Updates & Insights

Ben Parisot

Why r/programming Banned AI Content

The signal-to-slop ratio tipped on the largest programming subreddit. That same dynamic is playing out in private codebases right now.

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Ben Parisot

Use Scrubby for More Stable Releases

Cut AI slop, catch convention drift, and make sure the code that ships fits the codebase it's shipping into.

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Liz Pantalone

Lowering Token Consumption with Codebase Intelligence

Your AI agent isn't slow because the model is slow. It's slow because it's wasting most of its tokens just trying to figure out where things are.

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Ben Parisot

Scrubby for Open Source Maintainers

Drive-by AI PRs are burning maintainers out. Codebase intelligence is the asymmetric defense.

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Liz Pantalone

Coaching AI agents with your pre-LLM conventions

Why teams are pinning Scrubby's index to a date before they started using AI heavily and what that does to the PRs their agents write.

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Liz Pantalone

Scrubby for the C-Suite

Architectural visibility, engineering team insight, and the ROI story your AI investments need.

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Ben Parisot

Scrubby for Engineering Leads

How codebase intelligence helps your team move faster, ship more consistently, and stop spending review cycles on the same structural issues over and over.

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Ben Parisot

What Scrubby Can't Do

An AI agent dropped a production database again this week. Codebase intelligence wouldn't have stopped it, and it's worth being clear about why.

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Liz Pantalone

Scrubby for Developers

Why codebase intelligence is the missing piece in your AI-powered workflow, and what changes the day you add it.

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Ben Parisot

How Scrubby Works: A Walkthrough

From the moment you connect a repository to the moment your AI agent stops writing code that doesn't fit, here's what's actually happening under the hood.

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Liz Pantalone

MCP Servers for Code Review: A Practical Guide

How Model Context Protocol servers give AI coding assistants the codebase awareness they've been missing.

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Ben Parisot

AI Code Review Tools Compared: Scrubby vs CodeRabbit vs Codacy

A practical comparison of AI-powered code review tools and what makes each one different.

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Liz Pantalone

How to Enforce Code Conventions with AI

Linters catch syntax, but Scrubby catches architectural and organizational conventions.

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Ben Parisot

How AI Can Speed Up Developer Onboarding

New developers shouldn't need six months to understand your codebase. Here's how AI is changing that.

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