Tag: #2026-03
Writing on GPUs, LLMs, MLOps, Kubernetes — and mindset · 765 posts
Computer Architecture Complete Guide: From ISA to GPU Parallel Architecture
A comprehensive guide to computer architecture covering ISA, datapath, pipelining, cache memory, virtual memory, RISC-V, and GPU parallel architecture with code examples.
2026-03-17 · 23 min read #computer-architecture#cpu#gpu#pipeline#cacheCNN Architecture Complete Guide: From LeNet to EfficientNet and Vision Transformers
The complete guide to understanding the history and evolution of CNN architectures. Master every major model — LeNet, AlexNet, VGG, ResNet, DenseNet, EfficientNet, and Vision Transformer — through structural analysis and
2026-03-17 · 21 min read #cnn#computer-vision#deep-learning#resnet#vggReinforcement Learning Complete Guide: From DQN, PPO to RLHF and DPO for LLM Alignment
From MDP fundamentals to DQN, PPO, SAC, RLHF, and DPO. Master the reinforcement learning techniques used for LLM alignment with PyTorch and Stable-Baselines3 code.
2026-03-17 · 14 min read #reinforcement-learning#ppo#dqn#rlhf#dpoDevOps/SRE Complete Guide: From CI/CD to Kubernetes and MLOps
A comprehensive guide covering DevOps and SRE fundamentals, Kubernetes operations, and AI/ML workflow automation with real-world code examples.
2026-03-17 · 13 min read #devops#sre#kubernetes#ci-cd#mlopsDistributed Systems Complete Guide: From CAP Theorem to Distributed ML Training and Kafka
A comprehensive guide to distributed systems for AI engineers, covering CAP theorem, Raft consensus, Kafka message queues, Ring-AllReduce distributed ML training, and NCCL.
2026-03-17 · 17 min read #distributed-systems#kafka#raft#pytorchdistributed#ncclBlockchain & Web3 Engineer Guide: Smart Contracts, DeFi, ZK Proofs, and AI+Blockchain
A complete Web3 engineering guide covering Ethereum EVM internals, Solidity smart contract security, Uniswap AMM, ZK-SNARK proofs, and Gensyn decentralized AI computing.
2026-03-17 · 13 min read #blockchain#web3#스마트컨트랙트#defi#zkproof10x Faster Japanese Learning with AI Tools: A Guide for Engineers
How to dramatically accelerate Japanese learning using AI tools. A guide to building a personalized Japanese learning system with ChatGPT, Claude, Anki AI, and voice AI — covering IT technical Japanese and business Japan
2026-03-17 · 16 min read #japanese#language-learning#ai-tools#chatgpt#claudeAI Startup & Product Development Guide: From LLM APIs to Scaling and Business Models
A hands-on guide for AI startup founders and PMs covering product ideation, LLM API selection, rapid MVP building, cost optimization, and business model analysis of Cursor and Perplexity.
2026-03-17 · 12 min read #aistartup#aiproductdevelopment#llmproduct#costoptimization#aibusinessEmbedded Systems & IoT Complete Guide: From MCU to Edge AI
A comprehensive guide to embedded systems and IoT. Covers MCU programming, RTOS, communication protocols (I2C/SPI/UART/CAN), Raspberry Pi, ESP32, and Edge AI (TFLite/ONNX) with real code examples.
2026-03-17 · 16 min read #embedded-systems#iot#microcontroller#rtos#arduinoCompiler & Interpreter Design: From Parsers to LLVM and AI Compilers (TVM/XLA)
A comprehensive guide from lexical analysis and ASTs to LLVM IR, then all the way to AI-specific compilers like TVM and XLA. Master how torch.compile() works internally and how kernel fusion drives performance.
2026-03-17 · 15 min read #compiler#llvm#tvm#xla#mlcompilerPrompt Engineering Complete Guide: CoT, DSPy, Structured Output, and Prompt Security
A complete 2026 guide to prompt engineering — from Zero-shot and Chain-of-Thought to Tree-of-Thought, DSPy automatic optimization, Pydantic structured output, and prompt injection defense.
2026-03-17 · 25 min read #promptengineering#chainofthought#dspy#llm#structuredoutputAI Governance & Responsible AI: EU AI Act, XAI, Bias Detection, and AI Safety Techniques
A practical guide to responsible AI development covering EU AI Act risk classification, SHAP/LIME explainability, AIF360 bias detection, and differential privacy.
2026-03-17 · 15 min read #aigovernance#euaiact#explainableai#aifairness#differentialprivacyComputer Vision Complete Guide: CNN, ViT, YOLO, and Stable Diffusion
A comprehensive guide to computer vision covering CNN architectures (ResNet, EfficientNet), YOLO object detection, SAM segmentation, Vision Transformers (ViT, DINOv2), Stable Diffusion generative models, and production d
2026-03-17 · 14 min read #computer-vision#cnn#yolo#vit#stable-diffusionData-Centric AI Complete Guide: Maximizing AI Performance with High-Quality Data
A complete guide to mastering Data-Centric AI. Learn data quality measurement, label refinement, data augmentation, synthetic data generation, Cleanlab, active learning, and the data flywheel, all with hands-on code exam
2026-03-17 · 20 min read #data-centric-ai#data-quality#data-labeling#synthetic-data#aiAI Ethics, Safety, and Alignment Complete Guide: Responsible AI Development
A complete guide to understanding AI ethics, safety, and alignment. Covers hallucination, bias, privacy, RLHF, Constitutional AI, and the frontiers of AI safety research — everything an AI developer must know.
2026-03-17 · 22 min read #ai-ethics#ai-safety#alignment#responsible-ai#llmAI Era Survival Guide Part 7: A Special Guide for Junior Developers - Growing Alongside AI
A survival guide for developers just starting their careers in an era overflowing with AI coding tools. Covers how to build foundational developer skills in the GitHub Copilot era, how to use AI as a learning accelerator
2026-03-17 · 15 min read #career#junior-developer#ai-era#growth#learningAI Era Survival Guide Part 2: Transitioning from Developer to LLM Engineer / AI Engineer
A realistic guide to transitioning into the most sought-after roles of the AI era: LLM engineer and AI engineer. An 18-month roadmap for backend and full-stack developers to grow into specialists in prompt engineering, R
2026-03-17 · 16 min read #career#llm-engineer#ai-engineer#career-transition#ai-eraCloud Computing for AI Engineers: Build AI Services with AWS/GCP/Azure
A comprehensive cloud computing guide for AI engineers. Train, deploy, and monitor models using AWS SageMaker, GCP Vertex AI, and Azure ML. Compare cloud AI platforms with hands-on examples.
2026-03-17 · 11 min read #cloud-computing#aws#gcp#azure#sagemakerDatabase Engineering Complete Guide: From SQL to Vector DBs and AI RAG Systems
A comprehensive database engineering guide for the AI era — covering advanced SQL, pgvector similarity search, Pinecone, Redis caching, distributed systems theory, and building RAG pipelines with LangChain.
2026-03-17 · 18 min read #database#postgresql#vector-database#pgvector#ragAI Education & E-Learning Revolution: From AI Tutors to Adaptive Learning and Auto-Grading
A deep technical dive into LLM-powered AI tutors, Deep Knowledge Tracing (DKT), adaptive learning systems, automatic code grading, and the ethics of AI in education.
2026-03-17 · 15 min read #aieducation#adaptivelearning#aitutor#knowledgetracing#elearning