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16 posts

blogengineer
08-Feb-2026

Product Intelligence Software FAQ: Complete ROI Guide

Product intelligence software promises better decisions. Here's what it actually costs, delivers, and how to measure ROI using code metrics that matter.

blogengineer
08-Feb-2026

DevSecOps FAQ: AI for Software Development Security

Security tools scan for known vulnerabilities but miss architectural flaws. AI needs codebase context to understand real attack surfaces and data flows.

blogengineer
08-Feb-2026

MCP FAQ: Essential Model Context Protocol Questions Answered

Model Context Protocol connects AI tools to real data. Here's everything you need to know about MCP servers, security, and practical implementation.

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

Best AI Tools for Product Managers in 2026

The best PM tools now understand code, not just tickets. Here's what actually matters for product decisions in 2026—and what's just noise.

blogengineer
08-Feb-2026

Knowledge Graphs for Codebases: The Future of Developer Tools

Why representing your codebase as a knowledge graph changes everything — from AI assistance to onboarding. The data model matters more than the tools.

blogcto
08-Feb-2026

Software Complexity Metrics: The Definitive Guide for Team Leads

Cyclomatic complexity is a lie. Here's how to actually measure code health by combining complexity, churn, and ownership data that predicts real problems.

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.

blogpm
08-Feb-2026

Product Intelligence Software vs Traditional Methods: Real Results

Traditional product analytics tracks clicks. Real product intelligence measures features built, technical debt, and competitive gaps from your actual codebase.

blogpm
08-Feb-2026

Turn AI Assistants Into Product Intelligence Partners with MCP

Stop using ChatGPT as a search engine. MCP lets AI assistants access your feature catalog, code health data, and competitive gaps directly.

technicalengineer
08-Feb-2026

MCP: The USB-C for AI Apps That Killed Our Glue Code Hell

Model Context Protocol lets AI tools talk to your code, databases, and docs without building custom integrations. Here's why it matters more than the LLM.

blogcto
08-Feb-2026

Context Intelligence Platform: Transform Raw Code Data Into Actionable Insights

Raw code metrics lie to you. Stop drowning in file-level data. Learn how context intelligence platforms turn code into features, ownership, and strategy.

guidecto
05-Feb-2026

How to Protect Company Data When Using AI Agents: Complete Guide

Complete guide to securing company data when adopting AI coding agents. Data classification, access controls, audit trails, and practical security architecture.

Vivian M. Otieno
guidepm
04-Feb-2026

Building Roadmaps from Code Reality, Not Opinions

How to use discovered features, competitive gaps, and team capabilities to build data-driven roadmaps instead of opinion-driven ones.

Fatima Zahra Ghaddar
technicalengineer
04-Feb-2026

Database Schema as Code Intelligence

Automatic ERD generation, schema analysis, and relationship mapping from live databases. How your schema tells the story your code won't.

Vivian M. Otieno
technicalengineer
21-Jan-2026

Neuromorphic Computing FAQ: 8 Critical Questions About Brain-Inspired AI

Neuromorphic chips process data like the brain. What this means for AI applications, when it matters, and what developers need to know.

Manuel Rodriguez Castillo