and reverse e...
Chinese Scientists First Confirm AI Can Spontaneously Form Human-Level Cognitive Abilities
Chinese Academy of Sciences research team published in Nature Machine Intelligence that multimodal large language models can spontaneously form object concep...
Kent Beck on Coding in the AI Era: Why TDD Becomes a ‘Superpower’
Extreme Programming creator and Agile Manifesto co-author Kent Beck shares 52 years of coding experience and the joy of coding rediscovered through AI tools
DeepSeek-R1-0528-Qwen3-8B: A New Horizon for Open Source LLMs
Comprehensive analysis of DeepSeek’s revolutionary 8B parameter model that achieves superior performance on AIME 2025 while running efficiently on single GPU...
Cursor for X: Where Will the Next Innovation Come From in the AI Era?
Analyzing Cursor’s success formula and what ‘Cursor for X’ means for AI+SaaS innovation, along with applicability and success conditions across industries
Evaluating 100+ LLM Models with Just API Calls Using Evalchemy: Complete No-Installation Benchmark Guide
Learn how to evaluate 100+ API models including GPT-4o, Claude-3, and Gemini without installation using the Evalchemy + Curator + LiteLLM combination
Google DeepMind CEO’s Vision for AGI’s Future: The Era of ‘Radical Abundance’ Is Coming
Nobel Prize winner and Google DeepMind CEO Demis Hassabis reveals stunning vision for AGI achievement timeline and humanity’s future in WIRED interview
Cursor’s AI Coding Revolution: The Secret Behind Achieving $300M ARR in 21 Months and the Future of Developers in 2027
AI coding tool Cursor achieved $300M ARR in just 21 months since launch, breaking records of legendary SaaS companies like Slack and Zoom
Sam Altman’s ‘Gentle Singularity’ - OpenAI CEO’s Vision for AI’s Future
OpenAI CEO Sam Altman published ‘The Gentle Singularity’ on his blog, providing deep insights into current AI development and future prospects
Free LLM Fine-Tuning: Complete Guide to Unsloth Notebooks
Comprehensive guide to fine-tuning LLMs for free using Unsloth Notebooks. Over 100 Jupyter notebooks for Google Colab and Kaggle covering Qwen, Llama, Gemma,...
Essential Collection for AI Developers: Awesome LLM Apps
Discover a curated collection of LLM applications utilizing RAG, AI agents, multi-agent teams, MCP, and voice agents. A comprehensive resource for practical ...
Ilya Sutskever: ‘AI Can Implement All Human Capabilities’ - AGI Prospects from a Computational Functionalism Perspective
Former OpenAI Chief Scientist Ilya Sutskever’s ambitious vision for AI’s future at University of Toronto graduation ceremony, raising fundamental questions a...
Qwen2.5-Omni: Alibaba Cloud’s Next-Generation Multimodal AI Model
Comprehensive introduction to Alibaba Cloud’s Qwen2.5-Omni, an end-to-end multimodal AI model that seamlessly processes text, audio, vision, and video with r...
NVIDIA DeepSeek-R1 FP4: Revolutionary 4-bit Quantized Language Model Complete Guide
Comprehensive analysis of NVIDIA’s groundbreaking DeepSeek-R1-0528-FP4 model featuring 4-bit floating-point quantization, 1.6x memory reduction, and optimize...
Qwen3-Embedding & Reranker Series Complete Guide
Comprehensive analysis of Alibaba’s Qwen3-Embedding and Qwen3-Reranker models that achieved SOTA performance in multilingual text embedding and relevance ran...
The Future of AI Infrastructure and Computing with Jeff Dean
Alphabet Chief Scientist Jeff Dean discusses the evolution of large-scale AI models, inference hardware, multimodal agents, Pathways systems, and the feasibi...
AI Engineering Learning Roadmap
AI Engineering Learning Roadmap
Manus AI System Analysis: Innovation in Agent Loop and Modular Architecture
A comprehensive analysis of Manus AI’s unique agent loop mechanism and modular architecture that enables complex task execution beyond simple question-answer...
NeMo QAT Complete Guide: Maximizing FP4 Model Accuracy Through Quantization-Aware Training
Professional guide to minimizing accuracy loss during FP4 quantization using NVIDIA NeMo’s Quantization-Aware Training. From practical implementation to opti...
Blackwell GPU 4-Bit Inference: Why You Need It and How to Get Started 🚀
Maximize AI performance and dramatically reduce costs with NVIDIA Blackwell architecture’s FP4 inference. Complete guide from DeepSeek-R1’s world record achi...
Unsloth: Revolutionary Framework That Makes LLM Fine-Tuning 2x Faster While Saving 80% Memory
Fine-tune Qwen3, Llama 4, and Gemma 3 at 2x speed while saving up to 80% VRAM. OpenAI Triton-based optimization engine with zero accuracy loss
TRL: Hugging Face’s Next-Generation LLM Post-Training Framework Complete Guide
Master cutting-edge reinforcement learning techniques including SFT, DPO, GRPO, and PPO for Transformer model post-training. A comprehensive library supporti...
PEFT: Revolutionary Technology That Achieves Full Fine-Tuning Performance by Training Only 0.2% of Parameters
Save 80% memory while maintaining performance with cutting-edge PEFT techniques including LoRA, AdaLoRA, and IA3. Applicable to all models from Llama to BERT...
DeepSeek-R1 Complete Reproduction Guide: 2-Stage RL + 2-Stage SFT + Distillation Pipeline
Step-by-step complete reproduction of DeepSeek-R1’s official training pipeline. From reinforcement learning to knowledge distillation - a comprehensive imple...
Jensen Huang on the AI Industrial Revolution: How ‘AI Factories’ Will Transform Future Jobs and Manufacturing
NVIDIA CEO Jensen Huang’s detailed explanation of the AI industrial revolution at the Hilton Valley Forum, defining AI as a new industrial revolution power l...
LLaMA Factory: The Unified LLM Framework That Fine-Tunes 100+ Models with a Single Line of Code
Fine-tune Llama 3, Qwen 3, DeepSeek, and 100+ cutting-edge LLMs effortlessly. An open-source framework integrating LoRA/QLoRA, FSDP, Flash-Attention 2, and t...
The AI Revolution Is Underhyped: Eric Schmidt TED Talk Analysis
Analysis of Eric Schmidt’s TED talk: AI underestimation phenomenon, energy and data limitations, US-China competition, autonomous agent safety, and AI’s posi...
Backend·Infrastructure Engineer Hiring: 10 Must-Read Books and the People We’re Looking For
Introducing the ideal candidate profile and hiring criteria through 10 must-read books for backend·infrastructure engineer recruitment and practical applicat...
DeepEval: A Comprehensive LLM Evaluation Framework for Production-Ready AI Systems
DeepEval revolutionizes LLM system evaluation with comprehensive metrics, red-teaming capabilities, and seamless integration with existing MLOps workflows
Three Vs-Driven MLOps at ThakiCloud 🚀 — Why You’ll Want to Join Us
ThakiCloud’s Three Vs (Velocity, Validation, Versioning) based MLOps culture and practical cases, plus recruitment information for colleagues to join us.
[Thaki Cloud Life & Career] KCD Seoul 2025
Sharing materials presented at KCD Seoul 2025. Content about Thaki Cloud, an xPU as a Service-based Agentic AI platform
Thaki Cloud Life & Career Guide
Sharing Thaki Cloud’s corporate culture, benefits, developer stories, recruitment information, and more.
[Thaki Cloud Life & Career] Mission, Principles, Values
Sharing Thaki Cloud’s mission, principles, and values.