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Release 2.1.1

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@KristinaGlyzina KristinaGlyzina released this 12 Oct 16:08
v2.1.1
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Learn about vigilant mode.

What's Changed

Added Spec Generator

  • Introduced spec_generator for automatic task specification and synthetic dataset generation.

  • Added distribution-aware generation with configurable coverage strategies.

  • Implemented example validation, deduplication, and feedback-controlled generation.

New optimizer - SAPO

Segment-level APO (SAPO) - a modular optimization strategy over explicit prompt segments. Instead of one global rewrite, the method diagnoses weak and strong segments from ranked evidence and synthesizes candidates that preserve strengths while fixing weaknesses.

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