The AI-Native Device Platform

Finance & Quantitative Analysis

Parallel Backtests. Automated Reports. No Manual Steps.

The Agentic API moves market data and strategies to powerful compute nodes. Smart Automation runs backtests, monitors risk, and delivers results — fully scheduled and automated. From parameter sweeps to regulatory reporting, every workflow runs unattended at near-zero ongoing cost.

Power of Combination All Use Cases Plans
The Pattern
Compute Power + Intelligent Orchestration.

Quantitative finance demands high-throughput computation, reliable data pipelines, and strict compliance automation. The Agentic API moves market data and strategy scripts to powerful compute nodes securely and at scale. Smart Automation orchestrates the full workflow — from parameter sweeps and walk-forward testing to risk monitoring and regulatory reporting — running on a schedule without manual intervention.

Agentic API — Secure Market Data Transport

Moves datasets, strategy scripts, and configuration files to high-performance compute nodes. Retrieves results, reports, and signal files back to the orchestrator — no cloud egress, no open ports.

Smart Automation — Quantitative Orchestration

Writes backtesting pipelines, risk monitoring scripts, and reporting automation once. Runs them on schedule — weekly walk-forward tests, daily VaR calculations, nightly data aggregation — at zero ongoing token cost.

Core Scenarios
Backtesting, Market Data Aggregation, and Risk Monitoring.

Multi-Machine Backtesting

Parameter sweep: Smart Automation uploads a trading strategy with different parameter sets to multiple machines via Agentic API. Each machine runs a subset of the parameter space in parallel. Results are collected, merged, and ranked by Sharpe ratio automatically.

Walk-forward optimization: Smart Automation generates a walk-forward testing framework (writing phase); executes it on a high-CPU machine via Agentic API on a weekly basis as new market data arrives.

Cross-asset backtesting: Different machines handle different asset classes simultaneously. Smart Automation consolidates correlation matrices and portfolio-level metrics from all machines.

Real-Time Market Data Aggregation

Smart Automation pulls pricing data from multiple broker APIs or data vendors on a schedule. Normalization scripts run on a central machine via Agentic API. Clean, timestamped OHLCV data is written to a local database for downstream analysis. Data gaps are detected and flagged automatically.

Risk & Portfolio Monitoring

Smart Automation runs daily VaR (Value at Risk) and drawdown calculations on a compute node. Agentic API retrieves position files from trading systems and uploads them to the calculation engine. Results are compared against risk limits; breaches trigger immediate alerts. Weekly risk reports generated and distributed automatically.

More Scenarios
Signal Generation, Crypto/DeFi Pipelines, and Regulatory Reporting.

Algorithmic Signal Generation

Heavy feature engineering (technical indicators, sentiment scores) runs on a GPU machine via Agentic API. Smart Automation retrieves generated signal files and feeds them into a lightweight local execution layer. Zero-latency: signal files are pre-computed, the trading bot reads local files only.

Earnings & Financial Report Scraping

Smart Automation generates a Playwright scraper to pull earnings reports, SEC filings, or analyst estimates. Multiple devices with different IPs rotate scraping duties to avoid rate limits. Data is normalized; a Gemini Flash summary highlights key changes versus prior period.

Crypto & DeFi Data Pipelines

Smart Automation scrapes on-chain data, DEX prices, and liquidity metrics from multiple sources. Anti-bot challenges are handled via stealth Playwright scripts written in the setup phase. Daily execution runs at zero token cost; Gemini Flash summarizes significant market movements.

Regulatory Reporting Automation

Smart Automation pulls trade records from internal systems via Agentic API. Applies regulatory formatting rules (MiFID II, EMIR) using pre-written transformation scripts. Generates submission-ready reports and deposits them in the designated compliance folder.

Token Economics
Backtesting Intelligence. Regulatory Logic. Written Once.
Every backtesting pipeline, risk calculation script, and regulatory report is generated once by Gemini Pro. Daily VaR runs, weekly walk-forward tests, nightly data aggregation, and reporting pipelines all execute at zero AI token cost — pure local computation via the Agentic API on a schedule defined by Smart Automation.
Use Cases
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Healthcare & Research

Sensitive clinical data stays on-premise. Agentic API provides scoped access to processing machines; Smart Automation orchestrates DICOM, HL7, and FHIR pipelines — fully compliant, no cloud exposure.
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Creative, Media & Content Production

Distributed video rendering, overnight AI image generation, automated podcast production — Smart Automation fans work out to rendering machines via Agentic API and assembles the final output automatically.
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Products
Explore What awaBerry Offers
Products
awaBerry Anywhere
The all in one tool for any device connection — secure and easy

awaBerry Anywhere is a zero-trust remote access platform that gets any device — cloud server, laptop, or SoC hardware — securely accessible from anywhere in minutes. No VPNs, no open inbound ports, no complex configuration or additional remote connection software. Works on any MAC - yes even an old Apple macbook from 2012. Works on any Ubuntu / Debian / Redhad based LINUX. Works on any Windows which supports the Windows Subsystem for Linux (WSL).

Connect Devices

Flexible onboarding for any hardware — in any environment.

#Linux #macOS #Server #Docker containers #SoC devices #True Headless Device Installation #Windows #Bespoke OS installation #Shared device access
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Secure Remote Access

Full control and activation via the awaBerry web dashboard.

#Web SSH #Anywhere Shell #Zero-Trust Port Forwarding #No VPN #Remote Desktop (VNC/RDP) #Securely Connect To Any Port #NoOpenFirewallPorts #Web-based file transfer #Zero-Trust #Web-to-local
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The Teen Maker: Raspberry Pi Online in Minutes

For young makers and students, the barrier between a working local project and a remotely accessible device has always been networking complexity. awaBerry Anywhere removes…
The Student Lab: Access University Hardware From Your Dorm

University hardware is expensive and underutilised outside core hours. awaBerry Anywhere bridges the gap between physical lab access and the reality of students working on…
The Field Researcher: Keep Data Collection Running Remotely

Remote research infrastructure is only as reliable as the ability to maintain it from a distance. awaBerry Anywhere gives field researchers the same level of…
The Remote Developer: Your Office Machine, Anywhere in the World

The promise of remote work breaks down when heavy workloads require physical proximity to hardware. awaBerry Anywhere closes that gap — your office machine is…
The Network Admin: Reach Any Local Web UI From Anywhere

Zero-Trust Port Forwarding access transforms every internal web interface into a securely reachable remote resource — without touching firewall rules or building per-site VPN infrastructure.…
Help a Friend: Remote Support Without the Setup Hassle

Technical support between friends and colleagues should not require a 20-minute setup ritual. awaBerry Anywhere makes the helper's experience frictionless and keeps the person being…
The Home Lab Admin: One Dashboard for Your Entire Lab

A home lab should be a joy to run, not a second job in network administration. awaBerry Anywhere gives a permanent, reliable, zero-maintenance window into…
The Freelancer On the Move: Your Workstation, Always Within Reach

For freelancers whose work is compute-intensive, awaBerry Anywhere offers a third option: leave the power at home, and take reliable remote access everywhere.…
The IoT Fleet: Manage Edge Devices at Scale Without a VPN Gateway

Industrial IoT deployments live or die by maintainability. awaBerry Anywhere replaces complex VPN infrastructure with a lightweight agent that turns every edge device into a…
The Research Team: Share a Device Without Sharing Credentials

Shared research hardware should not mean shared credentials and shared accountability gaps. awaBerry Anywhere gives each team member their own secure, auditable access path —…



Version 2 Released
New in Version 2

Smart Automation Framework

Describe what you want in plain English — awaBerry generates the script once using AI, then runs it on your devices forever at zero token cost.

Plain-English Instructions Google Gemini CLI Zero Ongoing AI Token Cost Task Scheduler Runs Locally on Your Devices Fleet-Wide Orchestrator
Device-access as a Service

The Agentic API

Expose your registered devices to AI agents, scripts, and collaborators via encrypted tunnels — precisely scoped, zero-trust access, no open ports.

Programmatic Device Access Encrypted Zero-Trust Tunnels AI Agent Integration Precisely Scoped Permissions Works with Any Script or Webhook No Open Ports Required
Secure device access from anywhere

awaBerry Remote

Full remote access to any of your devices — directly from your browser. Zero trust, no VPN, no open firewall ports.

Web SSH Terminal Smart Terminal Remote Desktop (VNC & RDP) Zero-Trust Port Forwarding Web-based File Browser End-to-End Encrypted
20% OFF with code
Version2Released

Copy code, select plan and register — and in checkout paste the code

Commercial usage Private and research
Discount offer is valid until 31.05.2026



Products
awaBerry Device Automation
From Plain English to Fully Autonomous Execution.
awaBerry Device Automation
AI-native automation platform

awaBerry Automation is the combination of two tightly integrated products that together form a complete, AI-native automation platform.

#Local Execution #Gemini CLI #Gemini CLI GUI #Zero Token Cost #Agentic API #AI-Powered Automation #Encrypted Tunnels #Device Fleet #Plain English #Scheduled Tasks #Device-access-as-a-Service

Smart Automation Framework

Uses the Google Gemini CLI to translate plain-English instructions into executable scripts — run on your local devices on a schedule. AI tokens are spent exactly once to generate the logic; every subsequent execution costs nothing.

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The Agentic API — Secure, programmatic device access

Secure, zero-trust device access as-a-service. Exposes your registered devices to programmatic access via encrypted tunnels — grant AI agents, scripts, or collaborators precisely scoped access.

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The Power of Combination — Intelligence meets reach

Fundamentally different: a complete, AI-native automation platform — across every device you own, anywhere in the world.

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Plans
Start for Free. Scale as You Grow.

Business

Automate operations, manage fleets, and enable secure remote work for your entire team.

Try for Free

Private

Access your home devices, automate personal tasks, and share access with family — for free.

Freemium Plan Available

Research

Access lab hardware, automate data collection, and collaborate across institutions.

Request Free Usage

Autonomous quantitative infrastructure

From parameter sweeps to regulatory reporting — written once, running forever.

Power of Combination All Use Cases View Plans