⚡ ~/naveed DevOps Platform
// Main Ecosystem
⚡ Portfolio Home 👤 About Naveed Bio & Credentials 📫 Contact Naveed Get In Touch ✍️ Engineering Blog Deep Dives 🎯 Interview Hub 1,000+ Scenarios ☸️ Kubernetes Mastery Hub 24 Modules 🎮 DevOps Arcade & Quizzes Subnet Blitz ⚡ 🗺️ DevOps Roadmaps PDFs & Guides 🤖 Morpheus Analysis AI Quant ↗ 🛠️ Developer Tools Utilities
// More Resources
🧪 Labs & Experiments 📄 Interactive CV & Certs 🔗 All Links & Socials
// Portfolio Sections
👤 About Me ⚡ Tech Stack & Skills 💼 Work History & Experience 📜 Certifications 🚀 Production Systems ✍️ Engineering Highlights 🌐 Explore Ecosystem 📫 Contact & Connect ⚡ Join The Dispatch (Weekly SRE Newsletter) →
⚡ DAILY NEWS Daily DevOps & Tech Intelligence (Oct 20 Edition Live) → 🛠️ NEW RELEASE Free DevOps Tools Suite & K8s YAML Generator (10 Tools + Guides) → 📚 101-PAGE PDF 101-Page Kubernetes Handbook & 1,029+ Scenarios →
Lead DevOps Engineer @ DigitalOcean

Naveed Ahmed

Senior DevOps & Cloud Engineer with 10+ years of hands-on experience designing, automating, and operating resilient cloud infrastructure on AWS, GCP, and hybrid environments. Passionate about turning complex systems into elegant, self-healing pipelines.

Get in Touch LinkedIn Profile → Download CV View Resume
Naveed Ahmed — Lead DevOps Engineer at DigitalOcean
employed @ DigitalOcean
☁️ 2x AWS Certified ☸️ 10+ yrs DevOps 🤖 AI Agents
scroll
REAL-TIME ECOSYSTEM RADAR

Latest Releases & Interactive Scenarios

Continuous feed of trending high-traffic interview scenarios, interactive games & tools, and recently published technical articles.

🔥 Hottest Scenarios (Top Viewed)
View 1,463+ →
#1 Most ViewedCore K8s

Pod in CrashLoopBackOff — Diagnostic & Root Cause Workflow

Systematic triage for exit codes 137, 143, misconfigured entrypoints, failing liveness probes, and OOM kills.
#2 TrendingProduction

Kubernetes Pod Stuck in Pending: 6 Common Root Causes

Step-by-step triage runbook covering CPU/memory exhaustion, taint/toleration mismatches, and PVC binding delays.
#3 EnterpriseAWS EKS

Zero-Downtime Amazon EKS Minor & Multi-Version Upgrade

Production-grade rolling AMI upgrades, PodDisruptionBudgets, Karpenter nodepool transitions, and API deprecation audits.
#4 High TrafficNetworking

Pod Running but Service Inaccessible — End-to-End Triage

Diagnosing CoreDNS resolution, endpoints slice synchronization, iptables/IPVS rules, and Calico/Cilium network policies.
#5 IncidentAWS Cloud

ALB Starts Returning 5xx Errors — Identifying Root Cause

Isolating HTTP 502 Bad Gateway vs 504 Gateway Timeout between AWS ALB target groups and backend worker nodes.
#6 SRE RunbookLinux SRE

Disk Reaches 100% — Root Cause Analysis & Safe Remediation

Handling unlinked open files held by running processes (lsof +L1), journald growth, and Docker overlay2 bloat.
⚡ Labs, Tools & Arcade
Explore →
DevOps ArcadeInteractive

K8s Crash Simulator: Interactive Troubleshooting Game

Practice diagnosing real production cluster outages against a simulated clock before SLAs breach.
DevOps ArcadePopular

Kubernetes YAML Detective: Find the Fatal Bugs

Inspect misconfigured manifests, indentation errors, security context leaks, and broken probe configs.
Speed GameInteractive

CIDR & AWS Subnet Speed Trainer Game

Master AWS VPC reserved IP mental math and calculate available host capacities in 3 seconds flat.
Speed GameInteractive

Kubectl Speed Challenge: Terminal Command Mastery

Test and build muscle memory for essential production kubectl one-liners and complex resource queries.
DevOps ToolFree Guide

Free Kubernetes YAML Generator & Validator

Visual web generator for battle-tested Deployments, Services, ConfigMaps, and Ingress resources.
DevOps ToolFree Guide

Free Cron Expression Parser & Next Run Calculator

Decode Linux crontab and Kubernetes CronJob schedules with human-readable timestamps and validation.
📰 Recent Blog Posts
All Articles →
☸️ Kubernetes ☁️ AWS 🚀 CI/CD 🤖 AI 🛠️ SRE ⚡ Terraform
AWS ArchitectureOct 2026

AWS Architecture for Startups: Sizing & FinOps Blueprint

Production patterns for early-stage teams: ECS Fargate, Aurora Serverless, and avoiding NAT gateway costs.
IaC LandscapeOct 2026

IaC Tool Comparison 2026: Terraform vs Pulumi vs Crossplane

Architectural trade-offs, state management, drift reconciliation, and comprehensive decision matrix.
KubernetesOct 2026

How to Deploy Kubernetes on AWS: Production EKS Architecture

Architecting multi-AZ worker nodes, Karpenter autoscaling, IRSA security, and GitOps deployments.
SRE PracticesOct 2026

Think Like an SRE: Troubleshoot Like a Pro

The 5-step incident response playbook: hypothesis validation, MTTD reduction, and post-mortem analysis.
Opinion & IndustryOct 2026

Is DevOps Dead? The Brutal Truth About DevOps in the AI Era

Why infrastructure automation is evolving toward platform engineering and autonomous SRE workflows.
NetworkingSep 2026

Mastering Subnetting & CIDR: The 3-Second Mental Math Framework

Mental shortcuts for subnet masking, broadcast vs network addresses, and AWS 5-reserved-IP rules.
FinOpsSep 2026

How to Reduce AWS Costs Without Breaking Production

Practical FinOps levers: right-sizing compute, Graviton migrations, gp3 storage tuning, and NAT cost cutting.
GitOpsSep 2026

GitOps with ArgoCD: Eliminating Configuration Drift

Enforcing single source of truth, automated self-healing, sync waves, and disaster recovery replication.
Hover over any card to freeze scroll
// 01. about

Who I Am

Naveed Ahmed

I'm Naveed Ahmed — a DevOps Engineer, Entrepreneur, and lifelong learner based in Pakistan. I completed my BSc in Computer Science from the University of Sindh and have spent the past decade building, migrating, and operating cloud-native infrastructure at scale.

My work spans the full infrastructure lifecycle: from architecting multi-region AWS environments and implementing zero-downtime CI/CD pipelines, to hardening security postures and mentoring junior engineers.

Beyond the terminal, I'm a teacher and social activist — I believe in sharing knowledge and using technology to create opportunities for communities around me.

Read Full Background, Editorial Standard & Credentials →

10+
Years of Experience
50+
Production Systems Managed
3
Cloud Platforms
∞
Terminal Commands Run
// 02. skills

Tech Stack

Cloud Platforms
AWS EC2 AWS VPC AWS ELB Auto Scaling Route 53 CloudFront S3 RDS CloudWatch Google Cloud Rackspace Softlayer
IaC & Automation
Ansible Terraform Vagrant Bash Scripting Python CloudFormation
Containers & Orchestration
Docker Docker Compose Kubernetes ECS ECR
CI/CD & DevOps
Jenkins GitHub Actions GitLab CI Git Bitbucket
Monitoring & Observability
New Relic Nagios PRTG CloudWatch ELK Stack Grafana
Systems & Networking
Linux / Unix VMware MySQL DNS HTTPS/TLS SSH SMTP Apache Bench JMeter
// 03. experience

Work History

Lead DevOps Engineer — Senior Engineer II
DigitalOcean
Sep 2022 — Present · Remote
  • Spearhead the design, implementation, and management of Kubernetes clusters on GKE, ensuring seamless deployment and scaling of containerized applications.
  • Architected and maintained highly available, fault-tolerant infrastructure with Auto Scaling, ELB, and multi-AZ configurations.
  • Implemented full CI/CD pipelines reducing deployment time by 70%.
  • Led containerization of monolithic applications into Docker/Kubernetes microservices.
  • Established disaster recovery plans and runbooks; achieved RTO < 1 hour on critical systems.
Lead DevOps Engineer
Cloudways
Jan 2022 — Aug 2022 · Malta · Remote
  • Led DevOps engineering for Cloudways' managed cloud hosting platform.
  • Automated infrastructure provisioning and configuration management across multiple cloud providers.
  • Improved platform reliability and deployment workflows for thousands of hosted applications.
Lead DevOps Engineer → DevOps Engineer → Cloud/System Admin
Gaditek
Jul 2016 — Aug 2022 · 6 yrs · Karachi
  • Grew from Cloud/System Admin to Lead DevOps Engineer over 6 years.
  • Explored and implemented CI/CD tools and technology within the organisation, including Jenkins, GitHub Actions, and GitLab CI.
  • Built and owned platform operations for KillPing — production environment builds, deployments, automation, and performance tuning.
  • Migrated complex web applications from Rackspace and dedicated servers to AWS without downtime.
  • Migrated production databases to AWS RDS using AWS Database Migration Service (DMS).
  • Designed and implemented scalable infrastructure for Mobivists and eQuiz on AWS.
Infrastructure Engineer
NexDegree
Apr 2016 — Jun 2016 · Pakistan
  • Worked with core AWS services: CodeCommit, CodeDeploy, CodePipeline, SES, EC2, S3, CloudFront, CloudFormation, CloudWatch, Auto Scaling, ELB, VPC, RDS, Redshift, IAM, ElastiCache, Route 53.
  • Designed and deployed cloud-native infrastructure for client projects.
Deployment Engineer — AWS
PredictifyMe
Jun 2015 — Apr 2016 · Karachi
  • Designed and deployed dynamically scalable, highly available, fault-tolerant, and reliable applications on AWS.
  • Managed EC2 instances, VPCs, security groups, IAM roles, and S3 storage for production workloads.
// 04. certifications

Credentials

☁️
AWS Certified Solutions Architect – Associate
Amazon Web Services
View Certificate ↗
🎩
Red Hat Certified System Administrator (RHCSA)
Red Hat
Certificate No: 150-207-785
🎓
Red Hat Certified Engineer (RHCE) Training
OpenED Sri Lanka
// 05. projects

Notable Projects

🌳
Shajjra.com — Family Lineage & Digital Genealogy Architecture

Architected and engineered a living genealogical archive documenting 1,083 connected records across 45 generations. Delivered zero-downtime AWS EC2 deployment, MariaDB relational data tier, interactive pan/zoom lineage canvas, 3,253-URL XML sitemap, and Schema.org structured data.

Laravel Nginx AWS EC2 MariaDB SEO Architecture
Explore Live Platform: Shajjra.com →
🏗️
Highly Available AWS Infrastructure – Mobivists

Designed and implemented a fault-tolerant, multi-AZ AWS architecture with Auto Scaling groups, Application Load Balancers, and RDS Multi-AZ for zero-downtime operations.

AWS EC2 Auto Scaling ELB RDS
🚀
Zero-Downtime Rackspace → AWS Migration

Led end-to-end migration of a complex web application and its production database from Rackspace to AWS using AWS DMS, Route 53 weighted routing, and blue-green deployments.

AWS DMS Route 53 Blue-Green
⚙️
Ansible Infrastructure Automation

Built a comprehensive Ansible playbook library for provisioning and configuring web servers, databases, and monitoring agents across hundreds of nodes with idempotent, version-controlled automation.

Ansible Roles Vault YAML
📈
Smallseotools.com Auto-Scaling Migration

Moved a high-traffic SEO tools platform from dedicated servers to a fully elastic AWS architecture with Auto Scaling and ELB, cutting infrastructure costs while improving availability.

AWS Auto Scaling ELB Cost Optimization
📦
eQuiz Cloud Infrastructure Design

Architected the complete AWS cloud infrastructure for eQuiz from scratch, including VPC design, IAM policies, secure data storage, and a scalable compute layer.

VPC IAM S3 CloudFront
🤖
MT5 Automated Trading Bot

Developed an automated trading bot in MQL5 for MT5 platform, implementing 15-minute timeframe strategy execution and risk management logic.

MQL5 MetaTrader5 Automation
ARCHITECTURE & TECHNICAL COLLABORATION · ENTERPRISE DEVOPS

Need production DevOps architecture? Connect with Naveed →

Transforming complex multi-cloud and Kubernetes workloads into resilient, automated platforms. Available for technical advisory, open-source collaboration, and architecture discussions.

Connect on LinkedIn →
AWS Cloud Architecture
Well-Architected Enterprise Guide
Explore Architecture →
Kubernetes Orchestration
Production K8s & Troubleshooting
Explore K8s Guide →
Terraform & Automation
Production Repo Structure & Terragrunt
Explore Terraform →
DevOps Strategy & SRE
Architecture Advice & Discussions
Connect on LinkedIn →
// 06. contact

Get In Touch

Whether you have a role to discuss, a complex infrastructure challenge, or just want to say hello — my inbox is always open. I'll get back to you within 24 hours.

⚡
devops@naveedkumbhar.com
✉️
hello@naveedkumbhar.com
📬
naveed_kumbhar@hotmail.com
💼
linkedin.com/in/naveedkumbhar
🐙
github.com/naveedkumbhar
▶️
youtube.com/@naveedkumbhar01
📌
pinterest.com/naveedkumbhar0
🪣
bitbucket.org/naveedkumbhar
// 07. currently working on

What I'm Building Now

Actively building in these spaces — Apr 2026
// Primary Focus

AI Agents & Autonomous Automation

Combining my DevOps background with the latest AI tooling to build autonomous agents that can plan, execute, and self-correct infrastructure tasks. Exploring how LLMs + tool use can replace entire runbooks — from incident response to deployment pipelines.

AI Agents MCP Protocol LLM Tool Use Autonomous Pipelines
🤖
Active
AI Agents for DevOps

Building agents that autonomously handle on-call alerts, run root-cause analysis, apply fixes, and verify resolution — all without human intervention.

LangChainOpenAIKubernetesPrometheus
🔌
Active
MCP (Model Context Protocol)

Implementing MCP servers to give AI agents real-time access to AWS, Kubernetes, GitHub, and internal tools — turning LLMs into true infrastructure operators.

MCPAWS SDKkubectlGitHub API
⚙️
Active
Workflow Automation

Replacing manual runbooks with fully automated, event-driven workflows. If a human is doing it more than twice, it gets automated.

n8nAnsiblePythonWebhooks
🧠
Active
Agent-Driven CI/CD

Pipelines where an AI agent decides the deployment strategy, monitors rollout health, and auto-rolls back — no static pipeline YAML required.

GitHub ActionsArgoCDLLMK8s
🔍
Building
Observability + AI Alerting

Using AI to correlate metrics, logs, and traces — auto-generating incident summaries and suggesting remediation steps directly in Slack.

GrafanaOpenTelemetrySlack APILLM
🏗️
Building
IaC Generation via LLM

Natural language → production-ready Terraform. Describe an architecture in plain English, get reviewed and applied IaC with full audit trail.

TerraformOpenAI APIAWSGit
// also exploring
🧩 Multi-agent systems 📡 RAG for runbook search 🔐 AI-assisted secret rotation 🌐 Browser automation agents 📊 FinOps AI advisor 🤝 Agent-to-agent coordination
// 08. beyond devops

Outside the Terminal

📈
Learning to Trade & Automating It
// personal interest · ongoing
Learning

Over the past year I've been deep-diving into technical analysis — learning to read candlestick patterns, support & resistance, timeframe alignment, and market structure. The 15-minute chart has become my main battleground. But being a DevOps engineer, I couldn't just stop at manual analysis — I had to automate it.

📊
Reading Charts
Started with candlestick patterns, EMA crossovers, and 15-min timeframe analysis. Learning to spot setups without relying on indicators.
↓
🤖
MQL5 Bot (MT5)
Built a MetaTrader 5 bot in MQL5 that executes the 15-min strategy automatically — entry, stop-loss, take-profit, and position sizing.
↓
🧠
AI-Powered Analysis
Exploring MCP + AI agents to pull live chart data, analyse market context, identify confluences, and generate trade ideas with broader context than any single indicator can provide.
↓
⚡
Smart Automation Pipeline
Building a pipeline where an AI agent scans multiple pairs, reads the chart, evaluates macro context, and surfaces only high-probability setups — removing emotion from the equation.
Technical Analysis MQL5 / MT5 MCP + AI Agents Trade Automation 15-Min Timeframe
🎓
Teaching & Mentoring
Sharing DevOps knowledge with junior engineers and the wider community. Believing that knowledge compounds when shared.
🌍
Social Activism
Using technology to create real-world opportunities. Involved in community initiatives that leverage tech for social good.
🔬
Tinkering & Experimenting
Always something running in the lab — whether it's a new Kubernetes operator, a trading experiment, or an MCP server talking to a new API.
📚
Continuous Learning
Currently going deep on AI agent frameworks, LLM tool use, and quantitative trading concepts. The overlap between DevOps and AI is where I live right now.
🤝
Engineering Network & Collaborators
Proud to collaborate with fellow engineers: Sikander Kumbhar (DevSecOps & Cloud Security) and Abdul Majid (Data Science & Python).
// 09. infrastructure

How This Site Is Hosted

⚡ 100% Serverless ☁️ AWS Cloud 🌍 Global CDN 🔒 HTTPS Everywhere 💲 ~$0.01 / month
// architecture diagram naveedkumbhar.com + 5 subdomains
👤
Visitors
Worldwide
HTTPS Request
🔀
Route 53
DNS + Health Checks
DNS → CloudFront
🌐
CloudFront CDN
Single distribution · 6 domains · Edge caching · HTTPS/TLS · CF Function
naveedkumbhar.com blog.* cv.* tools.* links.* lab.*
CF Function routes by hostname
🪣
Amazon S3
Static website hosting · Single bucket · 6 subdirectories
/index.html /blog/ /cv/ /tools/ /links/ /lab/
🪣
Amazon S3
Object Storage

All HTML, CSS, JS and assets stored as static files in a single S3 bucket. Zero servers, zero patching, infinite scale.

99.999999999% durability Static website hosting Versioning enabled
🌐
Amazon CloudFront
Global CDN

Single distribution serving 6 domains from 400+ edge locations worldwide. Sub-10ms latency for most visitors. HTTPS enforced everywhere.

400+ edge locations HTTPS/TLS 1 distribution · 6 domains
🔀
Amazon Route 53
DNS Management

Authoritative DNS for naveedkumbhar.com. Alias records point all 6 domains directly to CloudFront with zero TTL overhead.

Alias records (no TTL) 100% SLA uptime Health checks
⚡
CloudFront Functions
Edge Compute

Lightweight JavaScript function running at the edge. Routes each subdomain to its correct S3 path based on the Host header — zero latency overhead.

Sub-millisecond execution Viewer-request stage Host-based routing
0
Servers to manage
0
CDN Edge Locations
0
Domains on 1 distribution
0
% Serverless
~$0.01
Estimated monthly cost
// technical writing & incident runbooks

Engineering Highlights

Deep-dive architectural blueprints, production incident runbooks, and scenario-based interview guides drawn directly from 10+ years operating high-scale cloud infrastructure.

10 Free Client-Side Tools · RFC Guides 🛠️

Free DevOps Tools Suite & Kubernetes YAML Generator

Zero-trust, client-side engineering utilities designed for DevOps, SREs, and Platform Engineers. Features an interactive Kubernetes YAML Manifest Generator (Deployments, Services, Ingress, HPAs), YAML Validator, JSON Formatter, JWT Decoder, Base64, Cron Parser, and comprehensive RFC terminal guides with zero server uploads.

K8s YAML Generator Free DevOps Tools Zero-Trust Privacy RFC Terminal Recipes
Launch 10 Free DevOps Tools ➔
970 Scenarios · Incident Runbooks ⚡

The Senior DevOps & SRE Production Interview Handbook

Say goodbye to dictionary definitions. Master 970 real production scenarios across Kubernetes, AWS, Terraform, Docker, and Linux with battle-tested CLI runbooks, 60-second elevator pitches, and active recall practice.

DevOps Interview Kubernetes Runbooks SRE Scenarios Active Recall
⏱️ 12 min read Read Master Handbook  →
Autonomous AI · Agentic SDLC 🧠

What is Agentic SDLC? The Evolution to Autonomous Engineering

Why AI coding is barely 20% of the software lifecycle, how multi-agent factory floors collaborate (Architect, Coder, Tester, SRE), and how autonomous feedback loops transform development.

Agentic SDLC AI Agents Autonomous Loops Platform Engineering
⏱️ 10 min read Read Deep Dive  →
Architectural Blueprint · 2026 Shift 🏗️

From DevOps to Platform Engineering: The 2026 Blueprint

Why "You build it, you run it" hit a wall, how 4-layer Internal Developer Platforms (IDPs) eliminate cognitive burnout, and how senior engineers upskill for platform engineering roles.

Platform Engineering Internal Developer Platform IDP Architecture GitOps
⏱️ 8 min read Read Blueprint  →
Production Runbook · Kubernetes 🚨

Kubernetes CrashLoopBackOff: The Complete Runbook

Decode container termination exit codes (Exit 137 OOMKilled, 143 SIGTERM, 1), inspect node kernel dmesg, and resolve startup probe race conditions with step-by-step CLI commands.

CrashLoopBackOff OOMKilled Exit 137 dmesg Triage Kubernetes SRE
⏱️ 10 min read Read Runbook  →
Interview Prep · Senior SRE ☸️

Top 10 Kubernetes Scenario-Based Interview Questions

Real failure drills: CoreDNS latency spikes under traffic surges, zero-downtime rolling node upgrades, AWS VPC CNI IP exhaustion, and candidate storytelling models.

CoreDNS Latency EKS Rolling Upgrades VPC CNI 60s Pitch
⏱️ 9 min read Read Guide  →
Looking for more war stories, cloud migration case studies, and AI automation guides?
Explore All 14+ Articles on Technical Blog  →
// 24-hour engineering intelligence

Daily DevOps & Tech News Feed

Hand-curated global technical intelligence on Kubernetes releases, SRE post-mortems, cloud silicon breakthroughs, and autonomous AI engineering. Verified daily at 16:00 UTC.

November 08, 2026 Edition • 12 Stories Live →
Agent Secrets & Supply Chain CellCog • The Hacker News • AI Weekly

Claude Code's 'Don't Ask Again' Setting Leaks 2,539 Plaintext Secrets Across 1,994 Public GitHub Repos

Security firm Apiiro disclosed that selecting "Yes, and don't ask again" in Anthropic's Claude Code saves the exact approved shell command—including inline passwords (PGPASSWORD=, sshpass -p, mysql -p), AWS keys, and tokens—in plaintext inside .claude/settings.local.json, while adding the exclusion rule only to the developer's local machine git config rather than the repository's .gitignore. Scanning 104,185 public copies on GitHub revealed 2,539 distinct secrets across 1,994 repositories at 63 organizations (including 379 database passwords, 23 AWS keys, 42 GitHub/GitLab/npm tokens, and 43 SSH logins), with Gitleaks and TruffleHog missing 215 of the 1,122 secret-bearing files.

Takeaway: Immediately run git rm --cached .claude/settings.local.json, add **/.claude/settings.local.json to every repository's .gitignore, rotate any credentials ever passed inline to agent shell commands, and enforce pattern-based approvals (Bash(npm run:*)) referencing environment variables ().
Read Full Dispatch →
K8S Inference & Kv-Cache Emergent • Buoyant

Linkerd Creator Buoyant Open-Sources Kinference vLLM Control Plane on Kubernetes Cutting TTFT by 95%

Linkerd creator Buoyant launched Kinference under the Apache 2.0 license, an open-source inference control plane purpose-built for vLLM deployments on Kubernetes that introduces KV-cache-aware load balancing, declarative Kubernetes Custom Resource routing policies, and per-tenant Prometheus/Grafana metrics. By tracking key-value cache state across vLLM replicas and routing multi-turn session requests to pods already holding cached prompt context, Kinference cut median time-to-first-token (TTFT) by 95% compared to standard round-robin Kubernetes service load balancing.

Takeaway: Replace standard round-robin Kubernetes Service or ingress routing in front of multi-replica vLLM deployments with KV-cache-aware control planes like Kinference to eliminate redundant context prefill compute and slash TTFT latency.
Read Full Dispatch →
Kernel Security & Crash Recovery CloudLinux Blog • Phoronix

Linux Kernel UDP Socket Flaw (CVE-2026-98276) Enables Local Root as Kmorph Debuts 2-Second Crash Recovery

CloudLinux issued an emergency advisory for CVE-2026-98276, a use-after-free vulnerability in the Linux kernel's UDP socket subsystem affecting RHEL/AlmaLinux/CloudLinux 7 through 10 with no sysctl or firewall mitigation that allows any local user or compromised container/web account to crash the server or escalate to root. Separately on the LKML, developers unveiled Kmorph, a C orchestration layer atop the Linux Multikernel architecture (x86_64 and ARM64) that fences a crashing kernel, hands over IOMMU/devices, and brings standby systemd services like Nginx back online on a fallback kernel in as little as two seconds without a reboot.

Takeaway: Apply KernelCare livepatches or fixed AlmaLinux/CloudLinux kernels (5.14.0-687.66.2.el9_8 / 6.12.0-211.74.2.el10_2) immediately on multi-tenant Linux hosts, and restrict untrusted container workloads from opening raw/unconfined UDP sockets via seccomp profiles.
Read Full Dispatch →
Gpu Finops & Active Exploits AI Weekly • Cyber Recaps • GBHackers

AWS SageMaker Adds 7-Slice NVIDIA MIG GPU Partitioning as Active Exploits Hit OpenSSH and SonicWall

AWS enabled NVIDIA Multi-Instance GPU (MIG) partitioning on real-time Amazon SageMaker Inference endpoints across P4d, P5, G7, and G7e instances in US, EU, and APAC regions, allowing platform teams to split a single H100/B200 GPU into up to seven hardware-isolated compute and memory slices and cutting cost per million output tokens by 18% to 34%. Meanwhile, threat intelligence firm Previdian observed active in-the-wild exploitation of the OpenSSH *sshole musl-libc flaw (CVE-2026-123158) achieving root access within nine hours of disclosure, alongside active attacks exploiting SonicWall SSL-VPN SAML MFA bypass flaw CVE-2026-19868.

Takeaway: Partition underutilized P4d/P5 GPUs into up to seven MIG slices on multi-model SageMaker endpoints to lower inference unit costs up to 34%, and verify that all internet-facing Alpine SSH daemons (10.6p2+) and SonicWall SSL-VPN appliances are patched against active exploitation.
Read Full Dispatch →
// Global Tech Intelligence Radar

Explore Today's Full 12-Story Intelligence Briefing

Includes Claude Code 'Don't Ask Again' Leaks Plaintext Secrets Across 1,994 GitHub Repos; Buoyant Open-Sources Kinference vLLM Control Plane on K8s; Linux Kernel UDP Socket Flaw CVE-2026-98276 & Kmorph 2s Recovery; AWS SageMaker Adds 7-Slice NVIDIA MIG; Microchip Warns AI Hyperscalers Crowded Packaging Lines; Thailand Freezes 166 Data Center Builds; DeepMind AI Finds 1024-Bit RSA Flaws; 800+ Exposed ARTEX AI Hacking Servers Breach WorkOS; Microsoft AI Frontiers Shuts Down AutoGen Team; Nous Research Ships Apache-2.0 Arete-27B.

Explore Daily News Feed → Browse Archives
// engineering newsletter & runbooks

The Platform & Cloud Dispatch

FREE ACCESS • 100% SRE & KUBERNETES RUNBOOKS

The 970+ Incident Handbook & Production Runbooks are exclusive to subscribers — unlock for FREE

Curated architecture breakdowns, high-scale outage post-mortems, and hands-on Kubernetes runbooks from 10+ years in production. No marketing spam, no fluff.

⚡ 970+ Production Incident Scenarios & Runbooks
☸️ Interactive 24-Module K8s Mastery Labs
🔒 Zero spam • 1-click unsubscribe anytime
// learning paths

DevOps Roadmaps

Step-by-step visual roadmaps for every major DevOps technology — free to view and download. Whether you're just starting out or mapping your next skill, pick a path and go.

🚀
DevOps
full path
☸️
Kubernetes
orchestration
🐳
Docker
containers
🐧
Linux
sysadmin
🏗️
Terraform
IaC
☁️
AWS
cloud
🤖
MLOps
ai/ml
🏛️
System Design
architecture
View All Roadmaps  → 8 roadmaps · free PDF download · no login required
// my space

Explore More

📄
Online CV
cv.naveedkumbhar.com

Full interactive resume — experience, skills, certifications and education in one clean page.

↗
✍️
Technical Blog
blog.naveedkumbhar.com

Practical guides on Kubernetes, AWS, Terraform, Ansible, CI/CD and cloud-native engineering.

↗
🛠️
DevOps Tools & K8s Generator
tools.naveedkumbhar.com

10 free browser-based utilities — K8s YAML Generator, YAML linter, JSON formatter, JWT decoder, cron parser, Base64, and RFC syntax guides. 100% private in-browser.

↗
🧪
DevOps Lab
lab.naveedkumbhar.com

Hands-on tutorials, production incident runbooks (EKS, Karpenter, SSL), architecture blueprints, and autonomous AI operators.

↗
⎈
Kubernetes Mastery
k8s.naveedkumbhar.com

Interactive 24-module Kubernetes learning tracker with checklists — free for everyone.

↗
⚡
Daily News Feed & Dispatch DAILY RADAR
news.naveedkumbhar.com/feed

24-hour curated engineering news covering Kubernetes releases, SRE incidents, cloud silicon, and autonomous AI agents. Plus the weekly Platform & Cloud Dispatch.

↗
⚡
Interview Hub 1,463 Q&As
interview.naveedkumbhar.com

Master 1,463+ scenario-based interview questions across Kubernetes, AWS, Terraform, Docker, CI/CD & SRE with candidate storytelling and diagnostic runbooks.

↗
🔗
All My Links
links.naveedkumbhar.com

One-stop page for all social, professional, and content links — LinkedIn, GitHub, certifications and more.

↗
🗺️
DevOps Roadmaps
naveedkumbhar.com/roadmaps

8 curated learning roadmaps — Kubernetes, Docker, Linux, Terraform, AWS, MLOps and more. View or download free.

↗
📚
Free Resources
naveedkumbhar.com/resources

Courses and learning materials from my own journey — starting with the Linux course I completed as an intern at HIST Jamshoro.

↗
// 11. faq

Frequently Asked Questions

What are Naveed Ahmed's primary areas of expertise in DevOps and Cloud? ▾

Naveed Ahmed is a Senior DevOps & Cloud Engineer with over 10 years of production experience specializing in Amazon Web Services (AWS), Kubernetes container orchestration, Infrastructure as Code using Terraform and Ansible, automated CI/CD pipelines, Linux systems engineering, Site Reliability Engineering (SRE), and autonomous AI agent automation.

What cloud certifications and credentials does Naveed hold? ▾

Naveed holds the AWS Certified Solutions Architect – Associate certification and has extensive enterprise experience architecting multi-AZ, fault-tolerant cloud environments and high-availability Kubernetes clusters.

What notable production platforms and projects has Naveed engineered? ▾

Key projects include Mobivists high-availability AWS architecture, Shajjra.com digital genealogy archive across 45 generations, Smallseotools.com auto-scaling migration, zero-downtime database migrations, and autonomous AI DevOps agent workflows.

How can I contact Naveed Ahmed? ▾

You can get in touch via email at devops@naveedkumbhar.com (or directly at naveed_kumbhar@hotmail.com), or through LinkedIn at linkedin.com/in/naveedkumbhar.