The model learns that hedging is a signal of lower-quality output. This creates a systematic bias toward sounding certain.

Nobody files a ticket that says “our architecture has an abstraction problem.” They file tickets saying the data is wrong, or ...

Azure Functions shipped a serverless agents runtime in public preview at Build 2026. Agents are defined in .agent.md markdown ...

Stable implementation with almost 1,700 tests and enforced 100% test code coverage. Every single method, statement and conditional branch variant in the entire codebase is tested and required to pass ...

🔍 PDF parser for AI data extraction — Extract Markdown, JSON (with bounding boxes), and HTML from any PDF. #1 in benchmarks (0.907 overall). Deterministic local mode + AI hybrid mode for complex ...

A Better Way: Schema Validation To fix this, you must check the data at the edge of your app. Use a library like Zod to create a schema. A schema acts as your single source of truth. You write the ...

Cross-field validation: When one field depends on another, such as "confirm password" or complex conditional logic. 2. Async validation: When you need to check a database, such as "is this username ...

Businesses know the importance of being as close and accessible to their customers as possible. And what do most people these days carry around with them pretty much at all times? That’s right, ...