Testing & QA — Tech News

Designing APIs for AI Agents: Idempotency, Machine-Readable Errors, and 202 + Webhooks

Most APIs were designed for two consumers: a human reading documentation and code a human wrote once. An AI agent is neither. It discovers endpoints…

api ai rest architecture

Every admin console ends up with a file upload — Excel imports, avatar pictures, PDF attachments. Implementing multipart requests by hand in OkHttp…

rest restapi http java

The Real Trade-offs After building APIs with both REST and GraphQL, I've learned that the choice isn't about which is "better" but about what your c…

api graphql rest webdev

The Practical Differences When I started building APIs, REST was the default. Then GraphQL came along and promised to fix everything. After using bo…

api webdev graphql rest

PSRESTful wasn't designed in a product meeting. It was built by a developer who spent years wiring PromoStandards integrations by hand: crafting SOA…

api rest protobuf webdev

Quick Decision Tree: Which to choose? Public APIs / external clients → REST (simple, widely compatible). Internal service-to-service (microservices)…

grpc rest other alternatives

API Versioning Strategies: URL Path, Query Params, and Headers Compared Every API evolves. Fields get renamed, endpoints get restructured, response…

api webdev tutorial rest

AI-агенты уже стали частью повседневной разработки. Сначала это выглядит как магия: формулируешь задачу, получаешь код, тесты, иногда даже готовый P…