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Tech

Caching & Redis: The 'Sticky Note' Mental Model

Why does Redis make everything faster? A mastery guide to cache invalidation (the hardest problem in CS), eviction strategies, and Redis data types.

#System Design #Redis #Performance #Python
Tech

CDN: The 'Local Convenience Store' Mental Model

Why does your image load instantly for users in the US but crawls in Vietnam? A mastery guide to CDN Edge Nodes, Cache-Control headers, and cache busting.

#System Design #Performance #Networking
Tech

CI/CD Pipeline: The 'Factory Assembly Line' Mental Model

Why does 'works on my machine' still happen with Docker? A mastery guide to CI/CD pipelines, GitHub Actions, and zero-downtime Blue/Green deployments.

#DevOps #CI/CD #GitHub Actions #Docker
Tech

Database Indexing: The 'Library Card Catalog' Mental Model

Why does adding an index make a query 100x faster? A mastery guide to B-Trees, compound indexes, covering indexes, and the queries that kill your database.

#Database #SQL #Performance #PostgreSQL
Tech

Fine-tuning vs RAG: The 'Teaching vs. Memorizing' Mental Model

When should you fine-tune a model vs. use RAG? A mastery guide to LoRA, PEFT, and the decision framework that saves you from wasting $10,000 GPU hours.

#AI #Fine-tuning #RAG #Python
Tech

LLM & RAG: The 'Smart Librarian' Mental Model

Why do LLMs hallucinate? A mastery guide to Retrieval Augmented Generation (RAG) — the architecture powering every serious AI product in 2026.

#AI #LLM #RAG #Python
Tech

MCP (Model Context Protocol): The 'USB Port for AI' Mental Model

What is MCP and why is every AI tool adopting it in 2026? A mastery guide to Anthropic's open standard for connecting AI models to the real world.

#AI #MCP #Agents #Python
Tech

Task Queues & Message Brokers: Celery, RabbitMQ, and Kafka Untangled

Why does sending an email block your API? A mastery guide to async task queues (Celery/Django-Q), message brokers (RabbitMQ), and event streaming (Kafka).

#System Design #Python #Celery #Kafka
Tech

Observability: Logs vs. Metrics vs. Tracing — The 'Doctor's Kit' Mental Model

Your app is slow. Is it the DB? The queue? The network? A mastery guide to the three pillars of observability and how they work together.

#DevOps #Observability #Monitoring #Python
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