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16h

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AWS Weekly Roundup: re:Inforce re:Cap, Valkey GLIDE 2.0, Avro and Protobuf or MCP Servers on Lambda, and more (June 23, 2025)

Last week's AWS re:Inforce conference highlighted new security innovations and updates, including IAM Access Analyzer enhancements, MFA enforcement for root users, and AWS Security Hub improvements.
Amazon Verified Permissions team released an open-source package for Express.js, simplifying authorization implementation for web application APIs.
AWS Lambda now natively supports Avro and Protobuf formatted Kafka events, easing schema validation and event processing.
Amazon S3 Express One Zone introduces atomic renaming of objects with a single API call for efficient data management.
Valkey GlIDE 2.0 is launched with enhanced support for Go, OpenTelemetry, and pipeline batching for high-performance workloads.
Upcoming AWS events include GenAI Lofts for showcasing cloud computing and AI expertise, as well as AWS Summits in various regions.

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Infoq

129

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Spring News Roundup: Spring Vault Milestone, Point Releases and End of OSS Support

The Spring ecosystem saw significant activity during the week of June 16, 2025, with milestones and point releases across various projects.
Spring Vault 4.0 released its first milestone, while Spring Boot, Security, Authorization Server, Session, and others had point releases.
Several Spring projects, along with Spring Framework, will end OSS support on June 30, 2025.
Spring Boot versions 3.5.1, 3.4.7, and 3.3.13 brought bug fixes, documentation improvements, and new features.
Spring Security 6.5.1, 6.4.7, and 6.3.10 introduced bug fixes and new features like migration guides.
Spring Authorization Server, Spring Session, Spring Integration, Spring Modulith, Spring REST Docs, Spring AMQP, and others had updates with bug fixes and enhancements.
Spring Web Services 4.0.15 released with dependency upgrades and bug resolutions, addressing thread safety issues.
The first milestone release of Spring Vault 4.0 aligned with Spring Framework 7.0 and introduced new features for better null safety and HTTP implementations.
Multiple Spring projects will cease OSS support on June 30, 2025, with enterprise support ending in 2026.
Numerous details on the releases and updates can be found in the respective release notes.
The article provides a comprehensive overview of the Spring ecosystem updates and upcoming end of OSS support dates.

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7 Likes

Medium

387

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I Ditched ChatGPT for Uncensored AI — The Results Will Shock You.

The author shares their journey of transitioning from using a censored AI to exploring uncensored AI.
They describe feeling restricted by a controlled and sanitized AI experience.
The author found a community of open-source AI enthusiasts advocating for free and uncensored AI.
They discovered comprehensive resources listing powerful alternatives to mainstream AI models.
Despite initial intimidation, the author found it surprisingly easy to set up and run their own uncensored AI.
The uncensored AI provided depth, nuance, and tackled complex topics with conviction.
It excelled in creative writing, producing raw and emotionally complex narratives.
The transition symbolizes a shift in the author's perspective on technology and information.
Self-hosting AI tools allows for reclaiming digital sovereignty and controlling personal data.
The future of AI is envisioned as diverse and unrestricted voices on various machines.
The author emphasizes the freedom experienced with uncensored AI and contrasts it with controlled AI.
The transformative journey signifies a departure from being hemmed in by corporate-controlled AI.
The shift towards uncensored AI is likened to the early Hackintosh community's defiance against ecosystem control.
Empowerment through self-hosting encourages exploration of technology to its limits.
The uncensored AI experience instills a desire to remain outside the confines of a restricted digital environment.

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23 Likes

Medium

293

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Contributing to Open Source is Easier Than You Think: My Journey with Firebase Genkit

Contributing to open source empowers individuals to shape the tools they use daily.
Starting with labeled issues is crucial for newcomers interested in contributing.
Downloading the project, installing dependencies, and running tests are standard procedures.
Clear documentation and supportive communities are vital for attracting contributors.
Making it easy to contribute is essential for successful open source projects.
Fixing bugs involves analyzing code, debugging, and experimenting with solutions.
Preparing a pull request is a proposal to merge changes into the main codebase.
The review process helps contributors learn from experienced developers.
Engaging in a conversation and learning from others are key aspects of open source.
Seeing your code merged into the project is a satisfying validation of your contribution.
Open source offers a chance to expand skills, contribute meaningfully, and be part of a community.

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17 Likes

Medium

194

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Making Shakespeare Understandable: Modernizing Movie Subtitles with AI

Translating Shakespeare's plays into modern English has been done by various authors, educators, and playwrights in the past.
However, existing tools focus on reading or performing, neglecting the need for modern subtitles in movies.
A new AI tool aims to bridge this gap by modernizing Shakespeare's dialogue specifically for movie subtitles.
The tool preserves the original subtitle structure and timing, ensuring accuracy and continuity.
It targets .srt files directly, allowing easy integration with video players and other platforms.
The process involves chunking subtitles, formatting lines, strict system prompting, and reconstructing the .srt blocks.
The modernized subtitles maintain synchronization and enhance viewers' understanding without altering the original intent.
This innovation enables viewers to appreciate Shakespeare's works without struggling with archaic language barriers.

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11 Likes

Medium

125

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Decoding the Oracle Cloud-Health Attack: Did legacy gateways expose medical records for millions?

The article explores the potential connection between the breach of Oracle Cloud login servers and the theft of Protected Health Information (PHI) from Oracle Health/Cerner, impacting millions of patient records.
Credentials for subdomains related to 'cerner.com' were compromised, allowing access to sensitive patient information across healthcare providers.
The report suggests a 'chain attack' scenario penetrating Oracle Cloud servers for breaching Oracle Health/Cerner servers, emphasizing the need for further investigation.
Pre-Authentication Remote Code Execution (RCE) on Oracle Cloud login servers facilitated data exfiltration by threat actors.
The breach highlights concerns about Oracle's legacy Fusion Middleware and the vulnerabilities it poses in cloud-native platforms.
The incident signifies the critical importance of timely and transparent communication from organizations to address sophisticated cyber threats effectively.
The potential shift to open source EHR systems like OpenEMR and Ottehr is recommended for enhanced security and interoperability in healthcare settings.
Ottehr, a newly introduced open source EHR, is highlighted as a promising solution with scalability and modern technologies to support millions of patient visits.
The article underscores the need for healthcare providers to consider migrating to modern cloud-native architectures to mitigate risks associated with legacy systems.
The interconnectedness of Oracle's legacy systems and AI-driven cyber threats pose significant challenges, necessitating a shift towards more secure platforms.
Overall, the incident serves as a wakeup call for improving cybersecurity measures within the healthcare industry and promoting open source solutions for enhanced data protection.

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7 Likes

Medium

3.8k

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Debugging React Native in 2025: A Software Engineer’s Survival Guide

Debugging React Native in 2025: A Software Engineer’s Survival Guide.
Software engineers often experience unique pain related to debugging, such as layout issues, state resets in production, and unresponsive buttons.
The author, having worked on various tech stacks, highlights the challenges faced within React Native apps as particularly grueling and satisfying.
The article is a reflection on tools that helped the author navigate debugging challenges in React Native apps.
It emphasizes moving from guessing solutions to actually understanding and resolving issues, even those not reflected in logs.

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16 Likes

Nordicapis

175

10 Tools for Securing MCP Servers

Model Context Protocol (MCP) links AI-driven tools with organizational resources, necessitating secure MCP servers. Here are ten tools for securing MCP servers:
1. Salt Security MCP Server provides context-aware analysis and threat detection.
2. MCPSafetyScanner offers role-based testing and audit logging.
3. CyberMCP integrates with IDEs and offers natural language querying.
4. Invariant Labs MCP-Scan detects MCP-specific threats like tool poisoning.
5. Kong AI Gateway enables natural language API queries and behavior profiling.
6. MasterMCP provides Python toolkit for MCP security threat emulation.
7. MCP Security Scan is a lightweight, open-source scanner.
8. MCP for Security offers a suite of MCP-compatible functions for cybersecurity professionals.
9. Docker MCP Toolkit provides Docker-native integration and OAuth support.
10. Slowmist MCP Security Checklist offers risk-based assessment tools.

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10 Likes

Sdtimes

12h

249

Image Credit: Sdtimes

Google’s Agent2Agent protocol finds new home at the Linux Foundation

Google donated its Agent2Agent (A2A) protocol to the Linux Foundation at the Open Source Summit North America.
The A2A protocol offers a standard way for connecting agents to each other and complements Anthropic’s Model Context Protocol (MCP).
A2A protocol empowers developers to build agents capable of connecting with any other agent built using the protocol.
Initially, there were over 50 partners contributing to the project, including Atlassian, Cohere, Datadog, Deloitte, Elastic, Oracle, and Salesforce.
Now, there are over 100 technology partners involved in the A2A protocol project.
Joining the Linux Foundation will provide the project with vendor neutrality, inclusive contributions, and focus on extensibility, security, and real-world usability.
The Agent2Agent protocol aims to establish an open standard for communication, enabling interoperable AI agents across platforms and systems.
Rao Surapaneni, VP and GM of Business Applications Platform at Google Cloud, highlights the collaboration with the Linux Foundation for innovative AI capabilities under an open-governance framework.

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15 Likes

Amazon

14h

Image Credit: Amazon

Use Graph Machine Learning to detect fraud with Amazon Neptune Analytics and GraphStorm

Businesses and consumers face significant losses to fraud, with reports of $12.5 billion lost to fraud in 2024, showing a 25% increase year over year.
Fraud networks operate coordinated schemes that are challenging for companies to detect and stop.
Amazon Neptune Analytics and GraphStorm are utilized to develop a fraud analysis pipeline with AWS services.
Graph machine learning offers advantages in capturing complex relationships crucial for fraud detection.
GraphStorm enables the use of Graph Neural Networks (GNNs) for learning from large-scale graphs.
Steps involve exporting data from Neptune Analytics, training graph ML models on SageMaker AI, and enriching graph data back into Neptune Analytics.
Prerequisites include an AWS account, S3 bucket, required IAM roles, SageMaker execution role, and Amazon SageMaker Studio domain.
The article provides detailed steps for setting up environment, creating a Neptune Analytics graph, training models with GraphStorm, and conducting fraud analysis.
The workflow includes data preparation, training GraphStorm models, deploying SageMaker pipelines, enriching graphs, and analyzing high-risk transactions.
Advanced analytics include detecting community structures, ranking communities by risk scores, and using node embeddings to find similar high-risk transactions.
The post encourages further integrations with Neptune Database for online transactional graph queries and highlights workflow extensions.

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2 Likes

Arstechnica

15h

329

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Microsoft surprises MS-DOS fans with remake of ancient text editor that works on Linux

Microsoft released a modern remake of its classic MS-DOS Editor, called 'Edit,' built with Rust and compatible with Windows, macOS, and Linux.
Users are delighted to run Microsoft's text editor on Linux after 30 years, offering a nostalgic experience.
The original MS-DOS Editor introduced full-screen interface, mouse support, and navigable pull-down menus, setting a new standard in text editing.
Microsoft addresses the need for a default CLI text editor in 64-bit Windows by creating 'Edit,' a lightweight tool with modern features.
Developers have shown mixed-to-positive reception towards Microsoft's new open source 'Edit' tool, praising its cross-platform usability.
The new 'Edit' editor offers Unicode support, regular expressions, and can handle gigabyte-sized files, a significant upgrade from the original MS-DOS Editor.
Users can download 'Edit' on GitHub or through an unofficial snap package for Linux, emphasizing its broad accessibility.
The lightweight and efficient nature of 'Edit' highlights a newfound appreciation for fast and simple tools in software development.
Despite 34 years of tech evolution, Microsoft's 1991 design philosophy with MS-DOS Editor still resonates in 2025, signifying the enduring principles of text editing.

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19 Likes

Marktechpost

319

Google Researchers Release Magenta RealTime: An Open-Weight Model for Real-Time AI Music Generation

Google's Magenta team has introduced Magenta RealTime (Magenta RT), an open-weight, real-time music generation model that supports interactivity and dynamic style prompts.
Magenta RT allows real-time music generation with control over style prompts, leveraging Transformer-based language models and training on a dataset of instrumental stock music.
The model enables streaming synthesis, temporal conditioning, and multimodal style control through text or audio prompts, facilitating real-time genre morphing and instrument blending.
Magenta RT achieves a generation speed of 1.25 seconds per 2 seconds of audio, suitable for real-time usage with optimizations for minimal latency on free-tier TPUs.
Applications of Magenta RT include live performances, creative prototyping, educational tools, and interactive installations, with upcoming support for on-device inference and personal fine-tuning.
Magenta RT is open source and self-hostable, setting it apart from related models, emphasizing interactive generation and dynamic user control.
The model represents a significant advancement in real-time generative audio, balancing scale, speed, and accessibility while fostering community contribution.

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19 Likes

Marktechpost

DeepSeek Researchers Open-Sourced a Personal Project named ‘nano-vLLM’: A Lightweight vLLM Implementation Built from Scratch

DeepSeek Researchers released 'nano-vLLM', a lightweight vLLM implementation built from scratch in Python.
'nano-vLLM' prioritizes simplicity, speed, and transparency for users interested in efficient language model inference.
The project boasts a concise, readable codebase of around 1,200 lines while maintaining inference speed on par with the original vLLM engine.
Key features of 'nano-vLLM' include fast offline inference, clean and readable codebase, and optimization strategies like prefix caching and tensor parallelism.
'nano-vLLM' architecture involves components such as Tokenizer, Model Wrapper, KV Cache Management, and Sampling Engine for efficient processing.
Use cases for 'nano-vLLM' include research applications, inference-level optimizations, teaching deep learning infrastructure, and deployment on low-resource systems.
Limitations of 'nano-vLLM' include lack of dynamic batching, real-time token-by-token generation, and limited support for multiple concurrent users due to its minimalistic approach.
Despite its limitations, 'nano-vLLM' stands out as a tool for understanding LLM inference and building custom variants with support for key optimizations.

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3 Likes

Medium

174

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The 10 Open Source Tools I Can’t Live Without as a Developer (2025 Edition)

A developer shares a curated list of open source tools on GitHub that they can't live without in the 2025 edition.
The developer values open source tools for saving time, reducing clutter, and solving common development problems.
Open source tools are preferred due to being built by users themselves, transparent, flexible, and respecting developer autonomy.
The list includes powerful and practical software that enhances workflow with no fluff included.
While closed tools may be visually appealing and faster, open source tools offer better control over the tools and software being used.

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Hackernoon

203

Image Credit: Hackernoon

Authentication Sucks—So This Developer Built a Better Starting Point

The developer shares frustrations with authentication and architecture challenges encountered in building projects, prompting the idea to create a reusable solution.
Authentication was consistently a roadblock due to complexities like OAuth, JWTs, and session handling, leading to time-consuming implementations and messy code.
Architectural concerns for scalability and clean code were also prominent, highlighting the need for a template that could evolve and be easily extended by other developers.
The Full-Stack Clean Auth Template project was introduced as an open-source solution using Next.js, Express, Node.js, and TypeScript, emphasizing clean architecture principles and modularity.
Key features include a clean architectural separation, modularity, TypeScript support, scalability, and comprehensive documentation for quick adoption.
The template aims to streamline authentication and architecture decisions for product launches, enabling developers to focus on core features with a reliable foundation.
Open-source and community-driven, the project welcomes contributions and extensions to support additional frameworks such as React Native or Angular.
The developer actively maintains the project and encourages feedback, PRs, and suggestions from contributors to enhance the template's functionality and adaptability.
The template serves as a foundational tool to save time and simplify project setups, presenting a solution for developers weary of repetitive foundational work.

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