Add NegativeSampler

[aminsoh]

Implements issue #66 in incremental sub-issues.

Completed:

• 66.1 input normalization and schema

Planned:

• 66.2 candidate window generation
• 66.3 filtering pipeline
• 66.4 synthetic controls
• 66.5 benchmark orchestration

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