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Vibe Coding: Pairing vs. Delegation

In the Vibe Coding Handbook, a spectrum of coding modalities with GenAI is described, ranging from 'pairing' to 'delegating.'
'Pairing' involves working closely with the AI like in pair programming with a unique dynamic similar to working with a skilled AI architect.
Conversely, 'delegating' entails instructing the AI with minimal human interaction, suitable for low-novelty tasks with proven AI success.
Frequency of reporting and feedback varies based on task novelty, past experience, skill level, and task impact.
The concept of 'extreme delegation' is explored, drawing parallels to military command styles, notably naval command during the Napoleonic Wars.
Historical examples like Captain Jack Aubrey’s mission orders and Captain Ferreira's authority on the 'Black Ship' exhibit high levels of autonomy and trust.
ChatGPT speculates on Captain Ferreira's potential orders, highlighting the strategic and concise nature of mission directives.
The importance of understanding task novelty, past experience, skill level, task impact, and reporting frequency in AI delegation is emphasized.
Guidelines for AI delegation scenarios are provided, distinguishing between full delegation, guided delegation, active pairing, and expert consultation.
Signs that indicate excessive AI autonomy include scope creep, unfamiliar code patterns, deep nesting, performance degradation, and unexpected codebase changes.

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Kaspersky

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Supply chain attack via GitHub Action | Kaspersky official blog

Attackers compromised the popular GitHub Action tj-actions/changed-files, used in over 23,000 repositories, leading to a security vulnerability.
GitHub Actions are workflow patterns that automate common DevOps tasks triggering when specific events occur on GitHub.
The tj-actions/changed-files GitHub Action was infected with malicious code, disguised as the updateFeatures function.
Lessons from the incident include the need for information-security hygiene throughout the entire software development lifecycle and proper secrets management in GitHub Actions.

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Siliconangle

401

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WSO2 expands AI Agent capabilities with new platform-wide AI-native updates

Open-source technology provider WS02 LLC has announced platform updates to empower AI agents.
The updates extend across the entire WSO2 software stack, making it easier for enterprises to create, integrate, manage, and secure AI-driven digital services.
The AI-native development approach allows organizations to develop retrieval-augmented generation-based applications, AI-driven APIs, and multimodal AI integrations.
WSO2 AI-native updates include low-code and pro-code AI agent programming, AI API management, AI-enhanced Identity & Access Management, and AI-powered features across WSO2's core platforms.

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Medium

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What is a Container Runtime?

A container runtime is a piece of software responsible for running containers.
It pulls container images, starts and stops containers, and manages the container lifecycle.
Popular container runtimes include Docker, containerd, CRI-O, gVisor, and Kata.
Container runtimes are essential for running workloads in Kubernetes and play a crucial role in performance, security, compatibility, and community support.

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Dev

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How to Manage Software Development Projects Without the Chaos

Managing software development projects can be challenging due to scope creep, miscommunication, missed deadlines, and tool overload.
Chaos in projects can be controlled with the right strategies and tools, like Teamcamp, an all-in-one project management solution.
Common challenges in software project management include scope creep, miscommunication, missed deadlines, and tool inefficiencies.
Teamcamp addresses scope creep by prioritizing tasks, managing change requests, and promoting team collaboration with stakeholders.
Miscommunication between teams is tackled by Teamcamp through centralized collaboration, real-time notifications, and integrated documentation.
Missed deadlines and poor time management are addressed by Teamcamp with time tracking, task dependencies, and automated reminders.
Teamcamp reduces inefficiencies caused by using multiple tools by providing an all-in-one platform, seamless integrations, and a minimal learning curve.
Clear accountability and ownership issues are tackled by Teamcamp through role-based task assignment, progress tracking, and workload balancing.
Teamcamp helps in bug tracking and issue management by offering bug tracking, integrated issue management, and a prioritization system.
By bringing structure to the software development process, teams can improve collaboration, efficiency, and meet deadlines effectively.

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Dev

151

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How to Create a Virtual Machine on Azure

A virtual machine (VM) is a software-defined computer that runs on top of a physical server.
To create a virtual machine on Azure:
1. Login to the Azure Portal.
2. Search for 'virtual machine' in the resource services and documentation field.

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Dev

111

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🚀 Introducing CEIE 1.0 & 2.0: The Next Evolution in Project Versioning and Automation!

CEIE 1.0 & 2.0 is a project designed to automate and simplify version management and CI/CD pipelines.
CEIE 1.0 provides a Custom Versioning Model for automated version increments, while CEIE 2.0 offers a robust npm package for ultimate automation.
Key features include automated versioning based on commit history, seamless integration with GitHub Actions, and customizable automation processes.
CEIE is available for free for students with a college ID verification.

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Medium

111

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Deploying AKS Control Plane Alert Rules with Bicep Language.

AKS control plane alert rules with Bicep Language have been deployed.
New platform metrics are now available for AKS clusters, including API server and ETCD usage.
The code for this solution is available on GitHub for contribution.
The AKS control plane alert rules can be verified using the Azure Portal.

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Siliconangle

125

Image Credit: Siliconangle

Alphabet reportedly nears $30B acquisition of Israeli cloud security firm Wiz

Alphabet Inc. is reportedly in advanced talks to acquire Israeli cloud security firm Wiz Inc. for around $30 billion.
Wiz was founded in 2020 and offers a software platform designed to help companies detect vulnerabilities and malicious activity in their cloud setup.
The $30 billion acquisition, if completed, would be Alphabet's and Google's largest acquisition, surpassing their previous largest acquisition of Motorola Mobility for $12.5 billion in 2011.
Prior to these discussions, Wiz has raised $1.9 billion in funding and has made several acquisitions to drive its rapid growth.

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Itrevolution

102

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Resurrecting My Trello Management Tool and Data Pipeline with Claude Code using Vibe Coding

The author faced a challenge of reviving a tool essential for his book deadline and a data pipeline after years of neglect due to API changes and integration deprecation.
Using Claude Code, the author revived the critical tool, fixed long-standing bugs, and created a new Twitter data pipeline within a couple of days.
Steve Yegge also began using Claude Code and found it highly effective in resolving long-standing bugs in his codebase.
The author shares a detailed account of his experience with Claude Code, highlighting the interactive and efficient nature of the tool.
Claude Code operated as a coding assistant in the terminal, providing live feedback and assistance in identifying and fixing coding issues.
The author leveraged Claude Code to address bugs in the Trello card management app, making it easier to manage tasks and card movements.
With Claude Code's help, the author identified and rectified key issues in the app's architecture for long-term stability and maintainability.
The author discusses the nuances of 'vibe coding,' emphasizing the active engagement and problem-solving approach used with AI tools like Claude Code.
The narrative delves into Claude Code's capabilities, from fixing specific code issues to offering recommendations for improving code quality and testability.
The author shares insights on varying levels of delegation when working with AI tools like Claude Code, stressing the importance of active pairing for complex tasks.

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Medium

432

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AWS IAM Users, Roles, and Policies: A Guide with Best Practices

AWS IAM is crucial for managing access to AWS services and resources securely.
IAM users represent individuals with credentials to interact with AWS, while IAM roles provide secure access without long-term credentials.
IAM policies are JSON documents that define permissions for IAM identities.
Implementing least privilege, using roles, auditing policies, and utilizing AWS tools like Access Analyzer and CloudTrail can help reduce security risks.

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The New Stack

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Image Credit: The New Stack

How We Built a LangGraph Agent To Prioritize GitOps Vulns

In Kubernetes environments, managing vulnerabilities can be overwhelming; HAIstings, an AI-powered prioritizer using LangGraph and LangChain, was developed by Stacklok.
HAIstings helps prioritize vulnerabilities based on severity, infrastructure context, user insights, and evolving understanding through conversation.
Main components include k8sreport, repo_ingest, vector_db, and memory to gather data, provide context, store files, and maintain conversation history.
HAIstings uses LangGraph for conversation flow, retrieving data, creating reports, gathering context, and refining assessments based on new information.
A retrieval-augmented generation (RAG) approach efficiently retrieves relevant files from GitOps repositories for each vulnerable component.
CodeGate enhances security by redacting secrets and PII, controlling model access, and maintaining a traceable history of interactions with AI models.
Configuring HAIstings with CodeGate involves updating the LangChain configuration to work seamlessly with the security controls provided.
The combined system provides context-aware vulnerability prioritization while ensuring strict security measures are in place.
HAIstings can generate security reports highlighting critical vulnerabilities, providing tailored recommendations for prompt attention.
Performance considerations emphasize the trade-off between latency and security benefits when utilizing LLMs for vulnerability prioritization.

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Dev

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Is Kubernetes Still the Future of Container Orchestration?

Kubernetes has been the dominant force in container orchestration, but its future is being questioned.
Some challenges of Kubernetes include complexity, operational overhead, and cost considerations.
Alternatives like Google Cloud Run and AWS Fargate are gaining ground.
The future of Kubernetes might involve addressing complexity, exploring managed services, or emerging technologies.

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The New Stack

406

Image Credit: The New Stack

Meet Kagent, Open Source Framework for AI Agents in Kubernetes

Solo.io introduces kagent, an open source framework designed for building and running AI agents in Kubernetes to streamline workflows.
Kagent caters to DevOps and platform engineers by offering tools, resources, and AI agents for automating tasks like configuration, troubleshooting, observability, and network security.
It integrates with other cloud native tools through the Model Context Protocol (MCP), aiming to standardize AI model integration with APIs.
Based on Microsoft's AutoGen framework, kagent is open source with an Apache 2.0 license.
Initially an internal solution, kagent arose from a customer issue where Solo.io's expertise in Istio and Envoy was leveraged to resolve network problems for an insurance company.
Solo.io plans to contribute kagent to the Cloud Native Computing Foundation (CNCF) after donating Gloo Gateway in November.
Kagent's launch includes tools for Argo, Helm, Istio, Kubernetes, Grafana, Prometheus, and a cloud native expert knowledge base.
The framework comprises three layers: tools, agents for autonomous tasks like canary deployments and security policies, and a declarative API for building and running agents.
Solo.io envisions kagent as a community-driven project with scalability through additional agents contributed by the ecosystem.
Future plans for kagent include tracing capabilities, metrics expansion, multi-agent support, and broadening support for large language models.

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Dev

169

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🚀 How I Merged Multiple Kubernetes Clusters with Zero Downtime

Merging multiple Kubernetes clusters can reduce costs, simplify security, and cut DevOps headaches.
Before merging, it is important to map your microservices and move dependent services together to prevent unexpected failures.
Unified monitoring and logging can be achieved by moving monitoring tools into a single cluster.
To improve traffic routing, unify the load balancers and have separate gateways for external and internal requests.
To strengthen security, implement firewall rules, JWT-based authentication, and NetworkPolicies to control access and communication.

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