The File Search tool in the Gemini API now supports multimodal retrieval by adding support for Gemini Embedding 2. This update allows images, such as charts, product photos, and diagrams, to be natively indexed and searched in the same store as your text-based documents. This post covers how to use the File Search tool end-to-end: creating a store, uploading documents and images, querying with gro
Your README has a Setup section. It has eight steps, two of them are out of date, and step 5 assumes you're on macOS. A new dev joins the team and spends their first afternoon figuring out which version of Node you're actually on. You can do better than that. One .bp file in the repo and one command is all it takes. Blueprint is a declarative rule engine for development environments. You write a p
I've built a lot of projects in Python, Go, and Rust.Because of that, I keep reusing the same kinds of code over and over: chunked pandas CSV processing health check endpoints retry wrappers validation helpers rate limiting small bits of glue code that are easy to forget and annoying to rewrite The problem is not that I don't have this code. The problem is that it is spread across a bunch of repos
Hi everyone, my name is P Swyom Sanjog. Welcome back to my blog—I hope you’re all doing well. Today, I’m bringing a new topic: Virtual DOM. Let’s understand what the Virtual DOM is in simple terms. We’ll cover key questions like what it is, why it’s used, and how it works. So, let’s get started! Virtual Dom So, let’s break down the topic into “Virtual” and “DOM.” Virtual means something that exi
Your phone will connect to the strongest tower it hears. It does not ask for ID first. It assumes trust, and that assumption is the entire problem. I first noticed this in 2019 outside a security conference in Las Vegas. My test Android dropped from LTE to 2G for 47 seconds, then returned to normal. No user notification. The baseband logs showed a cipher downgrade to A5/0, a location area code tha
I shipped mcp-probe — a CLI that points at any MCP server, enumerates every tool, resource, and prompt, calls each with auto-generated arguments, validates against declared schemas, prints a pass/fail scorecard, and exits 0/1 for CI. The plan for launch week: run it against the official Node MCP servers and post results. The first run made me look like I'd broken half the ecosystem. The second, af
This technical post walks through the design and implementation of Secure Playground: a local web app that simulates prompt-injection attacks against large language models and demonstrates simple defenses. Provide a minimal, reproducible environment to test payloads and defensive strategies. Make it easy to add new providers and run mutation-based red-team experiments. Offer a leaderboard and scor
Japanese subscription services have a problem with terms and conditions. Not the length — that's universal. The specific issue is that Japanese cancellation terms, automatic renewal clauses, and price change notifications are buried in dense legal Japanese that's difficult to parse even for native speakers. The phrasing is designed to be compliant, not readable. I've been surprised by charges I di