AI Agents
Stop asking your AI to "just review the code." The shift from "model-driven" to "tool-driven" control flow - putting the process in charge, not the agent - dramatically improves reliability, reduces technical debt, and scrubs thousands of issues. Beyond "vibe coding," welcome engineered AI systems.
AI Agents
Pure vibe coding breaks down quickly. We introduce a model-driven scaffold: a lightweight, AI-driven review process that gives the LLM structure, focus, and staying power without taking control away. It's a significant improvement over naive prompting and key to self-scaffolding a code auditor.
AI
Our multi-model AI code audit (Claude Opus 5.5 & GPT-5.2) improved things, but a human engineer still found basic, overlooked issues. The Spaghetti Code Limit (SCL) still lingers on the horizon, proving AI is a powerful tool, but not a replacement for a human expert.
AI Agents
Level up your code quality with a 3-LLM review process! Learn the 6-step workflow using ChatGPT, Claude Opus (via Replit), and Gemini to tap into the collective intelligence of current state-of-the-art AI. A tiny team's secret weapon for better code, faster.
AI Agents
Treat your codebase like your house: give it a deep clean with a single-prompt, AI-driven refactoring! I use the most advanced model (Opus 4.5) to iteratively refactor, clean, consolidate, simplify, and harden my code, maintaining a solid foundation. It's well worth the cost for the best quality.
AI Agents
Keeping your agents' knowledge base pristine isn't just about tidiness - it’s about speed and preventing confusion. I use a clear file structure (like an agents/ folder) and a specific cleanup prompt to maintain a concise single source of truth, ultimately making it easier to keep the code clean.
AI Agents
A significant benefit of AI assistive agents is documenting things you learn as you develop, preventing "context drift." They turn troubleshooting into permanent, accessible best practices. Stop losing context; start preserving history's lessons alongside your code.
Vibe Coding
Scaffolding is a key to transforming an AI project into a reliable, goal-directed product. Learn how our team revamped the "Burrow" project with engineering rigor, focused prompts, and a methodical approach, moving away from 'glamour apps' to proper product development at a much faster pace.