{ "arch": "fsi_echo", "vocab_size": 4096, "d_model": 192, "n_swarm_layers": 3, "n_assembly_layers": 3, "n_nanobots": 512, "max_seq_len": 2048, "total_params": 2621578, "description": "FSI_ECHO - Morphing Code Swarm. Novel architecture with context-adaptive embeddings, nanobot swarm with dual-mode processing, assembly blocks, and self-verification.", "features": [ "Morph Embedding: token embeddings transform based on context", "Nanobot Swarm: 512 nanobots with scout/combat dual-mode routing", "Assembly Blocks: coordinated multi-head attention with adaptive gating", "Self-Verification: per-token confidence prediction", "Closed-Loop Debug: iterative code generation and verification" ], "novelty": "Inspiration from movie Transformers (morphing/reconfiguring) and nanobot swarm intelligence. Entirely original design — not a copy of any existing architecture." }