Blog Posts

Why conversational prompt templates fail in production—and the exact constraint architecture that...

A research whitepaper on advanced prompt engineering, system-level guardrails, and multi-layered...

Few-shot prompting is one of the most powerful techniques for getting consistent, structured output...

The SQL detection query, Claude system prompt design, upsert pattern, and what actually changed when the upgrade pass ran on 43 fallback-template entries.

I shipped a prompt library. Not because it's sexy. Because people were staring at a blank input...

You opened the AI assistant for the first time with a fair amount of hope. You typed "write test...

A practical guide to prompt engineering brands — what it means, why it matters, and how to act on it.

Artificial Intelligence tools like ChatGPT, Gemini, Claude, Cursor, and Copilot have changed the way...

Have you ever been at a situation where you have been recently hired to maintain a legacy project, an...

I wanted to get better at prompt engineering. Not the trick-the-robot kind, the boring-but-useful...

Tu repo ya es el contexto de tus agentes, lo hayas diseñado a propósito o no Esa frase me...

QA engineers who are frustrated with AI tools are not using the wrong tool. They are writing the...

Most teams iterate on prompts by feel and ship by memory. The minimum useful comparison is two prompts in parallel.

Using agentprompt-rs, prompt-template-version, and prompt-replay for structured, versioned, A/B-testable prompts.

A 50-line script that A/B tests prompt changes against your eval set, surfaces per-slice regressions, and posts a verdict on every PR.

I've seen countless prompting trends and prompt packs to use but most discussions around prompt...

I spent the past weekend running a head-to-head experiment: five popular prompt engineering patterns,...

System prompt architecture, few-shot design patterns, chain-of-thought for structured outputs,...

Two valid tools, wrong arg type, infinite loops, wrong ordering, tools that should be skipped. Prompt skeleton, schema patterns, validator wrapper.

In the first months of an AI initiative, prompt engineering is something an individual engineer does...

Prompt packs give you outputs without the function. The five-component framework (Role, Context, Format, Examples, Output) that lets you adapt, diagnose, and co

A step-by-step framework for writing deterministic, version-controlled system prompts that survive production traffic. Covers constraint layering, output schema

AI models function more like they’re completing a transcript than holding a conversation. Providing plenty of context in our prompts helps them output the resul

One of the things I’ve been trying to do lately is take project prompts seriously enough to turn them...