Alchemy device hero
Technical Details

Alchemy hardware and AlchemyAI

A hardware-forward trading platform built for low-latency signal processing, secure custody, and always-on execution. The device pairs a Qualcomm SC7180 system with a dedicated AI Engine so AlchemyAI can score signals locally and respond quickly.

Edge inference Security-first custody 4G + Wi-Fi + LAN Expandable storage

Alchemy AI Mesh - Technical Overview

Alchemy is designed as a hybrid distributed AI system where intelligence is shared across a secure mesh of user-owned Alchemy Boxes, coordinated by a lightweight cloud control plane -- without central custody of keys or funds.

Alchemy AI Mesh diagram
Alchemy AI Mesh visual, showing distributed intelligence across user-owned boxes.
Core Principles
  • User-owned hardware (the Box) runs trading logic locally
  • Private keys never leave the Box
  • AI models are federated, not centralized
  • Cloud coordinates, not controls
  • Mesh intelligence improves predictions over time
What Makes the Mesh Powerful
  • Every new box strengthens prediction confidence
  • Models adapt dynamically to market regimes
  • No single point of failure
  • Regulatory-friendly (no custody, no pooled funds)
  • Works globally, even with intermittent connectivity
Why This Architecture Is Unique
Problem in Crypto How Alchemy Solves It
Centralized key risk Keys never leave user hardware
Cloud breaches Cloud has zero custody
Single-model failure Multi-model consensus
Black-box trading bots Transparent, configurable strategies
Scalability Mesh grows stronger with more boxes

System Components

The mesh is built from secure edge nodes, federated AI models, and a coordination plane that stays clear of custody. Each layer contributes signals and confidence, not raw keys or balances.

Alchemy Box (Edge Node)

  • Each box is a trusted AI execution node
  • Secure API key storage (local only)
  • Executes trades directly against exchanges
  • Runs AI inference locally (price prediction, signals)
  • Encrypts and publishes anonymized telemetry
  • Can operate independently if offline

AI Prediction Engines

  • Multiple AI models run in parallel
  • Time-series forecasting (TimeGPT / TFT / ARIMA)
  • Pattern recognition models
  • Volatility & risk scoring models
  • Strategy engines (Low-Before-High, CryptoTree, AMP)
  • Each model produces weighted signals, not blind trades

Mesh Intelligence Layer

  • Boxes do not share keys or balances
  • They share statistical outcomes & confidence data
  • The system learns which models work best under which conditions
  • Think: federated learning without raw data

Cloud Coordination Plane

  • Cloud does NOT trade and does NOT hold funds
  • Model versioning & distribution
  • Signal aggregation
  • Confidence weighting
  • User dashboards & monitoring
  • Subscription & licensing

Exchanges & Cold Storage

  • Direct API execution from the Box -> Exchange
  • Optional automated profit routing to cold storage
  • Deposit-only public keys for withdrawals (VaultFlow)

Alchemy Box hardware

The Alchemy Box is the physical anchor of the mesh. It runs the trading stack locally and keeps sensitive credentials off the cloud entirely.

Alchemy Box hero hardware
Alchemy Box hardware platform used for local execution and AI inference.

Platform at a glance

The hardware stack is tuned for deterministic performance. CPU, AI acceleration, storage, and I/O are balanced so the system can ingest data, compute signals, and dispatch trades without waiting on a remote compute tier.

Core compute
  • Processor: Qualcomm SC7180
  • CPU: Octa-core Kryo 468
  • 2 performance cores (ARM Cortex-A76)
  • 6 efficiency cores (ARM Cortex-A55)
AI acceleration
  • Qualcomm AI Engine integrated accelerator
  • Hexagon DSP/NPU architecture (Hexagon 692)
  • ~5 TOPS for integer inference workloads
Memory and storage
  • Memory: 4GB + 64GB, 8GB + 128GB, 8GB + 256GB
  • Storage expansion: microSD and USB
I/O and display
  • USB: 2x USB 2.0, 1x USB 3.0
  • HDMI 1: 1080p (video)
  • HDMI 2: 2k (audio + video)
  • Dual-channel display support
Connectivity
  • 4G network with SIM support
  • LAN: 100MB input
  • Wi-Fi: 2.4Ghz + 5Ghz
  • Bluetooth 5.1
Audio
  • 3.5mm mic input
  • 3.5mm stereo output
Alchemy hardware close-up
Edge compute hardware built for always-on signal processing.
Alchemy hardware ports
Port layout optimized for networking, expansion, and display outputs.

AlchemyAI signal pipeline

AlchemyAI runs directly on the Qualcomm AI Engine to keep inference local. The Hexagon DSP/NPU path supplies dedicated acceleration so signals can be evaluated and acted on with minimal latency.

01

Ingest

Market feeds, account telemetry, and device health signals are ingested in real time.

02

Feature

Signals are normalized, summarized, and translated into a compact feature vector.

03

Score

AlchemyAI evaluates the feature set on-device using AI Engine acceleration.

04

Risk gate

Confidence scores are bounded by portfolio rules and account constraints.

05

Execute

Orders are dispatched through the exchange API with audit logging enabled.

Why the AI Engine matters

Dedicated AI acceleration reduces response time and keeps data processing close to the hardware, supporting faster trade decisions without relying on round-trip cloud latency.

Learn more about the AlchemyAI model
AI Engine Integrated Qualcomm acceleration
NPU Hexagon DSP/NPU (Hexagon 692)
Throughput ~5 TOPS integer workloads

Security, custody, and reliability

The platform is designed to keep custody with the user while enforcing tight control over what can be executed. AlchemyAI scores trades, but execution is gated by rules and audit telemetry.

Key custody stays with the user
Exchange API permissions are scoped
Continuous health monitoring
Local data caching for resilience
Cloud orchestration when needed
Audit logs for every trade

Product tech sheet

Reference snapshot for the current hardware platform.

Component Details
Processor Qualcomm SC7180 (Kryo 468 octa-core)
AI Engine Integrated AI acceleration, ~5 TOPS integer workloads
NPU Hexagon DSP/NPU architecture (Hexagon 692)
Memory + Storage 4GB + 64GB, 8GB + 128GB, 8GB + 256GB
Expansion microSD and USB
USB 2x USB 2.0, 1x USB 3.0
HDMI HDMI 1: 1080p, HDMI 2: 2k (audio + video)
Display Dual-channel display support
Network 4G with SIM support, 100MB LAN, Wi-Fi 2.4Ghz + 5Ghz
Bluetooth Bluetooth 5.1
Audio 3.5mm mic input, 3.5mm stereo output

Patent

U.S. Patent #12106372 B1 covers the system and method for crypto-currency trading that powers the Alchemy platform.

System and Method for Crypto-currency Trading

A defensible architecture designed to keep custody with the user while automating execution through a structured decision engine.

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