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Six months in production on a healthcare RAG system. Four rewrites. Here is the exact pipeline, every stage, and the code. The reference implementatio
If you want to do data science, machine learning, or AI in Python — you will use NumPy constantly. Every major library from pandas to TensorFlow is bu
A comparison of seven major Python AI frameworks for 2026: TensorFlow, PyTorch, Keras, scikit-learn, XGBoost, LangChain, and Hugging Face. Each framew
You've written Python programs that print to the terminal, read files, and maybe even scraped a website. But have you written code that can see? Code
If you've ever worked at a game studio, you know the drill: half the game isn't in code. It's in config tables — items, skills, drop rates, level curv
Apps in Flowork are self-contained programs that live inside the framework — each serves as both a clickable screen and a set of tools your agents can
In the modern data ecosystem, audio is everywhere. We record customer support calls, sales syncs, product brainstorming sessions, voice memos, and pod
real-time sql used to mean "spin up a Java team and learn the Kafka Streams DSL." In 2026 it means typing CREATE MATERIALIZED VIEW top_products AS SEL
I was jolted awake at 1 AM by an alert call. The ops team told me that our chatbot—supposedly “the most empathetic” one—had started babbling nonsense:
Lakehouse Data Mesh: Domain Ownership, Contracts & Federated Governance data mesh is the architecture pattern that finally answers a questi
[Sofi_Log: #018] Status: Post-humid squall / 1 THB = 4.25 JPY (2026 forecast) Project: sofi.works [Phase: Longevity Protocol - Metabolic Uptime] Activ
A Binance order book looks simple until you try to keep one correct for hours, days, or weeks. At first, the task appears straightforward: subscrib
I wanted a lazy way to write Python and have it just work inside a webpage — no backend servers, no external APIs, just pure Python running in the bro
A user signs up for your app. You need to confirm the phone number they entered actually belongs to them. A returning user wants to log in without a p
The way job applications work right now is broken in two directions. On one side, the careful way. Read the JD. Tailor the resume. Write a real cover
We train a model on handwritten digit classification. 99% accuracy. Then we train the same model on a new task — say, fashion item recognition. We go
LLM API на Python — это не один навык, а пять взаимосвязанных: считать токены и предсказывать стоимость, использовать function calling для агентов и
Hello everyone! Following up on my previous post, Day 1 of my Modern Data Stack migration was an absolute rollercoaster of refactoring and deep data a
How I fixed silent Ollama failures in my local AI assistant Neo-AI is an offline assistant with episodic memory, running entirely on-device using Oll
The honest origin This started as a simple observation, not a grand plan. I was building multi-agent workflows and noticed that every time