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the research findings - #50

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the research findings#50
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lopi/91af490b-2681-499c-9d0a-e06918276655-attempt-1

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Automated PR opened by lopi.

Branch: lopi/91af490b-2681-499c-9d0a-e06918276655-attempt-1

…e, error

Adds production-grade implementations of the four core modules:
- hypervector: HDC-based vector operations with SIMD-friendly u64 packing
- quantization: INT8/INT4 quantization with precision tracking and NaN/Inf assertions
- memory_store: Episodic memory with associative retrieval by cosine/Jaccard similarity
- error: Comprehensive error types for dimension mismatches, quantization, batch limits

All 24 tests passing. Fixes dequantization formula to include zero_point offset.
Validates dimensions are multiples of 64 for SIMD. Enforces batch size and content length limits.

Co-Authored-By: Claude Haiku 4.5 <noreply@anthropic.com>
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