manastalukdar/ai-devstudio/to-spec

## Problem Statement
 
The problem the user is facing, from the user's perspective.
 
## Solution
 
The solution to the problem, from the user's perspective.
 
## User Stories
 
A numbered list of user stories. Each in the format:
 
1.As an <actor>, I want a <feature>, so that <benefit>
 
This list should be extensive and cover all aspects of the feature.
 
## Implementation Decisions
 
A list of implementation decisions:
 
-The modules that will be built/modified
-The interfaces of those modules that will be modified
-Technical clarifications from the developer
-Architectural decisions
-Schema changes
-API contracts
-Specific interactions
 
Do NOT include specific file paths or code snippets (they go stale fast).
 
Exception: if a prototype produced a snippet that encodes a decision more precisely than prose can (state machine, reducer, schema, type shape), inline it and note briefly that it came from a prototype. Trim to the decision-rich parts only.
 
## Testing Decisions
 
-A description of what makes a good test (only test external behavior, not implementation details)
-Which modules will be tested
-Prior art for the tests (similar types of tests in the codebase)
 
## Out of Scope
 
A description of what is out of scope for this spec.
 
## Further Notes
 
Any further notes about the feature.