I kept watching the same thing happen. What I Built It's a 3D interactive sales simulator. I call it a flight simulator for software — except instead of flying a plane, you're walking a non-technical client through the risk inside their own infrastructure. The Map You feed it a simple JSON file describing your client's tech stack. It reads it and instantly draws a floating, 3D web of nodes — s
Most API documentation is written for humans. MCP tool descriptions are different. They are read by the model that decides what to call next. That means tool names, descriptions, schemas, and error messages are not just documentation garnish. They are part of the safety boundary. A risky MCP tool often looks like this: name: query input: free-form string description: “Run SQL against the database
I’m becoming more convinced that LLMs are moving toward the same structure as payment networks. The models will be incredibly important. But the largest value will not be captured by the raw model layer alone. It will be captured by the layers above it: routing, evals, RAG, MCP, memory, orchestration, agentic workflows, vertical applications, and trust infrastructure. As a founder and developer, t
Ever had users sign up with [email protected] or [email protected]? Disposable email addresses are a headache for any app that relies on real user contact. I built burner-bouncer to solve this — a zero-dependency libra
I finished an English series on the way I think ordinary people can start using AI for real work. The point is not to become an AI expert first. The point is to have one place where you can say what you want, give the tool access to the right folder, and check the result. Anything important still needs a human pause: publishing, deleting, paying, or authorizing. My preferred starting point is simp
This presentation is an adaptation of a keynote address delivered by Sasha Le, Senior Engineer, Tide Foundation at the launch event of the RMIT AWS Innovation Lab (RAIL) on 21st of April, 2026 In 2022, a ransomware group named Lapsus$ breached some of the most sophisticated tech companies on the planet. The list included Microsoft, Nvidia, Okta, Uber, and Samsung. The ringleader wasn't a state-spo
Here is what I learned after 50 interviews and fixing my resume after every rejection. The problem was never my skills. It was how I presented them. I wrote the same things most developers write. "Worked on the API." "Helped with database optimization." "Responsible for code reviews." Those sentences describe presence. They do not describe contribution. After months of getting ignored or rejected,
Elasticsearch Cluster Health 101: Understanding, Monitoring, and Maintaining Your Cluster Author: Prithvi S, Staff Software Engineer at Cloudera and Open‑source Enthusiast You ship your Elasticsearch cluster to production. Traffic spikes. Suddenly your dashboard flashes YELLOW. What does that mean? Are you about to lose data? Can you keep the service running? This guide teaches you how to read y