AI-Assisted Coding·7 min read
AI Code Review Tools Need Receipts
A practical read on the workflow, tradeoffs, and next steps. Read the workflow, review rules, and team training patterns for AI coding tooling.
June 17, 2026·Rogier Muller
Codex CLI Research
Field notes on Codex CLI, AGENTS.md, MCP permissions, review receipts, verification evidence, and production agent workflows.
Start with Codex CLI workflows, AI coding governance, and team conventions.
AI-Assisted Coding·7 min read
AI Code Review Workflow for Teams
A practical team convention for reviewing AI-assisted code without slowing delivery or losing ownership.
June 16, 2026·Rogier Muller
Methodology·6 min read
How to set up an AI coding workshop for your engineering team
How to set up an AI coding workshop: pick a format, scope it to your real repos and review habits, run hands-on labs, and leave with a shared playbook.
June 7, 2026·Rogier Muller
AI-Assisted Coding·7 min read
Agentic coding guardrails
Practical ai coding training for large teams: review guardrails, MCP boundaries, and team habits that improve delivery.
May 25, 2026·Rogier Muller
AI-Assisted Coding·5 min read
Codex CLI, Appshots, and Goal Mode
A practical Codex CLI comparison for codex cli vs claude code, with AGENTS.md, MCP, and verification loops.
May 24, 2026·Rogier Muller
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
AI-Assisted Coding·6 min read
Codex CLI 0.132.0: workflows and integrations
Codex CLI 0.132.0 tightens AGENTS.md, MCP, and verification loops for reviewable diffs.
May 20, 2026·Rogier Muller
AI-Assisted Coding·6 min read
Codex governance: four contracts that hold in review
A codex governance note for engineering teams: the slash catalog, verification latch, browser bridge note, and model pin that keep Codex CLI work reviewable.
May 17, 2026·Rogier Muller
AI-Assisted Coding·6 min read
Codex mobile CLI: runs that survive review
A codex mobile cli pattern for running Codex CLI from anywhere: verification latches, model pins, and connector rosters that keep remote runs reviewable.
May 16, 2026·Rogier Muller
AI-Assisted Coding·5 min read
Why agentic coding governance beats raw speed
Agentic coding governance beats speed: connector cards, child receipts, decision stubs, and scope ledgers that make agent diffs defensible after merge.
May 15, 2026·Rogier Muller
AI-Assisted Coding·6 min read
How to set up agentic coding workflows and guardrails
A field guide to agentic coding workflows and guardrails: handoff receipts, connector ownership, and review gates for engineering teams under deadline.
May 15, 2026·Rogier Muller
AI-Assisted Coding·6 min read
Codex workflows for mobile handoffs
Codex workflows for mobile handoffs: the repo contract of model pins, connector rosters, done checklists, and slash catalogs that lets agent work change hands.
May 15, 2026·Rogier Muller
AI-Assisted Coding·5 min read
Codex mobile CLI docs your team can read anywhere
The codex mobile cli question is a docs question: how a team keeps AGENTS.md rules, run notes, and verification transcripts readable away from the desk.
May 15, 2026·Rogier Muller
AI-Assisted Coding·6 min read
Codex workspace agents need repo rules
Codex workspace agents and Codex cloud agents need repo rules: scoped boundary files, connector cards, and replay receipts reviewers can check.
May 14, 2026·Rogier Muller
AI-Assisted Coding·6 min read
Codex workflows: governance that lives in the repo
How to govern codex workflows from the repo: a connector roster, a ten-line done checklist, a slash catalog, and a verification latch reviewers can replay.
May 14, 2026·Rogier Muller
AI-Assisted Coding·6 min read
Fast mode is not the default: when fast models earn it
The fast model is a tradeoff you make on purpose: scope ledgers, replay sandwiches, and connector cards that keep fast agent runs reviewable.
May 13, 2026·Rogier Muller
AI-Assisted Coding·5 min read
Codex-auto-review: what it catches and misses
Codex-auto-review trials showed Codex catching syntax drift and missing permission drift. The fix is transcript evidence and repo contracts, not more autonomy.
May 13, 2026·Rogier Muller
AI-Assisted Coding·6 min read
Is Codex CLI giving MCP more reach than reviewers expect?
An operational memo for Codex CLI 0.129.0: MCP boundaries, connector owners, allowed actions, AGENTS.md instructions, and reviewable diffs.
May 11, 2026·Rogier Muller
AI-Assisted Coding·5 min read
AI agent guardrails that hold
A field guide to AI agent guardrails for recursive agent chains: connector ownership, child receipts, and review evidence that survives the merge queue.
May 10, 2026·Rogier Muller
AI-Assisted Coding·5 min read
Codex workflows for Chrome and the CLI
Codex workflows that cross into Chrome: the browser bridge note, model pin, connector roster, and done checklist that keep two surfaces telling one story.
May 10, 2026·Rogier Muller
AI-Assisted Coding·6 min read
Agentic workflows from PR to merge
A PR review workflow for agentic coding teams: connector ownership, scoped tasks, replay transcripts, and human approval lanes from PR to merge.
May 9, 2026·Rogier Muller
AI-Assisted Coding·5 min read
Codex-cli 0.130.0: workflows that survive the update
What codex-cli 0.130.0 means for production repos: the AGENTS.md boundaries, MCP permissions, and review receipts that hold across any Codex CLI release.
May 9, 2026·Rogier Muller
Open Source·6 min read
Codex CLI 0.121.0 for repo workflows
Codex CLI 0.121.0 repo workflows: named connector owners, a pinned model in AGENTS.md, and PR receipts that survive reviewer handoffs.
May 7, 2026·Rogier Muller
AI-Assisted Coding·6 min read
Codex CLI workspace tools that make runs reviewable
Codex CLI workspace tools that carry the operating contract: model pin, connector roster, done checklist, and slash catalog for reviewable agent runs.
May 6, 2026·Rogier Muller
AI-Assisted Coding·6 min read
Codex CLI 0.122.0: workflows, permissions, MCP
A Codex CLI 0.122.0 workflow guide: AGENTS.md instructions, permission boundaries, MCP rosters, and verification reviewers can replay.
May 5, 2026·Rogier Muller
AI-Assisted Coding·5 min read
Codex CLI 0.123.0: workflows that hold up
Codex CLI 0.123.0 workflows that hold up in review: replay recipes in the diff, a pinned model, a connector roster, and a ten-line done checklist.
May 4, 2026·Rogier Muller
AI-Assisted Coding·6 min read
Codex CLI 0.124.0: tighter rollback loops
Codex CLI 0.124.0 as a workflow moment: shrink the rollback contract, pin the model, and keep a connector roster and done checklist where reviewers live.
May 3, 2026·Rogier Muller
AI-Assisted Coding·6 min read
Codex 5.5: pin the model before you swap it
Codex 5.5 questions are model governance questions: pin the default model and escalation rule in AGENTS.md, and keep browser checks bridged to CLI receipts.
May 2, 2026·Rogier Muller
AI-Assisted Coding·6 min read
Codex CLI /goal workflows with AGENTS.md
A practical Codex CLI /goal workflow guide: persistent goals carry intent, AGENTS.md carries boundaries, and receipts carry proof across handoffs.
May 1, 2026·Rogier Muller
AI-Assisted Coding·5 min read
Codex-CLI 0.125.0: Reviewable Agent Loops
An operational memo for codex-cli 0.125.0: reviewable agent loops, AGENTS.md pins, verification transcripts, and connector rosters.
April 29, 2026·Rogier Muller