Platform Engineering · AI Operations · AWS Your Next On-Call Engineer Never Sleeps. It Also Never Misses the Root Cause. AWS DevOps Agent hit General Availability on 31 March 2026. The preview data is striking: 75% lower MTTR, 94% root cause accuracy, resolution times compressed from hours to minutes. Here is what every platform engineer and SRE leader needs to […]
On March 31, Anthropic shipped a source map file to npm. Not a minor config snippet. Not a stale API key. 512,000 lines of TypeScript. 1,900 files. 44 hidden feature flags. Their entire agentic harness. The crown jewels of Claude Code. Reconstructed and forked 82,000+ times before lunch. Anthropic scrambled. They pulled the npm package. Filed DMCA takedowns against GitHub […]
They told me, in the beginning, that the system was designed to be resilient. What they did not tell me, what no one ever tells you until you have lived through it, is that resilience has a temperament. It is not gentle. It does not negotiate. It endures by refusing to care whether you understand it or not. I first […]
I was twenty-eight years old the first time a cluster tried to kill me. Not literally, of course. The cluster was just doing what clusters do when they smell blood. But at 2:14 a.m. on a wet Tuesday in a windowless SCIF somewhere in the Home Counties, with the citizen tax portal bleeding red across every monitoring dashboard in the […]
The aviation analogy was a beginning. It gave platform engineering one axis of the AI adoption problem: how to hand authority from humans to machines without catastrophe. But it is not enough. Five other industries navigated the same inflection point, and each left a different blueprint that DevOps has not yet read. In my previous post I drew on aviation’s […]
Aviation took a century and hundreds of lives to get autopilot right. Cloud platform engineering is attempting to compress that same journey into five years. The playbook for getting it right already exists — if we’re willing to read it. The Paradox Nobody Wants to Talk About Here is a number that should give every platform engineer pause: 84% of developers […]
In the rapidly evolving landscape of Artificial Intelligence, the gap between a hobbyist using a chatbot and a professional engineer deploying production-ready automations is widening. While many are content with basic prompting, the real value lies in orchestration, security, and local integration. This is where OpenClaw changes the game. OpenClaw isn’t just another AI tool; it is a comprehensive framework […]
We Tried to Kill Resonance — Here’s What We Learned | Bola Thinks Bola Thinks Product Strategy // Feb 2026 Devil’s Advocate Session We Tried to Kill Resonance.Here’s What We Learned. 15 February 2026 Product Strategy ~8 min read I put a new product idea — Resonance, an adaptive biometric ambient environment engine — in front of a ruthless VC […]
Most chess players in the 1000-1600 ELO range suffer from a common plateau. They know the rules, they can spot a basic fork, and they’ve memorized a few lines of the Sicilian. Yet, their progress stalls. The reason isn’t a lack of talent; it’s the absence of a Grandmaster-level thought process. To bridge the gap between intermediate play and mastery, […]
1. Decide what DevOps calculus is about First, we need to decide: what are we differentiating and integrating over? In other words, what is the “stuff” of DevOps? At a high level, DevOps calculus would be a formal system for reasoning about: So DevOps calculus is about how changes propagate through a socio‑technical system and how we can reason about […]