# Technical Capabilities — Hanzo AI

> AI and machine learning, cloud infrastructure, and data platforms — the work we do, and the results it produced for the companies we did it for.

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# Technical Capabilities

Autonomous agent swarms, hybrid enterprise RAG, low-latency streaming, fine-tuning, and bare-metal GPU compute — engineered for mission-critical production.

Autonomous Agents

Enterprise RAG 2.0

Real-Time Streaming & Voice

Model Fine-Tuning

Sovereign GPU Compute

Zero-Trust Governance

Swarm Orchestration

## Multi-Agent Swarm Orchestration & POSIX Sandboxing

[Explore Agent SDK](https://hanzo.ai/solutions/agents)[Schedule Technical Demo](https://hanzo.ai/contact/sales)

Coordinate autonomous teams of specialized models with hierarchical supervisor DAGs. Features 187ns hot-resume, 477 bytes of RAM per idle agent, and 260+ pre-built Model Context Protocol (MCP) integrations.

Agent Wake Time

107 ns

Idle Memory Footprint

477 B

Pre-built MCP Connectors

260+

Sandbox Isolation

MicroVM POSIX

Architectural Topology

#### Architectural Specifications

Goal decomposition into Directed Acyclic Graphs (DAGs) with worker agent task allocation

Real-time output verification, automated confidence scoring, and human-in-the-loop gates

Rootless MicroVM sandboxes providing full bash/POSIX execution without host risk

Episodic, vector, and structured state memory substrate preserved across long agent sessions

agent-swarm.ts

TypeScript SDK

```
import { Agent, Swarm } from '@hanzo/ai' const swarm = new Swarm({ supervisor: 'enso-ultra', workers: [ { role: 'coder', tools: ['forgejo', 'microvm_exec'] }, { role: 'analyst', tools: ['postgres_olap', 'rag_retrieve'] }, { role: 'auditor', tools: ['pii_redactor', 'policy_gate'] }, ], }) // Decomposes goal, delegates tasks, and validates sandbox output const result = await swarm.execute({ goal: 'Audit Q3 cloud spending and generate automated PR', sandbox: 'microvm-isolated', })
```

## Enterprise Technical Matrix

Performance SLAs, protocols, concurrency targets, and isolation boundaries across all platform capabilities.

CAPABILITY DOMAIN

STANDARD / PROTOCOL

LATENCY & PERFORMANCE SLA

CONCURRENCY TARGET

ISOLATION

Autonomous Agent Swarms

Model Context Protocol (MCP) + POSIX

107 ns wake, 125 ns spawn, <25ms tool dispatch

100,000+ concurrent worker agents

Rootless MicroVM container sandboxes

Enterprise RAG 2.0

pgvector (HNSW) + BM25 + ColBERT

Sub-10ms vector search, 80.7 F1 LoCoMo

25,000 queries per second (QPS)

Per-tenant row-level security (RLS)

Real-Time Streaming & Voice

HTTP/2 SSE, WebSockets, WebRTC

<100ms first token, <300ms audio turnaround

1,000,000 simultaneous streams

Global Edge PoP multiplexed channels

Model Fine-Tuning & SFT

PyTorch Distributed + Deepspeed + PEFT

Real-time LoRA dynamic adapter hot-swap

Multi-adapter concurrent inference

Dedicated single-tenant GPU nodes

Bare-Metal GPU Cloud

NVIDIA SXM5 NVLink + 3.2 Tbps InfiniBand

Direct RDMA zero-copy memory transfers

Petabyte-scale distributed training

Bare-metal single-tenant physical host

Trust & Governance Rail

OIDC, SAML 2.0, SCIM, Hardware HSM KMS

Zero added latency inline PII redaction

Enterprise-wide tenant scale

Hardware KMS enclave envelope encryption

## Explore All Use Cases

Specialized architectures engineered for real-world production workloads

### RAG Applications

Build retrieval-augmented generation apps

[Learn more](https://hanzo.ai/solutions/rag)

### AI Agents

Deploy autonomous AI agents

[Learn more](https://hanzo.ai/solutions/agents)

### Real-time AI

Stream AI responses in real-time

[Learn more](https://hanzo.ai/solutions/realtime)

### Fine-tuning

Train custom models on your data

[Learn more](https://hanzo.ai/solutions/fine-tuning)

### Computer Vision

Process images and video

[Learn more](https://hanzo.ai/solutions/vision)

### Voice & Audio

Speech recognition and synthesis

[Learn more](https://hanzo.ai/solutions/audio)

## Expert Partners

The people who do the work

### Hanzo Agency

Our creative agency: brand identity, design, content, and campaigns, produced with the same AI tools we build.

[Visit Hanzo Agency](https://hanzo.agency)[See the work](https://hanzo.agency/our-work)

### Sensei Group

Fractional CXOs and engineers who have run this before, working beside your team.

[Visit Sensei Group](https://sensei.group)[Schedule a call](tel:+19137774443)

## Ready to deploy these capabilities?

Schedule a briefing with our core engineering team to review system architecture, run benchmark proofs-of-concept, or design a custom deployment.

[Get Started](https://hanzo.ai/contact)[Talk to Technical Sales](https://hanzo.ai/contact/sales)