January 13, 2026

26 articles from this day

New VoidLink malware framework targets Linux cloud servers

VoidLink is a sophisticated Linux malware framework targeting cloud environments, utilizing advanced techniques for stealth and evasion. Its modular architecture allows for extensive functionality, including reconnaissance, credential harvesting, and anti-forensics, making it a significant threat to cloud security.

Bleeping Computer Dev Tooling & DX dev-tooling-dx linux

Open Sourcing Dicer: Databricks’ Auto-Sharder

Dicer, an auto-sharding system from Databricks that enhances service performance and availability by dynamically managing sharding assignments. It addresses the limitations of static sharding and offers insights into its design, use cases, and benefits for high-performance distributed systems.

Databricks Blog Dev Tooling & DX dev-tooling-dx

PinLanding: Turn Billions of Products into Instant Shopping Collections with Multimodal AI

PinLanding, a multimodal AI pipeline that generates shopping collections by analyzing user search patterns and product attributes. It employs advanced techniques like CLIP-style models and LLMs to enhance search precision and improve e-commerce experiences at scale.

Pinterest Engineering Building AI Products engineering building-ai-products pinterest

Running Lean at Scale

pbcc is a custom Protocol Buffers implementation for Python that significantly enhances performance and memory efficiency for large datasets. By utilizing ahead-of-time compilation and a Pythonic API, pbcc provides a streamlined experience for serialization and deserialization, addressing limitations of the standard library.

Hacker News AI-Assisted Coding startup

Serverless MCP: Stateless Execution for Enterprise AI Tools

A deep dive into serverless Model Context Protocol (MCP) architecture for enterprise AI tools, emphasizing stateless execution and its benefits for scalability and reliability. It outlines design patterns and practical implementations, showcasing how to optimize tool calls and manage state effectively in cloud environments.

Dev.to AI Agents & Tool Use mcp automation architecture

Stop Picking Sides: Manage the Tension Between Adaptation and Optimization

The critical balance between adaptation and optimization in software development, advocating for a dual operating model of exploration and exploitation. It provides actionable insights on managing this tension effectively, emphasizing the importance of tailored decision-making and minimizing handoff tax for improved team performance.

Martin Fowler Dev Tooling & DX programming

1 year of using AI tools in enterprise apps — here’s what I learned

The article shares insights from a year of integrating AI tools into enterprise POS app development, emphasizing a shift from manual coding to AI-assisted architecture design. Key practices include leveraging TDD, maintaining clean code history, and treating AI output as integral to the development process.

Dev.to Building AI Products programming building-ai-products android

An archaeology of tracking on government websites

A longitudinal study reveals that third-party trackers are present on approximately 50% of government websites by 2025, raising significant privacy and security concerns. The research highlights the dominance of a few large US-based organizations in tracking, emphasizing the need for improved data sovereignty on public-service platforms.

Hacker News Dev Tooling & DX startup

A gRPC transport for the Model Context Protocol

The integration of gRPC as a native transport for the Model Context Protocol (MCP), emphasizing performance benefits like reduced latency and enhanced security features. It highlights how this approach simplifies interactions for enterprises already leveraging gRPC, fostering operational consistency and developer productivity.

Google Cloud Blog AI Agents & Tool Use ai-machine-learning application-development developers-practitioners

Beyond Discord: How I would Architect Community Infrastructure on AWS

Architecting community infrastructure on AWS requires a focus on security, scalability, and operational efficiency. Implementing IAM for permissions, using AWS Fargate for serverless computing, and managing infrastructure with Terraform and Git are key strategies for building a robust backend.

Dev.to Dev Tooling & DX aws career cloudnative

Dart Frog Tutorial Part 2: Building Your First Real REST API (Full CRUD with Todos) 🐸

This tutorial provides a comprehensive guide to building a full CRUD REST API using Dart Frog, covering essential practices like dynamic routing, UUID generation, and JSON validation. By the end, readers will have a production-ready API, enhancing their Dart and backend development skills.

Dev.to AI-Assisted Coding dart backend fullstack

Dependency Tracking Fundamentals (II)

This article delves into React's dependency tracking model, highlighting its limitations such as unnecessary re-renders and manual dependency management. It contrasts this with the Signals model, which offers an explicit dependency graph for fine-grained updates, improving performance in complex applications.

Dev.to AI-Assisted Coding javascript webdev frontend

From Docker Errors to Production-Ready: Building a PHP Microservices CI/CD Pipeline

The author's journey in transforming a chaotic PHP microservices project into a robust CI/CD pipeline using Docker and GitHub Actions. It covers practical challenges faced, solutions implemented, and emphasizes the importance of documentation, health checks, and infrastructure as code.

Dev.to Building AI Products webdev building-ai-products php

From Manual Tasks to Full Automation: How AI-Powered Web Scraping Pipelines Boost Productivity by 10x

The transformative impact of AI-powered web scraping pipelines on data collection, emphasizing their ability to automate processes, adapt to dynamic web environments, and enhance productivity by up to 10x. Key components include intelligent automation, adaptive anti-bot strategies, and self-healing error recovery, which collectively improve data quality and operational efficiency.

Dev.to Dev Tooling & DX automation webscraping ai

From Startup to Unicorn: A Blueprint for Secure Enterprise Architecture

A Modular Hybrid Architecture for secure enterprise applications, balancing speed and stability for startups. It emphasizes a Reactive Security Flow using Spring Boot, Redis, and JWT, while advocating for a multi-schema database strategy to optimize costs and maintain security.

Dev.to Building AI Products software architecture springboot

How to Implement Google One Tap in React with Auth0 and FedCM

A comprehensive tutorial on integrating Google One Tap authentication in a React application using Auth0. It covers the setup process, the benefits of using Federated Credential Management (FedCM), and includes practical code examples for seamless user authentication.

Auth0 Blog Building AI Products building-ai-products

How to Run Jest Integration Tests in Parallel Using Isolated SQL Schemas

Running Jest integration tests in parallel can lead to flaky results due to shared database access. Implementing isolated SQL schemas for each worker ensures data integrity and reliable test outcomes, allowing for efficient parallel execution without interference.

Dev.to AI-Assisted Coding javascript jest performance

How to Write an Oscar-Worthy LLM Prompt: Your Guide to the Prompt-Chaining Framework

The RTRI framework—Role, Task, Rules, and Input/Output—as a structured approach to prompt engineering for LLMs. It emphasizes the importance of clear instructions and demonstrates how to enhance AI responses through prompt chaining, ultimately improving output quality and relevance.

Gusto Engineering Prompt Engineering & Evals llm prompt-engineering prompt-engineering-evals

Mastering Word Document Automation in C#: Integrating Checkbox and Picture Content Controls

A comprehensive tutorial on automating Word document generation in C# using Spire.Doc. It covers the integration of checkbox and picture content controls, offering practical code examples and insights into enhancing document interactivity and efficiency.

Dev.to AI-Assisted Coding ai-assisted-coding csharp automation

Owners, not renters: Mozilla's open source AI strategy

Mozilla's open-source AI strategy focuses on enhancing developer experience and promoting decentralized, user-controlled AI systems. The article highlights how open-source frameworks can improve usability and integration, making AI development more accessible and beneficial for all stakeholders.

Hacker News Open Source Drops startup

Power Apps - Canvas - Onstart How to avoid ruining your application

Optimizing the OnStart function in Power Apps is crucial for enhancing performance and maintainability. By treating OnStart as a thin orchestration layer and delegating logic to named formulas and UDFs, developers can avoid common pitfalls that lead to slow and fragile applications.

Dev.to AI-Assisted Coding powerapps powerplatform lowcode

Serverless Picture Gallery on Google Cloud - Part 3

This tutorial details the implementation of a serverless image processing application on Google Cloud, leveraging Firestore for metadata storage and Vertex AI for image augmentation. It provides in-depth guidance on using Cloud Run, Terraform, and various Google Cloud services, making it a valuable resource for developers exploring cloud architecture.

Dev.to Dev Tooling & DX gcp googlecloud vertexai

Tell HN: DigitalOcean's managed services broke each other after update

A critical incident where DigitalOcean's managed PostgreSQL update disrupted private VPC connectivity to managed Kubernetes, highlighting a Cilium bug. It emphasizes the trade-offs of using managed services, revealing that they can introduce new failure modes that are beyond user control.

Hacker News Dev Tooling & DX startup

Testing WebAuthn in CI: E2E Automation with Virtual Authenticators and Mailpit [Part 2]

A detailed guide on automating WebAuthn testing in CI environments using virtual authenticators and Mailpit for OTP retrieval. It addresses common challenges like email race conditions and locale-specific testing, offering practical solutions and code snippets for effective implementation.

Dev.to Dev Tooling & DX e2e playwright webauthn

Ditch Matplotlib: Create an Interactive Python Chart in 3 Lines of Code

This article demonstrates how to create interactive charts in Python using Plotly Express with minimal code, contrasting it with the more detailed Plotly Graph Objects approach. It provides insights into when to use each method for effective data visualization in exploratory analysis and production environments.

Dev.to AI-Assisted Coding datascience python matplotlib

Signal leaders warn agentic AI is an insecure, unreliable surveillance risk

Signal leaders raise critical concerns about agentic AI, highlighting its vulnerabilities to malware and surveillance risks. They emphasize the probabilistic nature of AI tasks, questioning reliability and advocating for transparency and better security measures in AI implementations.

Hacker News AI Agents & Tool Use startup