Where Codex fails — and why that is normal
Typical agent failures, the cost of weak context, and tasks I no longer delegate.
Typical agent failures, the cost of weak context, and tasks I no longer delegate.
I use it for larger tasks that need autonomous work across a project, not just autocomplete.
What works in practice
- Do not trust confident wording without checking the code.
- Keep ambiguous product decisions human-owned.
- Stop when the agent starts patching its own patches.
- Restart context when the original hypothesis changes.
Where the boundary is
The main limitation is not the model, but the quality of context and the ability to verify the outcome.
The short conclusion
Codex earns its place when it shortens the path to a verified result while keeping responsibility visible.