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Engineering

Agent Workflows Need Reviewable Context

March 29th, 2026

AI agents make software work faster, but speed is only useful when the work remains reviewable.

The risky version of agentic development is not that an agent writes code. The risky version is that nobody can explain why the code changed.

Context should be explicit

Before an agent changes a system, it should know the goal, the files likely involved, the constraints, and the verification expected at the end.

That context does not need to be long. It needs to be specific enough to prevent wandering.

Small scopes protect quality

An agent is more useful when the task has a boundary:

  • update this component
  • replace this content set
  • verify this interaction
  • fix this build error

Broad tasks can still work, but they need stronger checkpoints.

Review is part of the workflow

The output should make review easier:

  • changed files
  • behavior changed
  • commands run
  • screenshots or route checks when visual work is involved
  • remaining risk

Without that proof, speed becomes an illusion.

Ownership stays human

The agent can do the mechanical work. The team still owns the taste, the tradeoff, and the decision to ship.

That is the healthy shape: faster execution, clearer review, no abdication.



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