AI marketing is not a robot running your campaigns. It's six specific jobs done faster, with a person still making the calls that matter. Here's what it looks like on a real account.

An AI coding agent bypassed idempotency checks and double-charged 342 users in one weekend. Here is the framework that came out of the post-mortem.

Gartner predicts AI coding costs will surpass the average developer salary by 2028. Here is what the real numbers say and how to stay ahead of the bill.

Before you pick an AI automation tool, run this five-row check. Elena Brooks outlines the process stability, ownership, and stop conditions that decide whether a pilot is worth running.

Small businesses make up 43.5% of U.S. GDP but get AI marketing tools designed for enterprise teams. One marketing executive explains the design gap and what it costs.

63% of vibe coding users are non-developers. Here is how one solopreneur uses it to automate workflows, ship faster, and build tools that used to require a full team.

Andrej Karpathy coined vibe coding in February 2025. Here is what the term actually means, where the security risks live, and what the productivity research found.

AI marketing means generation tools, platform automation, and prediction software. Here is how to tell them apart and avoid the expensive mistakes most small business owners make.

AI-assisted development creates a new failure mode: work that looks done but isn't. This verification framework catches the gap before it costs you.

An AI researcher's case for a middle path between hand-coding and vibe-coding: you write every line, Claude Fable reviews it. Here is the framework and the 10 rules.

AI-generated code looks done until production proves otherwise. This framework closes the verification gap with tracing, test specs, and a security checklist.

84% of developers use AI tools, but Veracode found AI code fails security checks 45% of the time. Here is where vibe coding earns its place and where it breaks.