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Haji Rufai

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I Built an LSM-Tree in Pure Python and Finally Understood How RocksDB and Cassandra Handle Millions of Writes

I Built an LSM-Tree in Pure Python and Finally Understood How RocksDB and Cassandra Handle Millions of Writes

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6 min read
I built a feature store in pure Python to finally understand the point-in-time join

I built a feature store in pure Python to finally understand the point-in-time join

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6 min read
I Built a Bloom Filter from Scratch in Pure Python and Finally Understood How Databases Skip Reading Data

I Built a Bloom Filter from Scratch in Pure Python and Finally Understood How Databases Skip Reading Data

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6 min read
I Built a Write-Ahead Log in Pure Python and Finally Understood How Databases Survive Crashes

I Built a Write-Ahead Log in Pure Python and Finally Understood How Databases Survive Crashes

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7 min read
I Built a Columnar File Format in Pure Python — a tiny, readable Parquet

I Built a Columnar File Format in Pure Python — a tiny, readable Parquet

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6 min read
I built a mini columnar storage engine in pure Python — and finally understood why Parquet is so fast

I built a mini columnar storage engine in pure Python — and finally understood why Parquet is so fast

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6 min read
I built a data-contract validator in pure Python (no pandas, no PyYAML) and it caught a 30% revenue ghost

I built a data-contract validator in pure Python (no pandas, no PyYAML) and it caught a 30% revenue ghost

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6 min read
I Built a Cache Engine from Scratch in Python — and O(1) LFU Eviction Is Sneakier Than LRU

I Built a Cache Engine from Scratch in Python — and O(1) LFU Eviction Is Sneakier Than LRU

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7 min read
I built a task scheduler with cron parsing from scratch in Python — zero dependencies

I built a task scheduler with cron parsing from scratch in Python — zero dependencies

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4 min read
I Implemented AES-128 from Scratch and Built a Secrets Vault in Python

I Implemented AES-128 from Scratch and Built a Secrets Vault in Python

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5 min read
I Built a Stream Processing Engine from Scratch in Python — Here's How Windowing Actually Works

I Built a Stream Processing Engine from Scratch in Python — Here's How Windowing Actually Works

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4 min read
I Built an API Gateway from Scratch in Python — Zero Dependencies

I Built an API Gateway from Scratch in Python — Zero Dependencies

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4 min read
I Built a Message Broker from Scratch in Python (Zero Dependencies)

I Built a Message Broker from Scratch in Python (Zero Dependencies)

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3 min read
I Built a Distributed Tracing System from Scratch in Python

I Built a Distributed Tracing System from Scratch in Python

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6 min read
Building a Full-Text Search Engine from Scratch in Python

Building a Full-Text Search Engine from Scratch in Python

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4 min read
Building an HTTP Server Framework from Raw TCP Sockets in Python

Building an HTTP Server Framework from Raw TCP Sockets in Python

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5 min read
Building a Programming Language Interpreter From Scratch in Python

Building a Programming Language Interpreter From Scratch in Python

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5 min read
Building a Distributed Key-Value Store with Raft Consensus in Python

Building a Distributed Key-Value Store with Raft Consensus in Python

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4 min read
Building a SQL Query Engine from Scratch in Python: Lexer Parser Optimizer Executor

Building a SQL Query Engine from Scratch in Python: Lexer Parser Optimizer Executor

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5 min read
Building a DAG Workflow Orchestration Engine from Scratch in Python

Building a DAG Workflow Orchestration Engine from Scratch in Python

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5 min read
Building a Vector Search Engine from Scratch in Python (Flat, IVF, HNSW)

Building a Vector Search Engine from Scratch in Python (Flat, IVF, HNSW)

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6 min read
Building an Intelligent CI/CD Pipeline Generator in Python

Building an Intelligent CI/CD Pipeline Generator in Python

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5 min read
Building a Kenya Economic Intelligence Dashboard with Python, Plotly & World Bank Data

Building a Kenya Economic Intelligence Dashboard with Python, Plotly & World Bank Data

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5 min read
Building a Data Drift Detection Framework in Python with Statistical Rigor

Building a Data Drift Detection Framework in Python with Statistical Rigor

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4 min read
Building a Smart Job Application Tracker with FastAPI, TF-IDF Matching, and Analytics

Building a Smart Job Application Tracker with FastAPI, TF-IDF Matching, and Analytics

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4 min read
Building a RAG Document Q&A System with Hybrid Retrieval (No Embeddings API Needed)

Building a RAG Document Q&A System with Hybrid Retrieval (No Embeddings API Needed)

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6 min read
Building an African Economic Data Pipeline with Python, DuckDB & World Bank API

Building an African Economic Data Pipeline with Python, DuckDB & World Bank API

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4 min read
Forget Gemini Spark — The Managed Agents API Is the Real Game-Changer from Google I/O 2026

Google I/O Writing Challenge Submission

Forget Gemini Spark — The Managed Agents API Is the Real Game-Changer from Google I/O 2026

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6 min read
Red-Teaming Your LLM Applications: A Practical Guide to Building Guardrails That Actually Work

Red-Teaming Your LLM Applications: A Practical Guide to Building Guardrails That Actually Work

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8 min read
Building Production-Ready RAG Systems: Lessons from the Trenches

Building Production-Ready RAG Systems: Lessons from the Trenches

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3 min read
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