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What I Learned from My Machine Learning Journey: Beyond the Algorithms

What I Learned from My Machine Learning Journey: Beyond the Algorithms

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5 min read
How to Evaluate LLM Output Quality Programmatically

How to Evaluate LLM Output Quality Programmatically

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5 min read
Learn chemistry with Python, from stoichiometry to molecular simulation

Learn chemistry with Python, from stoichiometry to molecular simulation

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2 min read
How I Built a Phishing Domain Detector in Python (Zero API Calls After Download)

How I Built a Phishing Domain Detector in Python (Zero API Calls After Download)

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7 min read
Task Queues in FastAPI: Handling Long-Running Operations Like a Senior Engineer

Task Queues in FastAPI: Handling Long-Running Operations Like a Senior Engineer

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4 min read
I built a local automation runner - no cloud, no server, just YAML and Python

I built a local automation runner - no cloud, no server, just YAML and Python

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2 min read
Why AI agents can't shop today — and what we're building to change that

Why AI agents can't shop today — and what we're building to change that

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1 min read
Compact LLM chat history without LangChain (zero dependencies)

Compact LLM chat history without LangChain (zero dependencies)

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2 min read
Fast Automatic ML Hyperparameter tuning Using Optuna (w. MLflow model registry and IRIS DB)

Fast Automatic ML Hyperparameter tuning Using Optuna (w. MLflow model registry and IRIS DB)

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19 min read
doceval — eval harness for LLM document extraction pipelines

doceval — eval harness for LLM document extraction pipelines

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1 min read
Why computers are secretly bad at Maths

Why computers are secretly bad at Maths

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3 min read
I Built a Mini Message Broker in Pure Python and Finally Understood How Kafka Moves Millions of Events

I Built a Mini Message Broker in Pure Python and Finally Understood How Kafka Moves Millions of Events

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6 min read
Reduce LLM Token Waste in RAG with Markdown

Reduce LLM Token Waste in RAG with Markdown

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7 min read
Metering a Paid API Without Overselling: the Credit Ledger Behind a Solo SaaS

Metering a Paid API Without Overselling: the Credit Ledger Behind a Solo SaaS

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5 min read
When Polymarket says 70%, does it happen 70% of the time? I checked against 19.4M price snapshots.

When Polymarket says 70%, does it happen 70% of the time? I checked against 19.4M price snapshots.

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4 min read
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