If you are still rationing proofs of concept based on engineering capacity, you are fighting a constraint that no longer exists.
When the cost of generating a functional feature branch drops to the price of compute, traditional multi-week design processes become a liability.
Example: A product team waits weeks for a document describing a feature that agents could have built and validated in the time it took to write the first draft.
Until design prototypes are replaced with working code branches, feedback is grounded in optimistic mockups rather than technical truth.
Example: Leadership approves a visual interaction that looks fluid in a slide deck but is impossible to implement without rewriting the core state management layer.
Until you replace design prototypes with working code branches, your stakeholders are reviewing a designer's intent rather than a functional reality.
From the Executive Brief
Agents building directly against your existing component library and architecture bypass the manual friction that previously consumed months of engineering effort.
Example: A feasibility study that once required a dedicated squad for a full quarter is compressed into a parallelized set of overnight build experiments.
Anchoring automated agents in real behavioral data surfaces usability bottlenecks and architectural flaws long before a beta release.
Example: An automated agent identifies a navigation loop that causes user drop-off, allowing the fix to be merged before a human tester ever opens the browser.
Reviewing visual mockups and specification documents.
High risk of implementation failure.
Reviewing functional features in isolated test environments.
Verified technical and functional reality.
Integrity in the development cycle requires agents explicitly incentivized to kill weak concepts during the filtering phase.
Example: A concept is rejected by an automated score because it fails to integrate with the existing data schema, preventing a wasted six-month roadmap commitment.
Gating your roadmap with adversarial agent scores and human review replaces expensive specification relays with verified functional reality.