v2.5.0: Universal Invariant Cross-Modal Engine & Mechanical Benchmark Validator

Dual-Loop Cognitive Controller (HADL v2.5.0)

🌟 Key Highlights & Major Features

1. Bidirectional Hetero-Associative Plasticity ({cross}$ & {cross}^T$):
   • Native two-way translation between sensory latents (photo/audio) and text without external diffusion overhead.
   • 1-Shot in-situ Hebbian binding in $<0.05$ ms.
   • Mental imagery & sound synthesis in .40$ ms.
2. Universal Procrustes Manifold Transport:
   • Affine closed-form covariance alignment preventing representation collapse ($\mathcal{O}(D)$ algebra, $<0.1$ ms).
3. Spatio-Temporal Entropic CWM:
   • Compresses 256 image patches or 128 audio frames down to 16 invariant working memory slots (93.8% KV-cache reduction).
4. Mechanical Benchmark Consistency Validator:
   • Automated physical, arithmetic, and structural consistency checker (hadl validate-benchmark).
   • Flags condition latency contradictions, missing sample logs, and quantity mismatches.
5. Gemma 4 Developer Agent Suite:
   • Declarative ADK architecture, multi-LoRA serving, and Popperian verification harness for enterprise SWE benchmarking.
6. Production Packaging:
   • 127/127 unit tests passing (100% OK).
   • Zero base weight modifications (100% frozen backbone).