A practical methodology for disciplined AI-assisted software development with Codex inside VS Code.
The goal is to turn AI coding from an improvised chat workflow into a controlled engineering process:
Understand
→ Scope
→ Inspect
→ Plan
→ Implement
→ Verify
→ Review Diff
→ Document
→ Handoff
VS Code is the engineering cockpit.
It provides the workspace, files, terminal, diffs, source control, tests, logs and human review surface.
Codex is the implementation agent.
It reads the repository, proposes bounded changes, edits code, runs focused verification and reports exactly what changed.
The human remains the owner of:
- architecture decisions;
- scope;
- approval of destructive actions;
- production access;
- secrets;
- final review;
- release decisions.
- Repository truth before assumptions
- Small, bounded tasks
- Inspect before edit
- Reuse before creating
- Exact-file ownership
- Focused verification first
- Diff is part of the deliverable
- Stop on unknown scope
- No silent destructive actions
- Document important decisions
- Handoff before context is lost
- AI assists the engineering process; it does not replace engineering ownership
Task
↓
Context Gate
↓
Recon
↓
Change Plan
↓
Implementation
↓
Focused Tests
↓
Diff Review
↓
Runtime Check
↓
Final Report
↓
Commit / Handoff
Read-only investigation.
Use when the repository state, ownership, contract or safest implementation path is unclear.
A bounded implementation task with a known goal and known ownership.
Review, regression proof, contract validation or diff audit.
Capture current state for the next coding session.
codex-vscode-engineering-methodology/
├── README.md
├── docs/
│ ├── 01-operating-model.md
│ ├── 02-task-lifecycle.md
│ ├── 03-context-gate.md
│ ├── 04-recon-before-edit.md
│ ├── 05-change-scope.md
│ ├── 06-vscode-workspace-discipline.md
│ ├── 07-terminal-and-command-safety.md
│ ├── 08-testing-and-verification.md
│ ├── 09-diff-review.md
│ ├── 10-stop-conditions.md
│ ├── 11-commit-discipline.md
│ └── 12-handoff-discipline.md
├── templates/
│ ├── R-recon-template.md
│ ├── F-feature-template.md
│ ├── V-verification-template.md
│ ├── H-handoff-template.md
│ ├── change-plan-template.md
│ └── final-report-template.md
└── examples/
└── end-to-end-example.md
The methodology is designed around one idea:
Codex should never be asked to "just change the code."
It should be given a bounded engineering contract: what to inspect, what it owns, what it must preserve, how success is proven, and when it must stop.
That makes AI-assisted coding more reviewable, repeatable and safe.