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How AI Generated Code Compounds Technical Debt

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AI-generated code is rapidly increasing technical debt due to rising code duplication and declining quality. GitClear's research reveals an 8-fold rise in duplicated code and a decrease in code reuse, leading to redundant systems. Despite perceived productivity gains, developers are spending more time debugging and addressing security issues. Long-term, this unchecked AI code generation risks overwhelming maintainability, increasing operational costs, and complicating testing due to duplicated code. Emphasis on long-term sustainability is crucial to prevent indefinite maintenance burdens as the trend persists.

https://leaddev.com/software-quality/how-ai-generated-code-accelerates-technical-debt

Practical Alloy

Practical Alloy is a guide to formal software design using the Alloy modeling language, focusing on developing models for software systems to explore design alternatives and validate requirements. It covers structural and behavioral modeling, with practical examples, making it suitable for both simple applications and complex distributed protocols.

https://practicalalloy.github.io/

Why Test-First Development Is So Damn Hard

Test-first development is challenging because it requires deep thinking and planning before coding, which many programmers avoid to quickly ship products. Emphasizing speed over quality leads to poor development practices, like Test-Last Development, where testing is an afterthought. This approach may deliver immediate results and satisfy management but undermines long-term product reliability. Ultimately, the article critiques the industry's focus on short-term gains at the expense of testing and quality assurance.

https://jarosz.dev/atomicessay/why-test-first-development-is-so-damn-hard/

Mastra.ai

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Mastra: A TypeScript AI framework for building and managing AI agents. Users can prototype and productionize AI features easily, leveraging modern JavaScript stacks. Offers functionalities like agent orchestration, memory management, and workflows to facilitate complex AI operations. Popular among developers, with numerous projects showcasing its versatility in AI-related development.

https://mastra.ai/

When Imperfect Systems Are Good, Actually: Bluesky’s Lossy Timelines

Imperfect systems can be beneficial in tech design, exemplified by Bluesky's timeline architecture. Achieving perfect consistency, availability, and low latency simultaneously is infeasible. Bluesky's “lossy timelines” decrease write consistency to enhance performance, addressing challenges posed by high user activity that can create “hot shards.” By introducing a mechanism that probabilistically limits writes based on user follow counts, Bluesky has improved scalability and reduced the time needed for timeline updates from minutes to seconds, demonstrating that embracing imperfection can enhance system throughput.

https://jazco.dev/2025/02/19/imperfection/

Using the Step and Pattern Attributes to Make Number Inputs More Useful

TLDR: Use the step attribute in HTML to control numeric increments, allowing customization of decimal precision. The pattern attribute can enforce specific formats but lacks built-in UI controls. step is ideal for numerical inputs, while pattern is better for complex text validation. Both can show validation states in CSS.

https://piccalil.li/blog/using-the-step-and-pattern-attributes-to-make-number-inputs-more-useful/

Searchcode

searchcode: code search engine for 75B lines in 40M projects. Search functions, variables, libraries in 346 languages. Filter by source or language. Real-time stats show daily searches and code views. Created by Ben Boyter in Sydney, Australia.

https://searchcode.com/

XOR

XOR (Exclusive OR) is a boolean logic operator defined by its truth table. It outputs 1 when inputs differ and 0 when they are the same. XOR has several interpretations: it can mean “exclusive or,” “not equals,” or can be seen as conditional inversion or parity operations. It possesses properties like commutativity, associativity, and identity with 0. Bitwise XOR extends these properties to integers, offering applications in cryptography, graphics, and error-correcting codes. In cryptography, XOR combines plaintext with a keystream for encryption. In pixel graphics, it allows for reversible drawing operations that are efficient in memory use. Overall, XOR is crucial to computer science for its simplicity and utility in various operations.

https://www.chiark.greenend.org.uk/~sgtatham/quasiblog/xor/

Scripton Python IDE

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Scripton Python IDE Overview:
Scripton is a Python IDE for macOS that allows real-time visualizations, integrated plotting, and built-in graphics toolkits. It enables dynamic visualizations directly from Python scripts without needing external tools, using libraries like Plotly and Observable Plot. The IDE features an advanced REPL for code editing, debugging tools, and support for various libraries such as Matplotlib, PyTorch, and OpenCV. It aims to cater to both scientific and creative applications, supporting Python versions 3.8 and above. Currently compatible with macOS, Windows and Linux support is forthcoming.

https://scripton.dev/

My LLM Codegen Workflow Atm

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TL;DR: Harper Reed shares a code generation workflow using LLMs, focusing on brainstorming, planning, and execution. He details two approaches: greenfield (new projects) and incremental (existing codebases). His steps involve honing ideas with a conversational LLM, creating detailed specs, and employing tools like Claude and Aider for execution. Despite the efficiency, he highlights limitations, such as solo work and potential environmental impacts of AI. He encourages skeptics to explore AI's benefits through resources like Ethan Mollick's book, aiming for a collaborative coding experience.

https://harper.blog/2025/02/16/my-llm-codegen-workflow-atm/

A Catalog of Ways to Generate SSA

Catalog of Static Single Assignment (SSA) generation methods, detailing historical papers and approaches. SSA assigns variables once, improving compiler efficiency. Important papers cover various methods from 1980s to 2023, addressing phi functions, dominance frontiers, single-pass generation, and incremental SSA. Highlights include Cytron's minimal phi instructions, Brandis & Mössenböck's parsing approach, and recent works using reaching definitions. The author plans to add more resources and encourage contributions on SSA-related topics.

https://bernsteinbear.com/blog/ssa/

Augment Code: An AI Coding Tool for ‘Real’ Development Work

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Augment Code is an AI coding tool designed for professional developers, providing support for code completion and improvements in Visual Studio Code. Unlike tools like Bolt, which target non-professionals, Augment focuses on enhancing productivity for experienced coders. It integrates seamlessly and offers features like project comprehension and code style adaptation. The tool suggests code improvements and facilitates efficient coding practices, optimizing the developer's workflow through quick feedback and contextual assistance.

https://thenewstack.io/augment-code-an-ai-coding-tool-for-real-development-work/

The 6 Best AI App Builders in 2025

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TLDR:

In 2025, the top six AI app builders are:

  1. Softr – Fast app generation, free and paid plans ($59/month).
  2. Microsoft Power Apps – Flexible with AI editing, starts at $20/user/month.
  3. Quickbase – Enterprise-grade functionality, starts at $35/user/month.
  4. Airtable Cobuilder – Integrates with Airtable for quick data views, free and paid options.
  5. Create – Builds apps from a single prompt, starting at $19/month.
  6. Databutton – Offers control using an AI agent, pricing starts at $20/month.

Criteria for evaluation included prompt interpretation, automatic functionality setup, no-code usability, customization tools, and easy publishing. The landscape is evolving rapidly, with platforms focusing on enhancing user experiences in app development through AI.

https://zapier.com/blog/best-ai-app-builder/

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