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PlanetPython

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Python Insider: Python 3.14.0 beta 3 is here!

Python 3.14.0 beta 3 is now available, as part of the Python 3.14 development cycle.
Beta releases like 3.14.0b3 allow the community to test new features and bug fixes before the final release.
Maintainers of third-party Python projects are encouraged to test with 3.14 and report any issues.
Python 3.14 is feature-complete in the beta phase, with minimal changes expected after the first release candidate.
Key features of Python 3.14 include support for free-threaded Python, deferred type annotation evaluation, and template string literals.
Other additions in Python 3.14 are multiple interpreters in the standard library, Zstandard compression support, and improved UUID module.
Python 3.14 also introduces enhancements in debugging, error messages, HMAC implementation, and remote attaching in the pdb module.
Build changes include using Sigstore for verifying release artifacts and providing an experimental JIT compiler in macOS and Windows binaries.
Incompatible changes, removals, and deprecations are documented for Python 3.14.
The Python installer for Windows is replaced by a new install manager, available from the Windows Store or FTP page.

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Dev

380

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# Leveraging BioChatter: A Conversational AI Backend for Biomedicine

BioChatter is an open source Python package released on June 6, 2025, aimed at integrating conversational AI into biomedical research workflows.
The package provides a backend interface for connecting large language models with biological knowledge graphs and common biomedical tasks using a unified API.
Users can install the package via pip and interact with models by sending prompts and receiving structured outputs.
BioChatter supports integration with BioCypher, evaluation metrics, and model agnostic chaining to compare different large language models.
The library simplifies the development of applications like gene disease extractors and dialog agents for molecular data by automating various components.
It facilitates reproducible benchmarks in biomedical NLP and provides researchers with an easier way to prototype and evaluate conversational AI pipelines.
Interested individuals can explore the documentation on the GitHub repository, experiment with custom prompts, and contribute to the community.
BioChatter enables the integration of large language models into scientific workflows, paving the way for more conversational and data-driven tools in biology.

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RealPython

154

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Exploring Python's list Data Type With Examples

The list class is a fundamental built-in data type in Python, offering a variety of features for organizing and manipulating data.
Understanding lists is essential for Python developers, given their versatility and usefulness in managing different types of data.
Lists are commonly utilized in various real-world coding scenarios due to their wide range of applications.
A video course is available to explore Python lists in depth and gain a comprehensive understanding of their functionalities.
The course covers creating new lists, accessing items in lists, copying, updating, resizing, and concatenating lists.
Additionally, sorting, reversing, and iterating through lists are explained to improve coding efficiency.
Other advanced features of Python lists are also discussed in the course.
The course aims to enhance Python skills through practical examples and exercises.

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Dev

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How to Use Mock Service Worker (MSW) and Storybook for Efficient UI Development

Efficient testing and development workflows are crucial for modern web applications, with Mock Service Worker (MSW) and Storybook being key tools for frontend developers.
MSW allows for mocking network requests, while Storybook provides a structured environment for developing and testing UI components individually.
Reasons to use MSW include decoupling frontend from backend, seamless testing, and the ability to control and mock various API response scenarios.
Storybook's advantages include component isolation, faster UI development, easy documentation, and enhanced collaboration among developers and designers.
Setting up Storybook in the project involves installing and starting Storybook to display components effectively in different states.
Creating stories in Storybook helps represent UI components, and integrating MSW with Storybook enables the simulation of component behavior with various responses.
Advanced use cases for MSW in Storybook involve handling different API responses and automating visual and interaction tests using tools like Chromatic.
Best practices for MSW and Storybook include using MSW for all network requests, creating comprehensive stories, combining with unit and integration tests, and documenting component behavior.
Using MSW and Storybook together streamlines UI development, testing, and documentation, enhancing frontend productivity and reliability.
Experiment with advanced MSW scenarios, share Storybook stories for collaboration, and automate testing processes for improved workflow efficiency.

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Medium

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What Shouldn’t We Ask ChatGPT About Software?

Sharing entire codebases or significant portions with external tools like ChatGPT in enterprise environments can pose serious risks due to potential exposure of sensitive business logic, API keys, and internal details.
Loading code into AI tools may violate internal policies, privacy agreements, or data protection laws and may lead to unintentional breaches.
Developers should avoid pasting full or sensitive project code into AI tools to prevent potential security and privacy risks, especially in commercial or custom applications.
Asking ChatGPT to perform unethical or illegal activities like exploiting systems through SQL injections or password cracking can pose risks and is not advisable.
ChatGPT lacks access to local development environments, logs, or system configurations, hindering its ability to diagnose real-time issues accurately.
Requesting completion of full-scale projects from ChatGPT is a common misuse as it may result in hypothetical answers, promoting incorrect processes.
Developers should strive to understand the code they write rather than relying solely on ChatGPT, utilizing it as a learning aid rather than a substitute for effort.
Vague or incomplete code questions to ChatGPT may yield poor-quality responses, necessitating clear, detailed input for effective assistance.
Using ChatGPT judiciously as a programming aid can enhance skills in software development, emphasizing the importance of understanding and learning rather than blind reliance.

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PlanetPython

256

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Mike Driscoll: Python 201 �� All About the TypedDict

Python supports type hinting but does not enforce it, requiring external tools like Mypy.
TypedDict allows adding type hinting to heterogeneous dictionaries with values of different types.
Type hinting a regular dictionary involves using dict[key_type, value_type].
Python versions before 3.9 required 'from typing import Dict' for type hinting.
TypedDict was introduced in Python 3.8 for dictionaries with different value types.
TypedDict helps in situations where a dictionary has values of various types.
Using TypedDict ensures better type checking and prevents errors.
Creating a TypedDict involves defining a class that inherits from TypedDict.
Dealing with keys containing spaces in a TypedDict requires using TypedDict constructor instead of subclassing.
TypedDict is useful for type-hinting complex dictionaries, even within other data structures like lists or tuples.

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Dev

265

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You Can Write Code — But Can You Read It? 🧩

Reading code, especially code you didn’t write, is often harder than writing it.
Challenges in reading code include decoding decisions without context, uncertainty on what to focus on, unfamiliarity with naming conventions, and the inability to rewrite everything to match personal understanding.
Developing the skill to read code is crucial for bug fixes, adding new features, and code reviews on a team.
Improving code-reading skills requires tracing data flow, exploring open-source projects, asking 'why' about coding decisions, refactoring old code, and engaging in code reviews.
Being proficient at reading code involves asking the right questions, following the trail of logic, and maintaining curiosity.

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Medium

196

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Roadmap Awareness

To stay aware of shifts in organizational direction, new Engineering Managers can monitor quarterly or half-year roadmaps shared in various formats like slide decks or documents.
Identifying patterns in roadmaps can provide insights, such as increased projects in areas like document extraction hinting at upcoming data ingestion needs.
Attending cross-functional planning reviews or roadmap readouts can offer valuable information without the need to actively participate.
Asking simple but insightful questions during interactions, like 'What's on the roadmap next quarter?' in 1:1s, can provide early awareness of upcoming changes and projects.
Consistent inquiry about future roadmaps can lead to learning about changes and launches in advance, enhancing planning skills and partnership abilities.
Adopting a simple quarterly forecasting framework can help in anticipating organizational shifts and being better prepared.
Developing the habit of reading early signals of change is crucial for engineering teams to be proactive and resilient.
Proactive monitoring and awareness of roadmap shifts can prevent unexpected surprises and better prepare for upcoming changes in the organization.
Monitoring roadmap changes is a beneficial practice for Engineering Managers to enhance foresight and planning abilities.
Simple strategies like asking relevant questions and paying attention to roadmap patterns can significantly improve an Engineering Manager's awareness of organizational direction shifts.

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Siliconangle

188

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Apiiro report reveals industry differences are shaping generative AI risk profiles

A new report from Apiiro Ltd. shows differences in how industries adopt and secure generative AI in software development.
Retail organizations are quickly integrating generative AI into customer-facing systems compared to financial institutions.
Financial institutions are moving more cautiously with older codebases, leading to greater risk exposure.
Apiiro's analysis found a seven-fold increase in secrets exposure in generative AI repositories in finance.
Retail codebases are 1.8 times more likely to contain sensitive data compared to finance.
Retail developers mainly use OpenAI's Python software development kits, while financial teams experiment with various tools.
Generative AI in retail is customer-facing and wired into sensitive data, while in finance, it's older and layered onto legacy systems.

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Logrocket

376

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Skipping product discovery: When it’s better to go ahead and ship

Product discovery is crucial but not always necessary - skipping it can speed up product development.
Discovery is about understanding what to build through research and validation before development.
It's recommended to invest in discovery when starting from scratch, entering new user segments, or innovating.
However, skipping discovery can be justified if the feature development is faster than research.
For time-sensitive decisions, launching quickly may outweigh detailed discovery processes.
High confidence, immediate development needs, and strategic bets are cases warranting skipping discovery.
Focus on discovery for new ventures, but consider skipping when confidence is high or time is of the essence.
Strategic decisions sometimes require fast actions and risk evaluation rather than extensive user research.
Building successful companies involves a balance of user input and strategic choices.
Product discovery is essential but should be balanced with practical considerations for efficient product delivery.

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Alvinashcraft

226

Dew Drop – June 17, 2025 (#4441)

Microsoft's SQL Server 2025 and Azure DevOps are highlighted in various content pieces.
Web and Cloud Development topics cover CSS, ASP.NET Core, Svelte, Angular, TypeScript, and more.
WinUI, .NET MAUI, and XAML articles discuss .NET MAUI data entry, and integrating the scheduler.
Visual Studio and .NET content include matrix inverse in C#, common mistakes, PDF security, Python integration in .NET, and more.
AI-related topics focus on Microsoft Docs MCP, Azure DevOps MCP Server, OpenAI for Government, and risks of using AI coding tools.
Design, Methodology, and Testing articles cover Git updates, test planning, GitHub Actions, and developer productivity.
Mobile, IoT, and Game Development topics offer insights into AI on Android.
Podcasts feature discussions with former Microsoft CEO Steve Ballmer, Trader Joe's podcast, and more industry insights.
Database section provides a quickstart guide for running SQL Server Linux container images with Docker.
SharePoint, M365, and MS Teams present updates on Teams Free from May 2025.
Miscellaneous news includes announcements on Files Preview, Intel layoffs, WhatsApp ads, and changes to Windows Hello facial recognition by Microsoft.

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Dev

329

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5 ways custom software enhances customer experience (CX)

Businesses must deliver exceptional customer experiences in today's competitive landscape.
Custom software tailored to customer needs can greatly enhance interactions.
Personalization at scale is achievable through custom software, leading to higher customer engagement and satisfaction.
Custom software allows for frictionless user journeys by designing workflows based on user behavior.
24/7 availability and self-service options empower customers and reduce support team workload.
Faster response times are facilitated by custom software through automation and real-time data access.
Consistency across channels is crucial for seamless customer experiences and brand trust.
Custom software investment leads to better customer retention and loyalty.
Custom software is about creating meaningful experiences to drive customer loyalty.
Regardless of business size, focusing on customer-centric software development is a smart move.
Custom software enhances not only backend operations but also customer-facing interactions.
Tailored experiences foster deeper customer relationships and satisfaction.
Businesses are urged to invest in custom software to meet evolving customer expectations.
Personalized interactions are key to satisfying consumers and maintaining loyalty.
Efficient workflows and self-service options are pivotal for modern customer satisfaction.
Automated processes and real-time data access are essential for swift customer issue resolution.
Omnichannel consistency ensures a smooth customer journey and brand image.
Building software around customers is crucial for long-term success in today's market.

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Dev

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Flutter Deep Linking: Pathways to specific app content

Deep linking in Flutter allows linking directly to specific content within a mobile app, enhancing user experience and marketing campaigns.
It involves using traditional deep links, deferred deep links, and universal links (iOS) / app links (Android).
Deep links consist of a scheme, host, path, query parameters, port, and fragment to direct users to app content.
Android setup for deep linking involves adding supported hosts to the manifest, verifying domains, and testing deep links.
iOS setup includes configuring associated domains, adding URL schemes in info.plist, and verifying the iOS server for deep links.
Handling deep links in Flutter with GoRouter offers URL-based navigation and setting up routes for different screens.
To navigate to the deep link destination, metadata needs to be added in AndroidManifest.xml for Android and Info.plist for iOS.
Testing deep link implementation on Android and iOS is crucial to ensure navigation to the specific screen.
In conclusion, deep links improve user experience by providing direct access to app content, and GoRouter supports deep linking in Flutter.
The article covers setup, implementation, and testing of deep links in Flutter for Android and iOS, enhancing user experience and cross-platform consistency.

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Medium

Inferiority Complex and You

Inferiority complex can be damaging and lead to low self-confidence and self-worth.
It can prevent individuals from embracing their own abilities and achievements.
Constantly comparing oneself to others can fuel feelings of inferiority.
Inferiority complex can erode one's sense of self and lead to 'imposter syndrome.'
People may not realize the impact of inferiority complex until others start mistreating them.
No one deserves to be mistreated, regardless of their perceived inadequacies.
The author shares a personal story of succumbing to inferiority complex and its consequences.
Encourages individuals to stop comparing themselves to others and focus on self-improvement.
Recommends reprogramming oneself and starting the journey of self-discovery and growth.

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Dev

167

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🚀 Hack Club Summer of Making 2025: Code, Create & Win Prizes!

Hack Club Summer of Making 2025 offers a platform for high school students to code, create, and win prizes.
Participants can build cool projects, including websites, robots, games, and hardware hacks, while receiving funding, mentorship, and prizes.
It is a celebration of youth creativity and open-source building, not a competition.
Two ways to win prizes: building projects for ages ≤18 and referring friends of all ages.
To earn rewards, sign up on summer.hackclub.com, submit projects, and refer friends through pyramid.hackclub.com.
Sharing referral links in various spaces like schools, coffee shops, and libraries can increase chances of winning epic prizes.
Prizes ship globally from Hack Club HQ in Vermont, USA, with free international shipping covered.
Joining or sharing the Summer of Making allows participants to build portfolios, gain tech experience, win prizes, and be part of a global teenage maker community.
The initiative encourages individuals to help teens discover tech and offers rewards for spreading the word.
The program is aimed at making the summer meaningful by engaging in tech projects and collaborations.

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