Patent Pending · USPTO 2026

Autonomous intelligence for
the people who protect

Florio Industries builds edge-AI autonomous systems that see, remember, and reason — entirely onboard, with zero cloud dependency. Our patent-pending platform serves law enforcement, first responders, agriculture, and everyday people with intelligent tools that work where connectivity doesn't.

100%
Edge Processing
0
Cloud Dependencies
8
Patent Claims
<3s
Threat Reasoning Cycle
// Core Technology

Dual-Pipeline Temporal Reasoning

Our patent-pending architecture fuses real-time object detection with vision-language model reasoning to build persistent temporal scene understanding — directly on the drone. No cloud. No latency. No single point of failure.

01
Real-Time Object Detection
Lightweight neural network processes every frame at 5–30+ FPS, producing bounding boxes with spatial coordinates, classification, and appearance descriptors for persistent entity tracking.
Pipeline A · Every Frame
02
Vision-Language Reasoning
Quantized vision-language model performs chain-of-thought analysis on keyframes, producing structured threat assessments with full reasoning chains. Dynamically accepts operator BOLO descriptions to search for specific people, vehicles, or objects of interest in real time.
Pipeline B · Motion-Triggered
03
Operator BOLO System
Operators inject natural-language lookout descriptions — "red pickup truck with broken taillight," "person in dark hoodie carrying a bag" — and the onboard AI matches against its live visual feed with configurable confidence thresholds. Matches trigger immediate alerts and automatic evidence capture.
Operator-in-the-Loop · Natural Language
04
Persistent Scene Memory
Local relational database maintains a temporal graph of every observed entity across frames and patrol missions. Enables cross-patrol re-identification and historical anomaly detection without any data leaving the device.
Entity Tracking · Cross-Mission
05
Temporal Reasoning Engine
Evaluates configurable security rules against accumulated scene memory: loitering detection, new or missing objects, no-exit scenarios, zone violations, and tailgating — anomalies that are invisible to single-frame analysis.
Patent Pending · 8 Claims
06
Evidence Recording & Secured Dashboard
BOLO matches and high-severity alerts automatically trigger RTSP video capture for evidentiary recording. A secured dashboard bridge with API key authentication and rate limiting provides real-time situational awareness to operators — all over encrypted links.
Automated Evidence · Encrypted Comms
07
Closed-Loop Actuation
Security alerts translate directly into UAV flight commands — position hold, orbital surveillance, reduced patrol speed — without human-in-the-loop latency. The drone responds autonomously to what it sees and remembers.
Autonomous Response
// What We're Building

Products & Platforms

Our edge-AI stack powers a growing family of autonomous systems and intelligent software — from aerial security to local AI assistants.

Baldwin Security Drone

Autonomous perimeter security UAV running the full temporal reasoning stack on NVIDIA Jetson edge hardware. Dual-pipeline perception, persistent entity tracking, operator BOLO injection, automatic evidence recording, encrypted comms, and closed-loop physical response.

Patent Pending

Edge-AI Software Stack

Modular ROS2-based software platform: real-time detection, VLM reasoning, temporal engine, BOLO matching, evidence recorder, secured dashboard bridge, and hotspot management with idle watchdog — deployable on NVIDIA Jetson and equivalent edge hardware.

Deployed & Tested

Lightweight Avoidance AI

A stripped-down, high-speed variant of our perception engine optimized for real-time obstacle avoidance at velocity. Purpose-built for search-and-rescue operations, agricultural surveying in dense terrain, and high-speed autonomous navigation where milliseconds matter.

In Development

Local AI Assistant

An intelligent assistant system that runs entirely on local hardware — no cloud, no subscriptions, no data leaving your machine. Part of our broader vision to bring capable, private AI tooling to individuals and small teams. More AI projects to follow.

Coming Soon

Edge-Native Security Architecture

All perception, reasoning, and actuation occur onboard — no surveillance data ever leaves the drone. Minimal attack surface by design: no cloud servers to breach, no video streams to intercept. Autonomous operation continues even under communications denial.

Architecture Defined

More to Come

Florio Industries is an AI and autonomous systems company, not a single-product shop. Our core perception and reasoning technologies are designed to transfer across platforms and problem domains. We're just getting started.

Building
// Who We Serve

Built for the Real World

Our technology is designed for the people and industries that need reliable, intelligent systems in the field — not behind a desk.

🔵
Law Enforcement
Perimeter security, BOLO search, evidence capture
🔴
Fire & Rescue
Situational awareness, search operations, terrain nav
🟢
Agriculture
Crop monitoring, livestock tracking, property patrol
Private Security
Commercial property, campus, event security
🟡
Citizens
Property monitoring, local AI tools, personal security
// Team

Who We Are

A focused team building at the intersection of autonomous systems, edge AI, and practical intelligence.

Jacob Florio

Founder & Chief Engineer

AI, software, embedded systems, and electronics. Electrical engineering student with project experience spanning liquid rocket engines, CubeSats, and biomedical research. Architect of the patent-pending temporal reasoning system. Proficient in C/C++, Python, ROS2, and NVIDIA Jetson platforms.

Jaxson Harrah

Lead Hardware Engineer

Leads airframe design, power systems, and hardware integration across all drone platforms. Responsible for translating system requirements into reliable, field-ready hardware that performs under real-world conditions.

Christian Hamby

Marketing & Sales Lead

Drives go-to-market strategy, customer engagement, and brand positioning across public safety, agriculture, and civilian markets. Focused on building relationships with the people who will use our products in the field.

// Get Started

Interested in What We're Building?

Whether you're a potential pilot customer, partner, or just want to learn more — we'd like to hear from you.

jacob@florioindustries.com →
Marion, Ohio · Florio Industries LLC · Est. 2026