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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
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
Every team building an AI agent for the browser is making one architectural choice — whether they realize it or not. They're choosing how the LLM perceives the page. That choice cascades into everything else: cost per action, reliability on real-world apps, what gets banned by anti-bot systems, what kinds of tasks are even feasible. The choice currently breaks down into three approaches. They're o
Release Date: May 20, 2026 — The most anticipated WordPress release in years is almost here. Let's explore everything you need to know before it lands. WordPress powers over 43% of the web. That's not a typo. Nearly half of every website you've ever visited runs on this open-source CMS. And yet, for much of 2025, things went oddly quiet — legal battles, contributor walkouts, and a compressed relea