Platform Architecture

Distributed inference grid powering autonomous AI agents across global infrastructure

Agent Grid

Distributed inference nodes powering AgentOS workflows across global infrastructure

10
Compute Nodes
63.7B
Total Parameters
45
Active Shards
4.2ms
Avg Latency
TLS 1.3
WireGuard
WireGuard
Noise NK
Noise NK
AES-256-GCM
AES-256-GCM
ChaCha20-Poly1305
ChaCha20-Poly1305
QUIC mTLS
QUIC mTLS
WireGuard
mTLS 1.3
IPsec IKEv2
IPsec IKEv2
QUIC mTLS
RDMA TLS
VPN Mesh
AES-256-GCM
AES-256-GCM
TLS 1.3
TLS 1.3
E2E AES-256
User Request

Natural language queries, agent tasks, and workflow triggers enter the distributed inference grid

Ingest Router
Throughput12K req/s
Latency<2ms
OFFICE-WORKER-01
Austin, TX
Consumer
NVIDIA RTX 4090 24 GB
Embedding Layer24B params
CPU58%
Memory72%
OFFICE-WORKER-02
Portland, OR
Consumer
AMD RX 7900 XTX 24 GB
Token Mixer24B params
CPU44%
Memory61%
MAC-01
San Francisco, CA
Apple Silicon
Mac Studio M2 Ultra 192 GB
Attention Heads192B params
CPU65%
Memory78%
MAC-02
Denver, CO
Apple Silicon
MacBook Pro M3 Max 96 GB
Local Cache96B params
CPU32%
Memory44%
Shard Aggregator
Throughput8.4K req/s
Latency<5ms
Load Balancer
Throughput14K req/s
Latency<3ms
LAPTOP-01
Chicago, IL
Consumer
NVIDIA RTX 3060 Laptop 6 GB
FFN Blocks6B params
CPU91%
Memory94%
ENT-DC-02
Frankfurt, DE
Enterprise
AMD Instinct MI300X 192 GB x4
KV Cache96B params
CPU71%
Memory79%
AWS-01
us-east-1 (Virginia)
Cloud
AWS p5.48xlarge (H100 x8)
MoE Router40B params
CPU39%
Memory52%
AZ-01
West Europe (Netherlands)
Cloud
Azure ND H100 v5 80 GB
Output Head22B params
CPU55%
Memory64%
Response Assembly
Throughput6.2K req/s
Latency<8ms
Secured Response

Encrypted, validated results delivered back to the requesting agent or user

Consumer GPU / CPU
Apple Silicon
Enterprise GPU
Cloud Provider
Active
Idle

Distributed Expert Network

Hierarchical layers of specialized small LLMs voting in orchestration using three-armed bandit selection

Distributed Expert Network

Specialized small LLMs voting in orchestration via three-armed bandit selection

Reasoning Layer
Complex Query
Reasoning
Qwen30.6B
conf75%
Mistral7B
conf69%
OLMo7B
conf62%
Reasoning Bandit
Exploit
39%
Explore
20%
Balance
41%
Reward avg0.84
Knowledge Layer
Domain Task
Knowledge
Gemma 34B
conf78%
DeepSeek8B
conf63%
Gemma 331B
conf79%
Knowledge Bandit
Exploit
40%
Explore
31%
Balance
29%
Reward avg0.81
Synthesis Layer
Multi-step Problem
Synthesis
Mistral22B
conf65%
OpenAI120B
conf86%
DeepSeek67B
conf92%
Synthesis Bandit
Exploit
29%
Explore
43%
Balance
29%
Reward avg0.76
Consensus
Voted Output
Reasoning
Knowledge
Synthesis
Confidence80%
Bandit Strategy Distribution
Exploit best35%
Explore new31%
Balanced33%
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