Engineering
What Is a PRD (Product Requirements Document)?
A PRD states what should be built and why, precisely enough that engineers can build it without guessing. In a world where implementation is cheap, the specification became the constraint.
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Engineering
What Are Acceptance Criteria?
Acceptance criteria define the conditions under which work is considered done. Written well they end scope arguments before they start; written badly they are a second, vaguer copy of the ticket title.
AI & Machine Learning
Structured Outputs: Getting Reliable JSON from LLMs
Asking a model politely for JSON produces JSON most of the time, and most of the time is not a contract. How constrained decoding, schemas and validation combine into something you can build on.
Engineering
Spec-Driven Development in the Age of Generated Code
When implementation is cheap and fast, the specification becomes the bottleneck and the durable artefact. What changes when the spec, not the code, is the thing you maintain.
AI & Machine Learning
How to Build an MCP Server: A Step-by-Step Guide
A working MCP server in five steps — choosing what to expose, defining tools the model can actually use, handling authorisation, testing against a host, and the mistakes that make a server unusable in practice.
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