## Review by [your name], [your pid]
## Review of [review group name(s)]

### 1. Prepared flow
_What did you learn from the team's prepared trace? Did the prompt trace make the pipeline's behavior clear? Were the cost and stats numbers credible? Note anything surprising._

### 2. Ad-hoc input
_What input did your group suggest? What happened when they ran it? How did the results compare to the prepared flow — any differences in quality, cost, or behavior? Link to the relevant entry in the team's session log._

### 3. Gold dataset spot-check
_Read 10 random labeled examples from the project's gold dataset. How many do you agree with? For any disagreements, explain why you'd label it differently._

### 4. Feature suggestion
_Propose a user-facing modification based on what you saw. Why would it matter for the use case? What parts of the pipeline would need to change to support it?_

### 5. Overall
_One specific thing this project does well. One specific area for improvement._