AI Coding Research

We publish practical research on Claude Code, AI code review, coding agents, MCP workflows, team adoption, and the habits that hold up in production.

Editorial illustration for MCP training for engineering teams.
AI-Assisted Coding·6 min read

MCP training for engineering teams

Practical mcp training for engineering teams using agentic coding, review guardrails, and connector boundaries.

May 21, 2026·Rogier Muller
Editorial illustration showing Claude Code 2.1.139 team conventions as a repo-centered workflow with source notes and approval checkpoints.
AI-Assisted Coding·4 min read

Claude Code 2.1.139 team conventions

An operational memo for Claude Code 2.1.139 team conventions, making CLAUDE.md, skills, hooks, and permissions reviewable.

May 17, 2026·Rogier Muller
Editorial illustration showing Claude Code 2.1.143 team conventions as a review workflow with scoped tasks, approval gates, and verification notes.
AI-Assisted Coding·4 min read

Claude Code 2.1.143 team conventions

A practical Claude Code workflow note on Claude Code 2.1.143 team conventions, focused on CLAUDE.md, skills, hooks, and permissions for engineering.

May 16, 2026·Rogier Muller
Editorial illustration showing Claude Code 2.1.142 team conventions as a repo-centered workflow with source notes and approval checkpoints.
AI-Assisted Coding·4 min read

Claude Code 2.1.142 team conventions

An operational memo for Claude Code 2.1.142 team conventions, making CLAUDE.md, skills, hooks, and permissions reviewable.

May 15, 2026·Rogier Muller
Editorial illustration for Claude Code 2.1.141 team conventions showing a scoped agent workflow, review gates, and documented decisions.
AI-Assisted Coding·4 min read

Claude Code 2.1.141 team conventions

Claude Code 2.1.141 team conventions for engineering teams standardizing Claude Code without losing ownership, context, or review quality.

May 14, 2026·Rogier Muller
Editorial illustration for Fast mode is not the default with a team review board, source cards, and verification checkpoints.
AI-Assisted Coding·4 min read

Fast mode is not the default

Fast mode is not the default reframed as an operating guide for MCP-connected AI coding teams that need connector ownership, scopes, and review logs.

May 13, 2026·Rogier Muller
Editorial illustration for Claude Code 2.1.140: team conventions showing a scoped agent workflow, review gates, and documented decisions.
AI-Assisted Coding·3 min read

Claude Code 2.1.140: team conventions

Claude Code 2.1.140: team conventions for engineering teams standardizing Claude Code without losing ownership, context, or review quality.

May 13, 2026·Rogier Muller
Editorial illustration of Recursive agents, guardrails that hold as an engineering handoff with rules, owners, and proof commands.
AI-Assisted Coding·4 min read

Recursive agents, guardrails that hold

A field guide for MCP-connected AI coding adoption, using Recursive agents, guardrails that hold to connect connector ownership, scopes, and review.

May 10, 2026·Rogier Muller
Editorial illustration showing Agentic PR Review Workflow as a review workflow with scoped tasks, approval gates, and verification notes.
AI-Assisted Coding·4 min read

Agentic PR Review Workflow

A PR review workflow for agentic coding teams, with connector ownership, scoped tasks, review logs, and human approval lanes.

May 9, 2026·Rogier Muller
Editorial illustration showing Agentic Coding Governance for Teams as a repo-centered workflow with source notes and approval checkpoints.
AI-Assisted Coding·4 min read

Agentic Coding Governance for Teams

An operational memo for MCP-connected AI coding teams using Agentic Coding Governance for Teams to make connector ownership, scopes, and review logs.

May 7, 2026·Rogier Muller
Editorial illustration of CI Fixes with Agent Governance as an engineering handoff with rules, owners, and proof commands.
AI-Assisted Coding·4 min read

CI Fixes with Agent Governance

A CI governance guide for agentic coding teams that connects connector ownership, scoped fixes, review logs, and release evidence.

May 6, 2026·Rogier Muller
Editorial illustration for Agentic Coding Governance with a team review board, source cards, and verification checkpoints.
AI-Assisted Coding·4 min read

Agentic Coding Governance

Agentic Coding Governance reframed as an operating guide for MCP-connected AI coding teams that need connector ownership, scopes, and review logs.

May 5, 2026·Rogier Muller
Editorial illustration for Agent harnesses need guardrails showing a scoped agent workflow, review gates, and documented decisions.
AI-Assisted Coding·4 min read

Agent harnesses need guardrails

Agent harnesses need guardrails for engineering teams standardizing Claude without losing ownership, context, or review quality.

May 4, 2026·Rogier Muller
Editorial illustration for Guardrails for agentic coding showing a scoped agent workflow, review gates, and documented decisions.
AI-Assisted Coding·4 min read

Guardrails for agentic coding

Guardrails for agentic coding for engineering teams standardizing Claude without losing ownership, context, or review quality.

May 3, 2026·Rogier Muller
Editorial illustration for Always-on review governance showing a scoped agent workflow, review gates, and documented decisions.
AI-Assisted Coding·4 min read

Always-on review governance

Always-on review governance for engineering teams standardizing MCP-connected AI coding without losing ownership, context, or review quality.

May 2, 2026·Rogier Muller
Editorial illustration showing Agent Boundaries That Hold as a review workflow with scoped tasks, approval gates, and verification notes.
Methodology·4 min read

Agent Boundaries That Hold

A boundary-setting guide for agentic coding teams, covering connector ownership, scoped permissions, review logs, and approval checkpoints.

May 1, 2026·Rogier Muller
Editorial illustration for Claude Code 2.1.126 team conventions with a team review board, source cards, and verification checkpoints.
AI-Assisted Coding·4 min read

Claude Code 2.1.126 team conventions

Claude Code 2.1.126 team conventions reframed as an operating guide for Claude Code teams that need CLAUDE.md, skills, hooks, and permissions.

May 1, 2026·Rogier Muller
Editorial illustration showing Eval platforms need governance as a review workflow with scoped tasks, approval gates, and verification notes.
Methodology·4 min read

Eval platforms need governance

A governance memo for AI coding eval platforms, focused on connector ownership, scoped access, review logs, and escalation rules.

April 29, 2026·Rogier Muller
Editorial illustration showing Agent Boundaries for Teams as a repo-centered workflow with source notes and approval checkpoints.
Methodology·4 min read

Agent Boundaries for Teams

An operational memo for MCP-connected AI coding teams using Agent Boundaries for Teams to make connector ownership, scopes, and review logs visible.

April 28, 2026·Rogier Muller