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codebase intelligence

5 posts

blogengineer
08-Feb-2026

AI for Software Development: What No One Tells You

AI writes code fast but can't understand your codebase. Here's what breaks when you ship AI-generated code—and how to fix the intelligence gap.

blogengineer
08-Feb-2026

Code Graphs FAQ: Framework-Aware AI Context Layer Guide

Code graphs power modern dev tools, but most are syntax trees in disguise. Here's what framework-aware graphs actually do and why they matter for AI context.

blogengineer
08-Feb-2026

Cursor AI vs GitHub Copilot: The 10x Productivity Boost Proof

Real benchmarks comparing Cursor AI and GitHub Copilot. Which AI coding assistant actually makes you faster? Data from 6 months of production use.

blogpm
08-Feb-2026

AI-Driven Project Management: The Complete Playbook for Product Teams

Most AI project tools are glorified chatbots. Here's how to actually use AI to understand what's happening in your codebase and ship faster.

technicalengineer
08-Feb-2026

Building AI Coding Agents That Actually Understand Your Codebase

AI coding agents fail because they lack context. Here's how to give them the feature maps, call graphs, and ownership data they need to work.