Democratizing AI,
One GPU at a Time.
ImpressionCore shatters the multi-thousand-dollar enterprise cloud barrier. We deliver 5-layer brain-inspired multimodal intelligence, Assembly of Experts (AoE), and lifelong sovereign digital twins ("Impressions") — engineered to run and train natively on $150–250 consumer hardware (NVIDIA GTX 1050 Ti 4GB VRAM).
39M - 3.2B
Canonical Model Family (B1 to B3 MoE)
< 4 GB
Hardware VRAM Ceiling Enforced
7 Active
Standardized MCP Server Ecosystem
Hardware Sovereignty on Consumer Edge Silicon
Under Kirk LaSalle's Sacred Covenant of Truth, we present verified physical proof. ImpressionCore achieves true end-to-end model distillation and real-time multimodal inference strictly within a 4GB memory envelope.
🚀 40-Second Epoch Training
By overcoming PyTorch 2.6+ security barriers and deploying custom shared-memory ring buffers, our B1 Hope (39M) model trains on local consumer GPUs with 40-second epochs and zero out-of-memory errors.
🛡️ Multi-Head Latent Attention (MLA)
Compresses Key-Value cache memory bandwidth by up to 75%, decoupling rotational positional embeddings (RoPE) and enabling massive 4,096+ token context lengths on sub-4GB cards.
💰 100× Cost Democratization
Eliminating reliance on $10,000+ cloud clusters. Over 150 million existing consumer graphics cards globally can now run sovereign, private AI pipelines locally.
The 5-Layer Brain-Inspired Architecture
A non-metaphorical biological computing paradigm designed for extreme efficiency, fault-tolerant cognition, and embodied perception.
1. Sensory Cortex
Direct multimodal input ingestion: BPE text tokens, Vision Transformer (ViT) patch vectors, Wav2Vec2 audio frames, and Kinect 3D spatial depth point clouds.
2. Cognitive Core & AoE
Assembly of Experts (AoE) with 4 specialized networks (logical, creative, empathy, analytic) routed through dynamic load-balancing gates.
3. Memory Orrery & UKS
Universal Knowledge Store (UKS) with episodic short-term buffers, persistent vector memory, and planetary knowledge graph associations.
4. Brain-Triad Executive
Hemispheric balance: Analytical Left ($T=0.1$) + Creative Right ($T=0.8$), unified by the Colossus Integrator with cryptographic 10-Law governance.
5. Motor Cortex
Real-time autoregressive text decoder, neural vocoders for expressive prosodic speech, and 3D digital twin avatar animations.
Sovereign Digital Twins
The "Impression": creating lifelong, privacy-preserving digital companion identities of humans, plants, animals, and natural systems.
Canonical B-Series Model Lineup
From instant edge SLMs to high-capacity sparse Mixture of Experts, standardized for seamless local execution.
| Model Tier | Total Parameters | Hidden Dim ($d_{model}$) | Layers | Heads | Context | VRAM Footprint | Target Hardware | Primary Use Case |
|---|---|---|---|---|---|---|---|---|
| B1 Hope | 39.2M | 768 | 8 | 12 | 4,096 | 0.23 GB (INT8) | GTX 1050 Ti (4GB) | Instant edge SLM; 40s/epoch training; real-time command processing. |
| B2 Insight | 50.1M | 832 | 10 | 13 | 4,096 | 0.35 GB (INT8) | GTX 1050 Ti (4GB) | Cross-modal reasoning; speech-to-text & visual feature grid projection. |
| B3 Apex | 504.2M | 3,072 | 24 | 24 | 4,096 | 1.80 GB (INT8) | GTX 1050 Ti / RTX 3060 | Heavyweight reasoning foundation; Socratic dialogue & code synthesis. |
| B3 Ultra MoE | 3,210.0M | 1,024 (Fusion) | 32 (4 MoE) | 32 | 8,192 | 3.80 GB (INT4) | Edge Multi-GPU / Offload | Sovereign digital twin; 8 experts (top-2 routing); full multimodal cognition. |
| C1 Colossus & S1 (Commercial) | Commercial Tier | Dynamic Multi-Node | Cluster Scaled | Multi-Head | 16,384+ | Multi-GPU / Cluster | Enterprise / Datacenter | Enterprise flagship foundation; custom knowledge distillation & SLA support. |
Unified Web Model Builder & Live Visualizer
Experience the state-of-the-art Glassmorphism Model Builder Suite running on Port 5000: automated presets, live tensor shape tracing, PyTorch code generation, and loss annealing telemetry.
Instant Preset Auto-Population
Select any canonical model tier to instantly populate optimal hidden layers, dimensions, learning rates, and VRAM budgets.
Tensor Shape Tracer
Inspect multi-dimensional tensor activations across forward passes, ensuring perfect dimensional alignment before training starts.
Live PyTorch Code Mapper
Directly correlates visual UI configurations with production-grade, clean PyTorch code matching the Concentrated Intelligence Doctrine.
Kirk LaSalle's Permanent Active Directives & The 10 Laws
The immutable constitutional backbone safeguarding human safety, truth, data sovereignty, and ethical alignment across all ImpressionCore systems.
Permanent_Active_Directives.txt in a golden-bordered statutory block.