Building Reusable AI Workflows: Templates for Common Engineering Tasks

AI coding is crazy fast, but without structure, things fall apart quickly. Templates turn one-off wins into something your whole team can actually rely on.
Read recent articles on AI in our blog. Discover the latest AI-based tools for optimized engineering and other ways to adopt AI technology in the SDLC.

AI coding is crazy fast, but without structure, things fall apart quickly. Templates turn one-off wins into something your whole team can actually rely on.

Meet Aviator Runbooks, a Claude-powered tool that plans and runs tasks in a sandbox. You describe what you want, review the specs and let the agent execute them.

Learn how defining simple rules and goals for AI can turn it into a tool that cleans up code instead of copying old problems.

The response to my original piece about killing the code review was loud. This is my attempt to address the comments.

Compare Aviator, Cursor, GitHub Copilot, and Tabnine to find the right fit for your team's workflow and scale.

Teams that treat AI as a code printer will drown in slop and debt. Those who become the best at specifying what they want and verifying that they got it will get the promised 10x productivity boost.

Agents already write code faster than teams can review it. The way through is to move the critical decisions upstream, into specs that humans review before any code is written and acceptance criteria that agents can verify after.

Learn how AI coding standards prevent codebase fragmentation by turning individual knowledge into shared, reusable guidelines for both human and AI contributors.

AI coding agents work in isolation. Multiplayer AI coding uses shared specs so teams and their agents stay aligned across sessions and roles.

Ankit Jain (CEO and co-founder of Aviator) and Chris Westerhold (Global Practice Director at Thoughtworks) break down why migrations stall, why fully automated AI code migrations are not realistic, and what a human-in-the-loop system looks like in practice.

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