Everything you need to know about Python 3.13 – JIT and GIL went up the hill (18 minute read)
Python 3.13 (officially releasing on October 1) introduces two major changes: a "free-threaded" version that allows disabling the Global Interpreter Lock (GIL), potentially boosting multi-threaded performance, and experimental Just-in-Time (JIT) compilation, which could improve performance over time. The GIL removal addresses Python's limitations in fully utilizing multi-core processors, while the JIT compiler promises to optimize code execution by generating machine code on the fly.
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A Taxonomy of Tech Debt (20 minute read)
An engineering manager at Riot Games proposes a taxonomy for categorizing tech debt based on three metrics: impact, fix cost, and contagion. The impact measures the negative effects of the debt, fix cost assesses the resources needed to rectify it, and contagion quantifies its potential spread. He identifies four types of tech debt: local debt, MacGyver debt, foundational debt, and data debt, each with unique characteristics and strategies for mitigation.
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Types vs No Types (9 minute read)
Using types in programming is similar to color-coding wires in an electrical system. Types act as labels, making it easier to understand the flow of data in code and preventing mismatches. They also provide automatic error checking and make it simpler to identify and fix issues, so they should always be used in complex codebases.
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I am tired of AI (6 minute read)
This software testing expert is frustrated with the overhyped and often ineffective use of AI in various domains. He feels that AI's current applications often lack depth and fail to replace human creativity and critical thinking. He especially dislikes the mindless adoption of AI without considering its real value and impact.
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Better Auth (GitHub Repo)
Better Auth is a framework-agnostic authentication and authorization library for TypeScript. It provides a consistent API and has a plugin ecosystem. Better Auth supports features like email & password authentication, account and session management, rate limiting, database management, social sign-on, organization and access control, two-factor authentication, and more.
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Pagoda (GitHub Repo)
Pagoda is a starter kit for Go web development. It uses libraries like HTMX and Alpine.js to create a modern UI without relying on JavaScript. Pagoda is built on a foundation of popular frameworks like Echo for backend and Ent for ORM, with SQLite as the default database.
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mitata (GitHub Repo)
mitata is a benchmark tooling library for JavaScript and C++ that provides high-resolution timing, visualizations, and automatic garbage collection.
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How AlphaChip transformed computer chip design (6 minute read)
AlphaChip is a reinforcement learning method developed by Google that uses AI to create chip layouts in hours, a process that previously took weeks or months. It was created initially for Google's Tensor Processing Units (TPUs) and generates layouts that outperform human design. These layouts are used in chips worldwide.
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Visual Studio Code is designed to fracture (21 minute read)
While VSCode's source code is open, Microsoft uses a proprietary license for the downloadable product and strategically incorporates telemetry and other features that fracture the open-source community. This strategy creates legal barriers for companies like Gitpod, GitLab, and others who attempt to build competing products based on VSCode.
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Thanks for reading,
Priyam Mohanty, Jenny Xu & Ceora Ford
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