Kubernetes Events Monitoring using Open Telemetry And Loki

Introduction 

  • Kubernetes clusters are highly dynamic, and issues can appear at any time from pod scheduling failures to container crashes.  
  • Kubernetes events provide real-time insights into such problems, but managing and analysing these events at scale can be challenging. 
  • In this blog, we will learn how to monitor Kubernetes events using Open Telemetry Collector and visualize them in Grafana via Loki. 

Continue reading “Kubernetes Events Monitoring using Open Telemetry And Loki”

Git History Rewrite at Scale: Removing 100MB+ Files Safely

Introduction

Large files inside Git repositories are a silent problem. They increase clone times, inflate repository size, and in platforms like Bitbucket Cloud, can completely block pushes once files exceed 100MB.

During a migration exercise, we encountered multiple repositories containing large binary files embedded directly in Git history. Some were intentionally added during testing; others were legacy artifacts. Regardless of origin, the impact was the same: repository growth, push failures, and migration risk.

We needed a scalable, production-safe solution to:

  • Identify files larger than 100MB
  • Preserve those files safely
  • Remove them from Git history
  • Maintain traceability
  • Avoid Git LFS
  • Process multiple repositories in batch

This article explains the approach, implementation, and verification process. Continue reading “Git History Rewrite at Scale: Removing 100MB+ Files Safely”

Step-by-Step Amazon Nova Act Tutorial Part 2: Automating EC2 CPU Checks Using Bedrock And Lambda

Objective of This SOP

By following this SOP, you will create a basic action-oriented AI workflow using Amazon Nova Act that:

  • Reads CPU usage
  • Checks a condition (CPU > 80%)
  • Executes an action using AWS Lambda
  • Returns a result

This is the foundation of Nova Act–style AI.

Prerequisites

Before starting, ensure you have:

  • An AWS account
  • Access to AWS Console
  • Region set to us-east-1
  • Create the EC2 instance and use this instance id for lambda
  • Basic familiarity with AWS navigation

Continue reading “Step-by-Step Amazon Nova Act Tutorial Part 2: Automating EC2 CPU Checks Using Bedrock And Lambda”

Agent Memory: The Layer That Will Define the Next Generation of AI Agents

For the last few years, the public face of AI has been the prompt.
Ask a question, and the model responds. Refine the instruction, and the answer improves. It can write, summarize, reason, generate code, explain ideas, and simulate expertise with remarkable fluency. That experience has been powerful enough to reshape expectations of what software can do.

And yet, beneath that progress, there has been a fundamental limitation: most AI systems have been brilliant in the moment, but weak across time.

They could reason inside the current interaction, but they did not truly carry forward what mattered. They did not reliably retain the significance of prior outcomes, the preferences of a user, the context of an evolving workflow, or the lessons of repeated interactions in a disciplined and usable way. In effect, they were intelligent, but largely stateless. Continue reading “Agent Memory: The Layer That Will Define the Next Generation of AI Agents”

BuildPiper vs Spinnaker – Which One Should You Use?

A detailed, real–world comparison of BuildPiper and Spinnaker covering
architecture, features, complexity, governance, use cases, and enterprise
adoption.

Introduction

  • Continuous Delivery (CD) is a core capability in modern DevOps- not just
    for faster releases, but for safer deployments, governance, and
    scalability.
    Two platforms often discussed in enterprise CD decisions are:
  • Spinnaker – a powerful, open–source, multi–cloud deployment
    orchestration platform
  • BuildPiper – a modern, opinionated CI/CD & CD platform focused
    on simplicity, standardization, and governance

The real question isn’t which is better, but:
BuildPiper vs Spinnaker –  which one fits your organization? Continue reading “BuildPiper vs Spinnaker – Which One Should You Use?”