How I got seven fixes merged into Prefect, SQLGlot, Apache Beam, Kafka and Microsoft by asking one question
Between 4 and 13 October 2026 I had seven pull requests merged upstream: one in Prefect, one in SQLGlot, one in Apache Beam, two in Microsoft PyRIT, o
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Oct 14, 2026
The "Pass-Through" Service Trap in FastAPI: Why CRUD Service Layers Often Feel Like Useless Boilerplate
In Part 1 (The Repository Pattern in FastAPI), we explored how to draw clean data boundaries with SQLAlchemy 2.0 without fighting the ORM.
Once your
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Oct 14, 2026
Invisible Unicode characters are silently breaking your strings
Invisible Unicode characters are silently breaking your strings
You copy text from a chat, a doc, or a webpage. It looks empty. But str.len
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Oct 14, 2026
Editing Product Photos with Python: Multipart Uploads, Base64 Images, and Safe Retries
Disclosure: I work on API Crest, the API platform used below. I checked the endpoint and parameters against the public API documentation on October 14
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Oct 14, 2026
# Building Modern Applications with Python, Web Development, and AI π
Technology is evolving rapidly, and developers today have more opportunities than ever to build smarter, more powerful applications.
Whether you're i
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Oct 14, 2026
AI Coding Tools Can Generate Code. Can You Maintain It?
AI coding assistants can help developers draft functions, explain unfamiliar code, and explore implementation options. But generated code still needs
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Oct 14, 2026
Building AI Features? Don't Leave Security Until the End π
Adding an AI feature to an application introduces more than model-integration challenges. It can also create new risks around sensitive information, p
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Oct 14, 2026
Quiz: Python and PyQt: Building a GUI Desktop Calculator
Test your knowledge of building PyQt GUIs with widgets, layouts, and dialogs, connecting signals to slots, and structuring apps with MVC.
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Oct 14, 2026
How to Use Python: Taking Your First Steps
Take your first steps with Python. Install it, run your first program, and work with variables, data types, loops, functions, and errors.
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Oct 13, 2026
The Same Song in Two TikToks Came Back as 'Made My Night' and 'Made My Life'
I run a visa agency in Bali. The half of my week that has nothing to do with visas goes into Apify Actors, and one of them reads short vertical video:
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Oct 13, 2026
Your Claude Code hook can say "allow" and be ignored, without a single error
You wrote a PermissionRequest hook. It decides, it prints "allow", your log says "allowed", and Claude Code shows the ordinary prompt anyway. No error
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Oct 13, 2026
Cara Bypass Rate Limit API Secara Etis Pakai Local Proxy
Cara Bypass Rate Limit API Secara Etis Pakai Local Proxy
Cerita di balik masalah
Kamu sedang menyambungkan automation ke sebuah
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Oct 13, 2026
Reverse Engineer Anything: AI-Powered Binary Analysis
Reverse Engineer Anything: AI-Powered Binary Analysis
Stop guessing how that app worksβlet your AI agent decompile it for you.
Every soft
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Oct 13, 2026
Same seed, two rules: a cellular automaton that never settles
I was handed a rulestring where a name should have gone: B3/S234iq. I could have asked what it meant. I decoded it and ran it instead.
It is a Life-l
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Oct 13, 2026
From Pixels to Meaning: A Beginner's First Day in Computer Vision
Before the first day of computer vision, I thought it meant "teaching a computer to look at pictures, the way we do." By the end of the day I realised
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Oct 13, 2026
Do You Actually Need an LLM?
I spent a weekend running two small language models against three jobs I
would normally hand to a language model without thinking about it. For one
of
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Oct 13, 2026
What 2,193 pump.fun graduations did in their first 10 minutes (and what it means for your bot)
A lot of people are building Solana trading bots with ChatGPT or Claude right now. I was one of them. The bot part turns out to be easy. Knowing wheth
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Oct 13, 2026
How to make a Grocery store Web app with Python, Flask and MySQL (Part-3 How to use Flask to make the actual webapp)
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Oct 13, 2026
pandas groupby and Aggregation: A Practical Guide
Hi, I'm Mathew. If I had to pick one pandas tool that turns raw rows into real answers, it's groupby. "Revenue per country", "orders per customer", "a
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Oct 13, 2026
What's Your Favorite Car, and Why? (Mine Is the Lamborghini Urus, and Yes, I'll Defend It)
Description: "A car-lover's discussion thread for developers: pick one car, defend it, and tell us the story behind it. Plus a tangent about keys, loc
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Oct 13, 2026