Introduction Most enterprise teams today work across a mix of systems — order management platforms, support ticketing tools, internal communication channels, databases, and third-party APIs. Each system works fine on its own. The difficulty shows up when a single customer request needs data from three of them before anyone can respond. In practice, a large […]
Introduction A hardcoded key or an unpinned base image slips past a reviewer focused on logic. pr-agent closes that gap: an internal Action that runs Claude or GPT-5.6, via Bedrock, against every pull request’s diff, with the review policy owned centrally instead of scattered across every repo that adopts it. Most teams don’t lack reviewers who know […]
Introduction A change request starts as a single Jira ticket. Hours later it’s live in production, coded, reviewed, and documented, with almost none of the usual back-and-forth in between. That’s the shift AI agents are bringing to DevOps and platform engineering teams. An AI agent, in this context, is a software assistant that understands context […]
Stop Grepping Logs at 3 AM: Why LLMs are Finally Making AIOps Useful Let me describe a situation that every DevOps engineer knows well. It’s 3:00 AM on a Thursday. You’re deep in REM sleep when PagerDuty starts vibrating on your nightstand with a Severity-1 alert. You drag yourself to your laptop. Slack is buzzing […]
A note before this starts: I used AI to help write this piece. The observations in it aren’t generated, though — they’re what our DevOps team has actually watched happen over the past while. I’m upfront about the tool because the argument here is that the shift itself is real and lived, even if the […]
Introduction Quantum computing represents a fundamentally different approach to computation. Classical computers process information using bits, while quantum computers use qubits and principles such as superposition, entanglement, and interference. At the same time, AI is becoming deeply embedded in business, cloud platforms, finance, healthcare, defense, and everyday applications. The intersection of these technologies could reshape […]
Integrating AI spend into your FinOps Strategy FinOps has been all about reigning in EC2 sprawl, right sizing S3 storage classes, and finding EBS volume orphans for ten years now. These areas are still very relevant but there is a new area that has emerged at the top of most cloud invoices and for which […]
Introduction I walked into my first Regional Scrum Gathering – RSG Hyderabad 2026, expecting the usual Agile refrains: better retrospectives, faster sprints, healthier backlogs. I walked out with something I hadn’t expected at all – a room full of seasoned coaches, CIOs, and delivery leaders quietly asking the same uneasy question in different ways: if […]
Introduction Consider what you did recently when you opened Netflix or Spotify. The platform had made recommendations to you before you even made a search. It was easy, personal and fun. Now think of that same amount of intelligence applied to the lottery. The main purpose for which lottery platforms were designed was to let […]
