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automated AI roadmap creation

6 posts

blogengineer
08-Feb-2026

How to Use AI for User Stories: Complete Implementation Guide

AI can write user stories in seconds, but most are disconnected from your codebase. Here's how to generate stories that match your actual code capabilities.

blogengineer
08-Feb-2026

AI Code Review Tools That Actually Find Bugs, Not Just Style Issues

Most AI code reviewers catch formatting issues. Here's what tools actually find logic bugs, race conditions, and security holes—and why context matters.

blogengineer
08-Feb-2026

AI Code Optimizer: Fix, Refactor, Improve — What Actually Works in 2026

AI code optimizers promise magic. Most deliver chaos. Here's what actually works when you combine AI with real code intelligence in 2026.

blogpm
08-Feb-2026

AI for Product Managers in 2025: 7 Predictions That Actually Matter

Most AI-for-PM predictions are hype. Here's what will actually separate winning PMs from the rest: the ability to talk directly to your codebase.

blogpm
28-Jan-2026

Competitive Intelligence from Code: How Gap Analysis Works

Automated competitive gap detection that scans competitor features and maps them against your codebase. Real intelligence, not guesswork.

Fatima Zahra Ghaddar
technicalengineer
23-Jan-2026

Stop Hand-Rolling Feature Discovery: Here Is the Math That Actually Works

Manual feature mapping is expensive, incomplete, and always stale. Graph-based automated discovery finds features humans miss. Here is the algorithm.

Vivian M. Otieno