Research // Architecture|Platform dispatch

DevOps, Cloud & AI Space

Deep dives into Kubernetes clustering, platform engineering, and high-reliability systems design.

Topics:#DevOps #Cloud #Platform Engineering #AI / ML #MLOps #LLMOps

SYS.console // telnetSEC: MONO-2026

    .--------------------------------.
   /  DevOps & AI Systems Platform   /|
  +--------------------------------+ |
  |  K8s.Cluster: READY            | |
  |  Nodes: 128    Pods: 4,096     | |
  |  Latency: 1.2ms [p99]          | |
  |  .-.     .-.     .-.     .-.   | |
  | (   )   (   )   (   )   (   )  | |
  |  '-'     '-'     '-'     '-'   | |
  |  GitOps: SYNCED [main@f83a02]  | |
  |  LLM Gateway: vLLM + Triton    | |
  |  TPS: 18,450 tok/s             | |
  |                                | |
  |  >> SYSTEM INTEGRITY 100%      | /
  '--------------------------------'

127.0.0.1 // port 23Uptime: 99.98%

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Trending // Top this week

5 entries

Scripting in DevOps: A Complete Guide from Beginner to Advanced

H A R S H H A A

Apr 12, 2025

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22 topics

Latest technical write-ups

17 articles

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The Death of the Monolithic Agent: Architecting Multi-Agent Swarms and A2A Protocols in Production

Why single-prompt “God Agents” fail in complex engineering workflows—and how modern AI Platform Engineers are combining MCP, Agent-to-Agent (A2A) protocols, and heterogeneous model routing to build resilient autonomous systems.

H A R S H H A A5 days ago

1,190137

Engineering Self-Managed AI Agents: How to Cut Token Spend by 90% in 5 Steps

Why dumping your entire codebase into the context window is killing both your agent’s reasoning and your API bill—and the five architectural habits that fix it.

H A R S H H A AOct 26, 2026

2,283219

The Rise of AI Software Clones: How REA and ArtCraft Are Threatening the SaaS Monopoly

Developers are no longer just “vibe coding” simple CRUD apps and landing pages. Armed with AI reverse-engineering agents and Rust, solo developers and small teams are coming after Adobe Creative Cloud and Microsoft Office.

H A R S H H A AOct 14, 2026

2,650254

Running a 552B MoE on Two Desktop Workstations: Dissecting MiaAI’s DeepSeek V4.1 Flash EXL3 Stack

How fine-grained 2.9 bpw mixed quantization, unified memory management, and DSpark speculative decoding fit DeepSeek V4.1 Flash across dual NVIDIA DGX Sparks.

H A R S H H A ASep 17, 2026

6,534378

The Sub-$1,000 MoE Cluster: Serving a 70B Mixture-of-Experts with Speculative Expert Paging

How asynchronous NVMe streaming, router logit lookahead, and tiered ring buffers push production-grade inference out of commodity hardware.

H A R S H H A AAug 30, 2026

2,157114

Scaling Beyond a Single Box: Engineering Multi-Node Distributed LLM Serving for Production

How tensor parallelism, 200 Gb/s RoCE, and low-level runtime forensics turn raw multi-GPU hardware into a rock-solid, 1-million-token AI serving platform.

H A R S H H A AAug 26, 2026

17,8032,062

Squeezing a 27B LLM into a $700 GPU: A Masterclass in AI Platform Engineering

How low-level inference engineering, 4-bit quantization, and speculative decoding push 1,000+ tokens/sec out of a consumer RTX 3090.

H A R S H H A AAug 26, 2026

6,231315

AI Token Cost: What Is a Token — and How Every Model Games the Count

Complaints about opaque AI pricing are flooding social media. Which ones hold up to scrutiny and which are just users' overactive imaginations? How do models slip past their own published rate cards? How do usage limits actually work, and why do companies benefit from keeping the explanations as vague as possible?

H A R S H H A AAug 14, 2026

14,271466

🚨 Upload your CV to Claude.

7 prompts that will uncover positions you never realized matched your experience.

H A R S H H A AAug 9, 2026

17,005557

CI/CD in DevOps: Building a Scalable Pipeline on AWS

How to take a Node.js application from local git push to zero-downtime AWS deployment using CodePipeline, CodeBuild, and CodeDeploy.

H A R S H H A AMay 12, 2025

28,4151,152

Learn DevOps by Playing Games 🎮

Ever thought learning DevOps could be fun? Check out this blog post where I explore gamified resources that teach CI/CD, containers, Kubernetes, and more — all through interactive games!

H A R S H H A AMay 7, 2025

32,3922,523

End-to-End DevOps with Azure and GitHub Actions: A Developer's Journey

In this blog, I share how to set up a simple yet powerful CI/CD pipeline using GitHub Actions and Azure App Service. From automating deployments to securing credentials and running tests, this guide walks through the end-to-end DevOps workflow—perfect for developers looking to streamline cloud deployments with minimal setup

H A R S H H A AMay 2, 2025

6,051189

🚀 Streamline Your CI/CD with AWS CodePipeline

Learn how AWS CodePipeline can automate your CI/CD workflow for faster, more reliable deployments. From source to production, streamline your release process with ease using AWS-native tools.

H A R S H H A AApr 21, 2025

20,3272,463

🐧 Understanding Linux File System: Key Topics for DevOps in 2025

A quick dive into the Linux file system essentials every DevOps engineer should master in 2025. From file permissions to logs, mounts, and container file systems, this guide highlights the key areas to focus on for better infrastructure management and debugging.

H A R S H H A AApr 15, 2025

8,558654

Scripting in DevOps: A Complete Guide from Beginner to Advanced

This guide will take you through the basics of scripting, popular scripting languages, and advanced use cases, making it an indispensable resource for all DevOps engineers.

H A R S H H A AApr 12, 2025

50,6751,486

50 DevOps Project Ideas to Build Your Skills: From Beginner to Advanced

This guide provides 50 DevOps project ideas, organized from beginner to advanced levels, covering all essential aspects of DevOps. Whether you're just starting or looking to level up, these projects span key DevOps areas.

H A R S H H A AApr 12, 2025

38,2002,462

🚀 Welcome to Harshhaa's DevOps & Cloud Space – Your DevOps & Cloud Companion

A quick introduction to this Blog Space — a personal tech blog focused on DevOps, Cloud infrastructure, automation, and engineering best practices. Learn what this blog is about, what kind of content to expect, and why it exists.

H A R S H H A AApr 11, 2025

34,6811,766

Latest technical write-ups

Stack matrix // Architecture & tooling

26 technologies indexed

Kubernetes (K8s)

DevOps & Cloud

Core

Terraform (IaC)

DevOps & Cloud

GitOps

Docker & Podman

DevOps & Cloud

Containers

AWS & EKS

DevOps & Cloud

Cloud

ArgoCD & Flux

DevOps & Cloud

GitOps

Cilium & eBPF

DevOps & Cloud

Networking

Prometheus & Grafana

DevOps & Cloud

Observability

Linux Kernel & Systemd

DevOps & Cloud

vLLM Engine

AI & LLMOps

Inference

Triton Inference Server

AI & LLMOps

Serving

PagedAttention / MLOps

AI & LLMOps

LLMOps

PyTorch Distributed

AI & LLMOps

Framework

HuggingFace Ecosystem

AI & LLMOps

Models

Quantization (AWQ/FP8)

AI & LLMOps

Optimization

GPU Clusters (NCCL)

AI & LLMOps

Hardware

Go (Golang)

Backend & Systems

Systems

Python

Backend & Systems

Scripting

Bash & Shell scripting

Backend & Systems

Automation

PostgreSQL & Drizzle

Backend & Systems

Data

Redis Cache & Queues

Backend & Systems

In-Memory

gRPC & Protocol Buffers

Backend & Systems

RPC

TypeScript / Next.js

Backend & Systems

Fullstack

Zero-Downtime Blue/Green

Architecture

Deployment

SLO / SLA Engineering

Architecture

Reliability

Distributed Consensus

Architecture

Systems

Zero-Trust Security

Architecture

InfraSec

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