AWS explores strategies for optimizing costs associated with generative AI implementations in enterprise environments. The blog post likely provides insights into efficient resource allocation and cost-effective approaches for leveraging generative AI technologies on the AWS platform.
https://aws.amazon.com/blogs/enterprise-strategy/generative-ai-cost-optimization-strategies
https://aws.amazon.com/blogs/enterprise-strategy/generative-ai-cost-optimization-strategies
Amazon
Generative AI Cost Optimization Strategies | Amazon Web Services
Maximize AI's value without breaking the bank - this guide explores cost-optimization strategies across the AI lifecycle, from model selection and data management to FinOps practices.
Forwarded from Best Channels for Tech guys
🐍 Python Notes 🐍
Stay on top of your Python skills with concise notes, tips, and tricks for every level of developer! Whether you're a beginner or advanced, these notes cover everything from basic syntax to advanced libraries and real-world applications.
📘 Comprehensive Python Guides
⚙️ Practical Coding Tips & Tricks
🚀 Master Python, Step by Step
✨ Subscribe now and boost your Python knowledge! 📲
Stay on top of your Python skills with concise notes, tips, and tricks for every level of developer! Whether you're a beginner or advanced, these notes cover everything from basic syntax to advanced libraries and real-world applications.
📘 Comprehensive Python Guides
⚙️ Practical Coding Tips & Tricks
🚀 Master Python, Step by Step
✨ Subscribe now and boost your Python knowledge! 📲
👍2❤1
The author shares their experience with OpenTelemetry, highlighting its potential as a unified observability framework for logs, metrics, and traces. They discuss the benefits of OpenTelemetry's vendor-agnostic approach and its ability to simplify data collection from various sources, while also addressing challenges such as complexity and documentation gaps.
https://medium.com/@magstherdev/opentelemetry-journey-87efbfa261db
https://medium.com/@magstherdev/opentelemetry-journey-87efbfa261db
Medium
OpenTelemetry Journey
The Highs, Lows, and Lessons Learned
❤2
The article explores the challenges of creating code that is not only functional for computers but also intuitive for human developers to use and understand. He emphasizes the importance of user-friendly design in frameworks, libraries, and APIs, highlighting the need for easy onboarding, learning through examples, and avoiding conceptual overload.
https://erikbern.com/2024/09/27/its-hard-to-write-code-for-humans.html
https://erikbern.com/2024/09/27/its-hard-to-write-code-for-humans.html
Erik Bernhardsson
It's hard to write code for computers, but it's even harder to write code for humans
How to build developer tools for happiness and productivity.
A single binary kubernetes dashboard to manage your multiple clusters.
https://github.com/kubewall/kubewall/
https://github.com/kubewall/kubewall/
GitHub
GitHub - kubewall/kubewall: kubewall - Single-Binary Kubernetes Dashboard with Multi-Cluster Management & AI Integration. (OpenAI…
kubewall - Single-Binary Kubernetes Dashboard with Multi-Cluster Management & AI Integration. (OpenAI / Claude 4 / Gemini / DeepSeek / OpenRouter / Ollama / Qwen / LMStudio) - kubewall/kubewall
👏3👍2
Terraform plan analyzer using Amazon Bedrock
https://github.com/aws-ia/terraform-aws-runtask-tf-plan-analyzer
https://github.com/aws-ia/terraform-aws-runtask-tf-plan-analyzer
GitHub
GitHub - aws-ia/terraform-aws-runtask-tf-plan-analyzer: Terraform plan analyzer using Amazon Bedrock
Terraform plan analyzer using Amazon Bedrock. Contribute to aws-ia/terraform-aws-runtask-tf-plan-analyzer development by creating an account on GitHub.
👍5
This exploration delves into the reasons behind the adoption of Infrastructure as Code (IaC) in cloud and Kubernetes environments, comparing it with traditional Graphical User Interfaces (GUIs) and Command-Line Interfaces (CLIs). It highlights the advantages and challenges of IaC, discussing its ability to address limitations found in GUIs and CLIs while acknowledging the learning curve and complexity associated with its implementation
https://itnext.io/what-drives-users-to-infrastructure-as-code-848e8640a506
https://itnext.io/what-drives-users-to-infrastructure-as-code-848e8640a506
Medium
What drives users to Infrastructure as Code?
Users adopt Infrastructure as Code (IaC) as much due to the limitations of GUIs and CLIs as due to the benefits of IaC
❤1
This thought-provoking piece challenges the common "safety first" slogan in tech companies, arguing that true prioritization of safety is incompatible with organizational realities. It proposes a hypothetical definition of "safety first" where engineers can extend deadlines without consequences, highlighting the inherent tension between safety and production pressure in software development
https://surfingcomplexity.blog/2024/08/31/safety-first/
https://surfingcomplexity.blog/2024/08/31/safety-first/
Surfing Complexity
Safety first!
I’m sure you’ve heard the slogan “safety first”. It is a statement of values for an organization, but let’s think about how to define what it should mean explicitly. H…
👍5🎉1
Kube Startup CPU Boost is a controller that increases CPU resource requests and limits during Kubernetes workload startup time
https://github.com/google/kube-startup-cpu-boost
https://github.com/google/kube-startup-cpu-boost
GitHub
GitHub - google/kube-startup-cpu-boost: Kube Startup CPU Boost is a controller that increases CPU resource requests and limits…
Kube Startup CPU Boost is a controller that increases CPU resource requests and limits during Kubernetes workload startup time - google/kube-startup-cpu-boost
👍6
This exploration delves into managing AWS Systems Manager (SSM) Parameters using Terraform while accommodating external updates. It presents a solution to the challenge of maintaining SSM Parameters that are modified by other processes, ensuring that Terraform-managed infrastructure remains tracked and in sync with real-world changes
https://www.proactiveops.io/archive/managing-aws-ssm-parameters-with-terraform-with/
https://www.proactiveops.io/archive/managing-aws-ssm-parameters-with-terraform-with/
www.proactiveops.io
Managing AWS SSM Parameters with Terraform with External Updates
Learn to manage AWS SSM Parameters with Terraform while allowing external updates seamlessly!
💯2
This comprehensive article delves into five distinct solutions for cross-cluster communication in Kubernetes multi-cluster environments, comparing their principles, advantages, and limitations. It covers underlay networks, overlay CNIs, Submariner, Skupper, and KubeSlice, providing insights into their unique approaches to addressing the challenges of inter-cluster connectivity and communication
https://oilbeater.com/en/2024/05/24/five-kubernetes-multicluster-network/
https://oilbeater.com/en/2024/05/24/five-kubernetes-multicluster-network/
Oilbeater's Study Room
5 Solutions for Multi-Cluster Communication in Kubernetes | Oilbeater's Study Room
This comprehensive guide of LocalStack and Terraform for efficient local development of AWS-based applications. It demonstrates how to set up a local environment that emulates AWS services, enabling developers to work on Spring Boot and React applications without relying on actual AWS resources during initial stages
https://www.srvrlss.io/blog/localstack-terraform/
https://www.srvrlss.io/blog/localstack-terraform/
srvrlss.io
Local Serverless Development with LocalStack and Terraform|srvrlss
In the modern development landscape, efficiency and scalability are paramount. This blog post introduces a robust solution where LocalStack serves as …
👍1
The blogpost presents a solution for managing microservices in Kubernetes environments using a unified Helm chart approach. It addresses the challenges of maintaining consistent configurations across multiple services by centralizing templates and allowing for customization through dependencies and overrides
https://dev.to/calinflorescu/streamlining-microservices-management-a-unified-helm-chart-approach-59g7
https://dev.to/calinflorescu/streamlining-microservices-management-a-unified-helm-chart-approach-59g7
DEV Community
Streamlining Microservices Management: A Unified Helm Chart Approach
Introduction Hello, I want to discuss with you today a problem I recently encountered with...
👍4
This article discusses the challenges and solutions for managing large-scale self-hosted deployments using Docker and Kubernetes. It likely provides insights into streamlining processes and improving efficiency in handling complex infrastructure setups.
https://plane.so/blog/streamlining-self-hosting-managing-100k-docker-44000-kubernetes-deploys-ease
https://plane.so/blog/streamlining-self-hosting-managing-100k-docker-44000-kubernetes-deploys-ease
Plane
How we made self-hosting Plane a breeze for 100,000+ Docker + 44,000 Kubernetes deploys
Plane, like any other open-source B2B software, offers both a Cloud hosted edition and a self-managed one. While our Cloud users far outnumber our self-hosted users, it's nice to see for an early-stage start-up like ours an estimated 50,000+ active self-managed…