Tag: #2026-04
Writing on GPUs, LLMs, MLOps, Kubernetes — and mindset · 146 posts
Compiler & Interpreter Design Complete Guide 2025: Lexer, Parser, AST, Code Generation
Everything about compiler/interpreter design! Lexer (tokenization), Parser (syntax analysis/recursive descent/Pratt), AST (abstract syntax tree), semantic analysis (type checking), IR (intermediate representation), code
2026-04-14 · 31 min read #compiler#interpreter#lexer#parser#astBackend Performance Engineering Complete Guide 2025: Profiling, Load Testing, Bottleneck Analysis, Optimization
Everything about backend performance! Profiling (CPU/Memory/I-O), load testing (k6/Artillery/Locust), bottleneck analysis (DB/Network/CPU/Memory), N+1 resolution, connection pool tuning, caching strategies (Redis/CDN/App
2026-04-14 · 21 min read #backend-performance#profiling#load-testing#optimization#k6AI Safety & Alignment Complete Guide 2025: Responsible AI, RLHF, Constitutional AI, Red Teaming
Everything about AI Safety! Alignment problem (goal alignment), RLHF/DPO/Constitutional AI, Bias detection/mitigation, Hallucination prevention, Red team testing, AI Guardrails, Interpretability (SHAP/LIME), EU AI Act, E
2026-04-14 · 25 min read #ai-safety#alignment#responsible-ai#rlhf#constitutional-aiWebAssembly Complete Guide 2025: Beyond the Browser — WASI, Component Model, Server-Side Wasm
Everything about WebAssembly! Wasm fundamentals (binary format/linear memory/tables), WASI (system interface), Component Model (module composition), server-side Wasm (Fermyon Spin/wasmCloud), Docker+Wasm, Edge Wasm (Clou
2026-04-14 · 22 min read #webassembly#wasi#component-model#server-side#edge-computingSRE Practices Guide 2025: Incident Management, Postmortem, Error Budget, On-Call, Toil Elimination
Everything about SRE in practice! Incident management (detect → respond → recover → postmortem), Error Budget policy, On-Call operations (rotation/escalation/fatigue management), Toil elimination automation, SLO/SLI/SLA
2026-04-14 · 26 min read #sre#site-reliability#incident-management#postmortem#error-budgetQuantum Computing for Developers Complete Guide 2025: Qiskit, Cirq, Algorithms, Supremacy
Everything about quantum computing! Qubits, superposition and entanglement, quantum gates, writing circuits with Qiskit/Cirq, quantum algorithms (Shor/Grover/QAOA), quantum supremacy, NISQ era, quantum ML, Post-Quantum c
2026-04-14 · 12 min read #quantum-computing#qiskit#cirq#quantum-algorithms#qubitComplete LLM Inference Optimization Guide 2025: vLLM, TensorRT-LLM, KV Cache, Speculative Decoding
Everything about LLM inference optimization! vLLM (PagedAttention), TensorRT-LLM (FP8/INT4), KV Cache management, Speculative Decoding, Continuous Batching, FlashAttention, Quantization (GPTQ/AWQ/GGUF), Model Serving (Tr
2026-04-14 · 25 min read #llm-inference#vllm#tensorrt-llm#kv-cache#speculative-decodingKubernetes Advanced Operations Guide 2025: Autoscaling, Scheduling, Resource Management, Multi-Cluster
Everything about K8s advanced operations! Autoscaling (HPA/VPA/KEDA/Karpenter), Scheduling (Affinity/Taint-Toleration/Priority/Topology), Resource Management (QoS/LimitRange/ResourceQuota), Multi-Cluster (Cluster API/Fle
2026-04-14 · 15 min read #kubernetes#hpa#vpa#keda#schedulerFunctional Programming Guide for Backend Developers 2025: Immutability, Monads, Composition, Side Effect Management
Everything about FP! Pure functions, immutability, higher-order functions, function composition, monads (Maybe/Either/IO), currying/partial application, side effect management, TypeScript/Python/Rust FP patterns, real ba
2026-04-14 · 24 min read #functional-programming#immutability#monad#composition#pure-functioneBPF Complete Guide 2025: Kernel Programming Revolution for Observability, Networking, Security
Everything about eBPF! Safe Linux kernel programming, BCC vs libbpf vs bpftrace, Cilium (networking), Falco (security), Pixie (observability), Tetragon, CO-RE, real-world tracing, performance optimization, production cas
2026-04-14 · 11 min read #ebpf#kernel#observability#networking#securityDesign Patterns Modern Guide 2025: GoF Patterns + Modern Patterns in TypeScript/Python/Go
Everything about design patterns! GoF 23 patterns in TypeScript/Python/Go — Creational (Factory/Builder/Singleton), Structural (Adapter/Decorator/Proxy/Facade), Behavioral (Strategy/Observer/Command/State), Modern Patter
2026-04-14 · 30 min read #design-patterns#gof#creational#structural#behavioralContainer Security & Supply Chain Complete Guide 2025: Image Scanning, Sigstore, SBOM, Runtime Security
Everything about container security! Image scanning (Trivy/Grype/Snyk), image signing (Sigstore/cosign), SBOM (CycloneDX/SPDX), runtime security (Falco/Tetragon), Pod Security Standards, Network Policy, Seccomp/AppArmor,
2026-04-14 · 15 min read #container-security#supply-chain#image-scanning#sigstore#sbomClean Architecture & Hexagonal Architecture Complete Guide 2025: Dependency Inversion, Ports & Adapters
Everything about Clean Architecture! Uncle Bob Clean Architecture, Hexagonal (Ports & Adapters), Onion Architecture, Dependency Rule (outer to inner), Layers (Entity/UseCase/Interface/Framework), testability, framework i
2026-04-14 · 24 min read #clean-architecture#hexagonal#onion#ports-adapters#dependency-inversionAR/VR & Spatial Computing Development Complete Guide 2025: Unity, WebXR, Apple Vision Pro, Meta Quest
Everything about AR/VR/XR development. Unity XR toolkit, Unreal Engine VR, WebXR, Apple Vision Pro (visionOS), Meta Quest (Quest 3), input (controllers/hand tracking/gaze), spatial mapping, haptic feedback, motion sickne
2026-04-14 · 14 min read #ar#vr#xr#spatial-computing#unityAdvanced Prompt Engineering Complete Guide 2025: CoT, ToT, Self-Consistency, Meta-Prompting
Advanced Prompt Engineering! Chain-of-Thought(CoT), Tree-of-Thought(ToT), Self-Consistency, ReAct, Meta-prompting, Structured Output(JSON Mode), System Prompt design, Few-shot optimization, Prompt Chaining, Evaluation(au
2026-04-14 · 21 min read #prompt-engineering#chain-of-thought#tree-of-thought#few-shot#system-promptApplication Security Engineering Guide — OWASP Top 10, Authentication, Encryption, DevSecOps
Everything about application security: OWASP Top 10 vulnerabilities, secure authentication/authorization, practical encryption, secure coding, and DevSecOps pipelines.
2026-04-13 · 16 min read #ai#security#owasp#authentication#encryptionThe Complete MLOps & AI Model Deployment Guide — From Training to Serving and Monitoring
The entire process of training, deploying, and operating AI models. Everything about MLOps from MLflow, Kubeflow, model serving, A/B testing, to drift detection.
2026-04-13 · 17 min read #mlops#ai#deployment#model-serving#monitoringData Engineering Fundamentals — ETL, Data Warehouses, Streaming, and Data Lakes
How do you build data pipelines? From ETL/ELT and data warehouses to streaming, batch processing, Spark, Kafka, and Airflow.
2026-04-13 · 17 min read #data-engineering-aws#data-engineering#etl#data-warehouse#sparkVector Database Complete Guide 2025: Embeddings, Similarity Search, Pinecone/Weaviate/Qdrant/pgvector
Everything about Vector DBs! Vector embedding fundamentals, similarity search (cosine/euclidean/dot product), indexing algorithms (HNSW/IVF/PQ), Pinecone vs Weaviate vs Qdrant vs Milvus vs pgvector comparison, hybrid sea
2026-04-13 · 23 min read #vector-database#embedding#similarity-search#pinecone#weaviateKubernetes Database Deep Dive 2025: Operator Patterns, HA Configuration, Backup/Recovery, Performance Tuning
K8s DB operations deep dive! CloudNativePG vs Percona Operator comparison, Primary-Replica automatic Failover, pgBackRest/Velero backup, WAL archiving, Connection Pooling (PgBouncer), resource tuning (CPU/Memory/IOPS), A
2026-04-13 · 20 min read #kubernetes#database#operator#cloudnativepg#percona