WorkTools.in
Engineering Simplicity Lab

Helping engineering organizations become simpler, smarter, and more reliable.

WorkTools.in is an engineering sandbox for automation prototypes, operational dashboards, AI-assisted operations concepts, architecture patterns, and proof-of-concept tools focused on simplifying engineering work.

About This Lab

Krishna Kumar

Krishna Kumar

WorkTools.in is maintained by Krishna Kumar as a practical Engineering Simplicity Lab. The purpose is to explore better ways to build, operate, observe, automate, and continuously improve engineering systems. The focus is not on tools alone, but on the thinking behind them: how to reduce repetitive work, improve reliability, create visibility, and help engineering teams spend more time solving meaningful problems.

Contact: 4000miles@gmail.com

Engineering Tools

Practical tools and prototypes created to reduce manual effort, improve visibility, and make engineering operations easier to manage.

SLA Dashboard

Prototype for SLA capture, validation, dashboards, breach tracking, and operational reporting.

Open

BTOAMS

BTO Activity Monitoring System for tracking operational activities, ownership, status, and visibility.

Open

AI Ops Tools

Analysis Modules

  • Incident RCA & Triage
  • Executive Incident Summarizer
  • Knowledge Assistant (RAG)
  • Security Threat + PHI Masking
  • SLA Breach Prediction
  • Change Risk Analyzer
  • Database Performance Advisor
  • OCI Multi Region Cloud
  • Website Uptime & SLO Monitor

OCI Multi Region Cloud Live Setup

Explore a resilient Oracle Cloud multi-region reference setup with live application access, HLD, regional failover, data-protection, and operational architecture views.

  • High-level design diagram
  • Live application at oci.worktools.in
  • OCI Cloud administration console
  • Architecture and readiness views
Open OCI Multi Region Cloud

DR Readiness Tracker

Reserved space for DR drill, evidence, dependency, and readiness tracking.

Coming Soon

Add Your Next Tool

Use this card as a template for future links, tools, dashboards, or experiments.

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Latest Blog Posts

Ideas and practical lessons from engineering, operations, reliability, and AI.

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Engineering Simplicity Methodology

A practical approach to reducing engineering friction and improving reliability.

Observe
Simplify
Standardize
Automate
Measure
Improve
Share
Repeat

Thinking

Notes, articles, and ideas on automation, platform reliability, observability, engineering productivity, and operational excellence.

Why Documentation is an Engineering Feature
A short note on why documentation should be treated as part of system design, not an afterthought.
Operational Toil is Technical Debt
How repeated manual work silently reduces engineering capacity and innovation.
Observability Before Automation
Why teams should understand systems clearly before automating them.
The Best Incident is the One That Never Happens
Thoughts on incident prevention, readiness, resilience, and production discipline.