Blog Posts

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...

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...

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

TLDR: Don't ask AI to do the thing directly. Ask it to interview you first — what are your...

You changed one line in your system prompt and broke three downstream features. No tests caught it...

Here's the scenario. You spend two hours brainstorming and manually crafting what you think is the...

The AI Coding Paradox: More Code, More Problems? The headline is everywhere: "90% of Code...

Stop tweaking words. Start designing systems. Five production prompt patterns — routing, fallback chains, structured output, validation loops, cost tr

Learn 4 context engineering strategies for AI agents with runnable Python code. Budget your context window, compress history, and inject tools dynamically.

Most QA engineers who try AI and conclude "it's not that useful" are right, but for the wrong...

Saju-to-video pipeline. 4 commits. Architecture → scaffold → review → ship. The prompting pattern that kept 5,800 lines coherent.

You wake up in the middle of the night, mind racing. "What if I fail? What if everything goes wrong?...

Context windows keep growing. 200k tokens. A million. The assumption is that bigger windows mean...

The first version went live at 2:17 a.m. Not a launch party. Not a thread. Not a cinematic build in...

Why Your Natural Language Prompts Are Breaking (And How JSON Fixes It) I've spent the last...

Prompt engineering requires constant iteration. A common pattern is to have a "Production Prompt" and...