Swarm-Engine | 1.5M Parameter Local Inference Engine

A 1.5M param local inference engine in C++/CUDA, runs on consumer hardware.

Swarm-Engine is a high-performance, 1.5M parameter neural core designed for true on-device autonomy. Operating entirely on local hardware, it orchestrates a persistent swarm of 4 Neural Agents (Alpha, Beta, Delta, Gamma) across a 64-bit native memory bridge.

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⚡ Proof of Work: Terminal Inference Trace

Below is a raw trace of the Swarm-Engine C++ Core processing a command between agents.

[00:00:00.004] [INIT] 1,532,472 Parameters allocated across 4 CUDA streams.
[00:00:00.005] [SUCCESS] Neural Core Ready. Awaiting Pulse...

[00:00:05.122] [PULSE] User: "Establish local intelligence baseline."

[AGENT-ALPHA]: Analyzing local silicon capacity. Commencing swarm sync.
[AGENT-BETA]: Pattern discovery active. 64-bit memory bridge verified.
[AGENT-DELTA]: Strategic optimization confirmed. Latency < 0.1ms.
[AGENT-GAMMA]: Synthesis complete. Local intelligence is now stateful.

[00:00:05.145] [METRIC] Interaction complete in 23ms.
[00:00:05.145] [METRIC] Peak VRAM: 10.8 MB | Throughput: 10,542 TPS

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🚀 Technical Pillars

• 1.5M Parameter Core: High-fidelity local reasoning optimized for consumer GPUs.
• Native C++/CUDA Engine: Direct memory access via a hardened C-Bridge for maximum performance.
• Autonomous Weight Alignment: Self-stabilizing neural weights through active geometric backpropagation.
• Zero-Cloud Architecture: 100% on-device. No telemetry. No images. Pure technical sincerity.

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🛠️ Quick Start

1. The Workbench (UI)

cd client
npm install
npm run dev

2. The Neural Engine (Core)

# Requires CUDA 12.0+
cd engine
./run_v12_swarm.bat

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📚 Repository Structure

• engine/: C++ native engine core (The 1.5M Param Core).
• client/: Professional Next.js 15 workbench and landing page.
• results/: Detailed Bencharks (10k TPS / 11MB VRAM).
• docs/: Technical deep-dives into engine logic and architecture.
• DEMO.md: 2-Minute Experience Guide.

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Orchestrating the future of local intelligence, one agent at a time.

Built with Technical Sincerity.