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We've been there. JSON Schema gets hard to write as soon as your payload is non-trivial. Conditional logic, cross-field rules, business invariants, and at some point we stop writing contracts at all. We go code-first, generate the schema from annotations, and end up with 200 lines very few understand, and error messages referencing paths like #/properties/items/allOf/0/then/Then that map to nothin
tRPC & Remix 3: The Security Flaw in Scalability Benchmarks Modern full-stack frameworks and RPC tools have redefined how developers build performant, type-safe applications. Two standout technologies in this space are tRPC (TypeScript Remote Procedure Call) and Remix 3, a full-stack React framework focused on web standards and performance. While both tools are widely praised for their developer
This article provides a step by step deployment guide for using Amazon Bedrock models with ADK Agents. This project aims to configure an ADK agent to use an Amazon Bedrock model. LiteLLM is an open-source AI gateway and Python SDK that provides a unified OpenAI-compatible interface to over 100 LLMs (Anthropic, Gemini, Azure, Bedrock, Ollama). It simplifies API management by allowing users to call
What's new Based on early user feedback, Permi can now save your vulnerability scan results in three distinct formats to fit your workflow: --export results.txt – Human-readable plain text for quick reviews. --export results.json – Structured data designed for scripts and CI/CD automation. --export results.md – Clean Markdown, perfect for GitHub documentation or internal wikis. To try out the ne
Most "chat with your website" projects ship without any measurement. Mine did too. The live demo was up, answers looked plausible, and I moved on. Then I built a proper evaluation harness and found out exactly how wrong "looks plausible" is as a quality signal. This post covers the eval design, the bugs it caught, the prompt changes that fixed most of them, and the two metrics that still don't pas
Research 14 min read NIST is the National Institute of Standards and Technology, a non-regulatory agency within the U.S. Department of Commerce. NIST does not make laws or enforce regulations. What it does is publish technical standards that define how things should work, from the length of a meter to the algorithms that protect your bank account. When it comes to cryptography, NIST's standards ar