AW Dev Rethought

✂️ Perfection is achieved not when there is nothing more to add, but when there is nothing left to take away - Antoine de Saint-Exupéry

Tech Resources


Code Review Checklist for AI-Generated Code
Code Review Checklist for AI-Generated Code

Security, hidden complexity, dependency and licence checks, with a copy-paste PR template.

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LLM System Design Patterns
LLM System Design Patterns

RAG, routing, caching, guardrails and fallbacks, with a diagram for each.

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ETL & Data Pipelines Overview
ETL & Data Pipelines Overview

Move. Transform. Deliver — Your ETL & Data Pipelines Blueprint.

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DevOps & CI/CD Essentials Cheatsheet
DevOps & CI/CD Essentials Cheatsheet

Build. Test. Deploy. Repeat — DevOps & CI/CD Essentials.

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NLP Interview Questions Pack
NLP Interview Questions Pack

Decode Language Intelligence — 45 Essential NLP Questions to Master

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Optimization Algorithms in Machine Learning
Optimization Algorithms in Machine Learning

The Core Optimizers of Machine Learning

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AI/ML Concept Cards
AI/ML Concept Cards

Simplifying tricky AI/ML concepts into bite-sized cards

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50 Machine Learning Algorithms Cheatsheet
50 Machine Learning Algorithms Cheatsheet

Blueprints of Intelligence — 50 ML Algorithms decoded

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150 Python Coding Patterns
150 Python Coding Patterns

Your compact playbook of 150 Python coding patterns.

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AI/ML Interview Questions
AI/ML Interview Questions

Your essential prep kit for AI/ML interviews.

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AI Foundations Bundle — From AI Basics to Deep Learning & NLP
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AI Foundations Bundle — From AI Basics to Deep Learning & NLP

Learn AI the right way — from core concepts to deep learning and language models, all in one structured bundle.
Ideal for beginners and developers who want a complete AI roadmap without confusion.