A bad task remains bad
The platform will preserve a weak brief and the error trace, but it will not turn a vague goal into a verifiable contract by itself.
Observability and reproducibility create the conditions for engineering improvement, but they do not replace a good brief, security, or human judgment.
The platform will preserve a weak brief and the error trace, but it will not turn a vague goal into a verifiable contract by itself.
Operating systems, tools, licenses, and project-specific dependencies still have to be described and maintained.
Isolation, secrets, caches, observability, artifact storage, and updates become a separate area of responsibility.
Minimum tokens, minimum elapsed time, and maximum one-shot rate do not equal quality if the system has learned to conceal rejections and risks.
Chat is enough for a quick question; an Issue, trace, and complete artifact set are justified where handoff, repeatability, and the cost of error matter.
An agent gains identity and permissions, but accepting architectural, product, and production risk remains a human decision.