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- 🔥Column Filter Logic: Efficiently Handling Field Exceptions
🔥Column Filter Logic: Efficiently Handling Field Exceptions
PLUS: Explore groundbreaking innovations, from rendering millions of images to refining column filter logic, and stay ahead in the ever-evolving tech landscape.
Daily Issue #121 | Subscribe to DS | Daily Sandbox Pro
🛩️ QUICK SUMMARY
Hello Developers!
Discover how a canvas-based approach renders 10 million images, revolutionize date handling with the Temporal API, and stay ahead in software engineering by mastering emerging skills. Learn how deep learning models power advanced AI tasks, why side project time deserves a comeback, and how to inspire the next generation of developers. Streamline Agile workflows with CrewAI for Jira and explore GitHub’s process for evaluating AI models for Copilot.
Discover atrament for beautiful canvas drawings, pythagora for automated Node.js testing with LLMs, apostrophe for powerful open-source content management, and the p5.js-web-editor for accessible creative coding directly in your browser.
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🎆 NEWS, INNOVATIONS, TRENDS, TUTORIALS
Rendering 10 million small images on a webpage - This project archives the state of the internet in 2025 by allowing users to contribute 64x64 pixel images. It optimizes rendering with a canvas-based approach and combines tiles into larger blocks to reduce network overhead and improve performance.
Temporal API - Temporal API revolutionizes date and time handling with precise, immutable, and intuitive tools, solving issues like inconsistent parsing, time zone complexity, and mutability in the legacy Date object. With features like robust time zone management, advanced duration handling, and support for different calendars, it's perfect for modern applications.
Skills, Trends, and Career Growth - Software engineering is defined by emerging trends, essential skills, and expansive career opportunities, making it a cornerstone of technological innovation. Master modern programming languages, embrace AI tools, and stay ahead in fields like cloud computing, DevOps, and cybersecurity to thrive in this evolving landscape.
What is the "Deep" in Deep Learning? - Deep learning refers to AI/ML models with multiple hidden layers, enabling them to learn complex, hierarchical patterns. Unlike shallow models, deep architectures excel in tasks like image recognition, NLP, and generative models by leveraging advanced features like ReLU activation, parameter sharing, and end-to-end learning. Despite challenges like computational demands and overfitting, innovations like transfer learning and batch normalization continue to drive their widespread adoption across industries.
An Ode to Side Project Time - Once a cherished perk in tech, side project time has faded from the spotlight. Frederick O’Brien makes a compelling case for its revival and the value it brings to workplaces.
Supporting the Next Generation of Developers - Empower the teen in your life to kickstart their journey in open source development and build valuable skills for the future.
Simplifying Backlog Definition on Jira with CrewAI - Automating backlog creation and refinement in Agile workflows becomes seamless with CrewAI, a platform that orchestrates Generative AI agents to interact directly with Jira. These agents break down requirements into actionable Epics and User Stories, integrate security and testing best practices, and streamline task management. While the prototype excels in automating Agile processes, future enhancements like Retrieval-Augmented Generation and advanced Jira interactions promise even greater efficiency and precision.
How GitHub Evaluates AI Models and LLMs for Copilot -The GitHub Copilot team provides a behind-the-scenes look at their evaluation process, highlighting the importance of offline testing to ensure all AI model updates meet rigorous standards before being deployed to production.
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💻 AI DID HELP!! 🤩🥳
Problem: I needed to rewrite the logic in my column filter method to ignore dr_name and pt_name fields from being filtered out.
filtered_columns = filtered_columns.filter(col => {
let is_excluded = /_id$/i.test(col.field) ||
/^(pt_|dr_)/i.test(col.field);
return !is_excluded;
});
AI Suggestion: WORKED LIKE A CHARM!!! 🤩🥳
filtered_columns = filtered_columns.filter(col => {
let is_excluded = /_id$/i.test(col.field) ||
(/^(pt_|dr_)/i.test(col.field)
&& !['pt_name', 'dr_name'].includes(col.field));
return !is_excluded;
});
Explanation:
Regex Matching for _id, pt_, and dr_:
/_id$/i.test(col.field) checks if the field ends with _id.
/^(pt_|dr_)/i.test(col.field) checks if the field starts with pt_ or dr_.
Explicit Allowance for pt_name and dr_name:
!['pt_name', 'dr_name'].includes(col.field) ensures these specific fields are excluded from the filtering condition.
🤖 AI GENERATED, OR REAL?
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🧰 CODING TOOLBOX
atrament - A small JS library for beautiful drawing and handwriting on the HTML Canvas.
pythagora - Generate automated tests for your Node.js app via LLMs without developers having to write a single line of code.
apostrophe - A full-featured, open-source content management framework built with Node.js that empowers organizations by combining in-context editing and headless architecture in a full-stack JS environment.
p5.js-web-editor - The p5.js Editor is a website for creating p5.js sketches, with a focus on making coding accessible and inclusive for artists, designers, educators, beginners, and anyone else! You can create, share, or remix p5.js sketches without needing to download or configure anything.
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