diff --git a/models/__init__.py b/models/__init__.py
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+++ b/models/__init__.py
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+"""Models package for TinyRecursiveModels.
+
+This package contains the core model implementations including:
+- Recursive reasoning models (TRM, HRM, etc.)
+- Model layers and utilities
+- Loss functions
+- Embedding modules
+
+Classes are available via explicit imports from submodules:
+    from models.ema import EMAHelper
+    from models.layers import CastedLinear, Attention
+    from models.losses import ACTLossHead
+    from models.sparse_embedding import CastedSparseEmbedding
+    from models.recursive_reasoning.trm import TinyRecursiveReasoningModel_ACTV1
+"""
+
+__all__ = [
+    # EMA
+    "EMAHelper",
+    # Layers
+    "CastedLinear",
+    "CastedEmbedding",
+    "RotaryEmbedding",
+    "Attention",
+    "LinearSwish",
+    "SwiGLU",
+    "rms_norm",
+    "CosSin",
+    # Losses
+    "ACTLossHead",
+    # Sparse Embedding
+    "CastedSparseEmbedding",
+    "CastedSparseEmbeddingSignSGD_Distributed",
+]
diff --git a/models/recursive_reasoning/__init__.py b/models/recursive_reasoning/__init__.py
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+++ b/models/recursive_reasoning/__init__.py
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+"""Recursive reasoning models for TinyRecursiveModels.
+
+This package contains various recursive reasoning model implementations:
+- TRM (Tiny Recursive Model): The core recursive reasoning model
+- HRM (Hierarchical Reasoning Model): Alternative hierarchical approach
+- Transformer baselines and variants
+
+Classes are available via explicit imports from submodules:
+    from models.recursive_reasoning.trm import TinyRecursiveReasoningModel_ACTV1
+    from models.recursive_reasoning.hrm import HierarchicalReasoningModel_ACTV1
+    from models.recursive_reasoning.transformers_baseline import Model_ACTV2
+    from models.recursive_reasoning.trm_ers_pmll import TinyRecursiveReasoningModel_ERS_PMLL
+"""
+
+__all__ = [
+    # TRM - Main Tiny Recursive Model
+    "TinyRecursiveReasoningModel_ACTV1",
+    "TinyRecursiveReasoningModel_ACTV1_Inner",
+    "TinyRecursiveReasoningModel_ACTV1Block",
+    "TinyRecursiveReasoningModel_ACTV1ReasoningModule",
+    "TinyRecursiveReasoningModel_ACTV1Carry",
+    "TinyRecursiveReasoningModel_ACTV1InnerCarry",
+    "TinyRecursiveReasoningModel_ACTV1Config",
+
+    # HRM - Hierarchical Reasoning Model
+    "HierarchicalReasoningModel_ACTV1",
+    "HierarchicalReasoningModel_ACTV1_Inner",
+    "HierarchicalReasoningModel_ACTV1Block",
+    "HierarchicalReasoningModel_ACTV1ReasoningModule",
+    "HierarchicalReasoningModel_ACTV1Carry",
+    "HierarchicalReasoningModel_ACTV1InnerCarry",
+    "HierarchicalReasoningModel_ACTV1Config",
+
+    # Transformer Baseline
+    "Model_ACTV2",
+    "Model_ACTV2_Inner",
+    "Model_ACTV2Block",
+    "Model_ACTV2ReasoningModule",
+    "Model_ACTV2Carry",
+    "Model_ACTV2InnerCarry",
+    "Model_ACTV2Config",
+
+    # TRM Variants
+    "TinyRecursiveReasoningModel_SingleZ",
+    "TinyRecursiveReasoningModel_Hier6",
+
+    # TRM with ERS and PMLL
+    "TinyRecursiveReasoningModel_ERS_PMLL",
+    "MemoryBlock",
+    "PMLLLatticeState",
+]