AI-Assisted Development

AI as your coding partner — code generation, debugging, testing, and developer tools that accelerate software delivery.

Refactoring priority board ranking code hotspots beside a CI/CD quality gate blocking a failing merge request.
MAX guide 13 min

How to Prioritize Refactoring and Set Up Debt Quality Gates with SonarQube and CodeScene in 2026

How to Prioritize Refactoring and Set Up Debt Quality Gates with SonarQube and CodeScene in 2026 …

AI gating deployments, quarantining flaky tests, and triaging failed CI/CD pipeline runs
MAX guide 13 min

Using AI for Deployment Risk, Flaky-Test Quarantine, and Pipeline Root-Cause Analysis

Using AI for Deployment Risk, Flaky-Test Quarantine, and Pipeline Root-Cause Analysis TL;DR

Four-part self-hosted code LLM stack: model, Ollama server, VS Code client, and a LoRA fine-tune loop on local hardware
MAX guide 12 min

How to Self-Host and Fine-Tune a Code LLM with Qwen3-Coder, DeepSeek Coder, and Ollama in 2026

How to Self-Host and Fine-Tune a Code LLM with Qwen3-Coder, DeepSeek Coder, and Ollama in 2026 TL;DR …

AI agents reviewing pull requests and prioritizing tests inside a CI/CD pipeline
MAX guide 13 min

How to Add AI Test Prioritization and Pull-Request Code Review to Your CI/CD Pipeline in 2026

How to Add AI Test Prioritization and Pull-Request Code Review to Your CI/CD Pipeline in 2026 TL;DR

Decision matrix mapping four AI coding agents to interactive, autonomous, and migration workflows
MAX guide 15 min

How to Choose and Use Claude Code, Codex, Cursor, and Devin for Real Engineering Work in 2026

How to Choose and Use Claude Code, Codex, Cursor, and Devin for Real Engineering Work in 2026 TL;DR

Three AI coding tools mapped to a production build pipeline: prototyping, IDE work, and agentic refactoring stages
MAX guide 12 min

How to Ship a Production App with Cursor, Claude Code, and Windsurf in 2026

How to Ship a Production App with Cursor, Claude Code, and Windsurf in 2026 TL;DR

Architect's blueprint routing CLAUDE.md, AGENTS.md, and Cursor rule files into AI coding agent terminals.
MAX guide 14 min

How to Engineer Code Context with CLAUDE.md, .cursorrules, and AGENTS.md in 2026

How to Engineer Code Context with CLAUDE.md, .cursorrules, and AGENTS.md in 2026 TL;DR

Specification-first framework for AI code migration across COBOL to Java, Python 2 to 3, and React legacy systems
MAX guide 13 min

Using AI to Translate Python 2 to Python 3 and Convert COBOL to Java in 2026

Using AI to Translate Python 2 to Python 3 and Convert COBOL to Java in 2026 TL;DR

Specification map for building an MCP server: transports, tool capabilities, and editor host config
MAX guide 14 min

How to Build an MCP Server with the Official TypeScript and Python SDKs in 2026

How to Build an MCP Server with the Official TypeScript and Python SDKs in 2026 TL;DR

Three-engine code migration pipeline routing JVM, JavaScript, and Java version upgrades into automated AST recipes.
MAX guide 13 min

How to Automate Framework and Version Upgrades with Moderne, Codemod, and Amazon Q in 2026

How to Automate Framework and Version Upgrades with Moderne, Codemod, and Amazon Q in 2026 TL;DR

Refactoring workflow combining Claude Code Plan Mode, Cursor Subagents, and Aider architect mode across a legacy monolith
MAX guide 14 min

How to Refactor a Legacy Codebase with Claude Code, Cursor, and Aider in 2026

How to Refactor a Legacy Codebase with Claude Code, Cursor, and Aider in 2026 TL;DR

Documentation pipeline routing code commits into AI tools that produce docstrings, API references, and living developer docs
MAX guide 16 min

How to Auto-Generate Docstrings, API References, and Living Docs with Mintlify and DocuWriter in 2026

How to Auto-Generate Docstrings, API References, and Living Docs with Mintlify and DocuWriter in …

Generated unit tests passing in a GitHub Actions run beside a coverage report and a pull request review surface
MAX guide 17 min

How to Generate High-Quality Unit Tests with Qodo Cover-Agent, Diffblue, and Claude Code in 2026

How to Generate High-Quality Unit Tests with Qodo Cover-Agent, Diffblue, and Claude Code in 2026 …

Specification framework for debugging production bugs with AI coding assistants in 2026
MAX guide 15 min

How to Debug Production Bugs with Claude Code, Cursor, and Copilot Chat in 2026

How to Debug Production Bugs with Claude Code, Cursor, and Copilot Chat in 2026 TL;DR

Side-by-side AI code completion editors showing Cursor Tab, GitHub Copilot, and a self-hosted Continue stack
MAX guide 16 min

How to Set Up AI Code Completion with Cursor Tab, GitHub Copilot, and Continue in 2026

How to Set Up AI Code Completion with Cursor Tab, GitHub Copilot, and Continue in 2026 TL;DR

GitHub pull request annotated with AI review comments inline on a diff, showing review surfaces
MAX guide 15 min

How to Integrate AI Code Review with Qodo, CodeRabbit, and Greptile in Your GitHub Workflow in 2026

How to Integrate AI Code Review with Qodo, CodeRabbit, and Greptile in Your GitHub Workflow in 2026 …