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About 577 Industries
AI That Deploys to the Real World
Founded in 2023 in Columbus, Ohio. We build FORGE OS, the agent-legible operating system for enterprise AI, robotics, and physics-informed systems designed for real operational environments.
Our Story
From SBIR to FORGE OS
Founded in 2023 in Columbus, Ohio, 577 Industries was built on non-dilutive research funding through the Small Business Innovation Research (SBIR) and Small Business Technology Transfer (STTR) programs. These federally funded R&D contracts, solicited by the Department of Defense and other agencies, challenged us to solve real problems in AI, autonomy, and advanced computing for the warfighter and the enterprise alike.
That mission-driven foundation produced four distinct capabilities: post-training infrastructure, operational memory, robotics AI, and quantum-classical computing. In 2025, we unified them into FORGE OS: one agent-legible operating system for enterprise AI deployment.
2023
Founded
US SBA SBIR program, Columbus OH
2024
Products
FORGE, ThreadOps, CORTEX, QUBIT launched
2025
FORGE OS
Unified platform architecture
2026
Platform
Agent-Legible Operating System
Trusted by defense, research & industry leaders
The Problem
Most AI never survives contact with the real world
Billions flow into AI research every year. Thousands of prototypes show promise in the lab. But the journey from working demo to fielded system is where the vast majority of programs quietly die, stranded in the gap between "it works on our data" and "it runs on your hardware, in your environment, under real constraints."
Technology Readiness Level: Where Programs Fail
TRL 1–3
TRL 4
TRL 5
TRL 6
TRL 7
TRL 8
TRL 9
~0%
of defense AI prototypes never reach operational deployment
TRL 4→7
the integration gap where most programs stall, loop, or are abandoned
3–5 yr
typical timeline to cross the valley, if the program survives at all
We exist to close that gap.
577 Industries bridges the valley of death by starting from the deployment target and working backward. We integrate AI into the platforms you already operate: drones, radar, edge devices, ground vehicles. Using commercial off-the-shelf models adapted for your mission, your constraints, and your hardware.
The result: fielded capability in months, not years. No fleet replacement. No stranded investment. Just new intelligence on proven systems.
We don't publish papers about AI that could work. We field systems that do. On the platforms you already trust, in the environments where it matters.
01
COTS Foundation
Start from proven open-source and commercial models. Skip the research phase entirely.
02
Domain Post-Training
Fine-tune, align, and distill for your specific domain, data, and operational environment.
03
Physics-Informed Constraints
Encode physical laws and domain knowledge so the AI can’t hallucinate outside reality.
04
Operational Validation
Test in representative environments against mission-specific criteria before handoff.
Vision
A world where capable AI is measured by what it does in the field, not how it performs in a lab.
We believe fielded AI should be accessible to every organization that needs it: defense, enterprise, and critical infrastructure, regardless of team size or budget. Our mission is to close the gap between what AI can do and where it actually runs.
TRL 4→9
Full-spectrum coverage across the valley of death
Months
From concept to fielded system, not years
Dual-Use
Defense + commercial, accelerating each other
Operating Principles
How We Build
Deploy First, Iterate Always
We do not spend a year building a prototype that never ships. Every engagement is structured around rapid deployment milestones measured in weeks, not years. Iteration happens in production environments, not just slide decks.
Proof: FORGE OS deploys mission-tuned systems quickly. Our IRIS prototype reached Army field test in 14 weeks.
Constrain the Model, Not the Mission
AI that hallucinates in a lab is a curiosity. AI that hallucinates on a battlefield is a liability. We encode physical laws, conservation equations, and domain constraints directly into the loss function so the model literally cannot produce impossible outputs.
Proof: Our radar classifiers encode Maxwell's equations as hard constraints. The model can't generate physics-violating detections.
Dual-Use Is a Feature, Not a Compromise
We don't maintain separate defense and commercial codebases. RAG retrieval built for DoD intelligence workflows becomes email intelligence for enterprises. Edge optimization for tactical drones improves warehouse robotics. Each side of the business accelerates the other.
Proof: Thread-aware retrieval built for intelligence workflows became FORGE Memory for commercial SMBs, reducing deployment time by 60%.
Validate in the Field, Not the Lab
Controlled benchmarks tell you what a model can do. Operational validation tells you what it will do. Every system we deliver is tested against live environments, real interference, and actual mission conditions before handoff.
Proof: Every ARC Nano deployment is validated against live RF environments with contested electromagnetic spectrum.
What Makes Us Different
Built Different, By Design
14 wks
concept to Army field test
60-70% Faster to Field
COTS-first architecture skips the research phase entirely. We start from proven systems and adapt them to your mission, delivering fielded capability faster than typical custom-build programs.
1 team
full-spectrum coverage
TRL 4→9 Under One Roof
No prototype handoffs, no integration gaps, no vendor finger-pointing. From lab demo to fielded system, one team owns the entire journey. That eliminates the coordination failures that kill most programs in the valley of death.
4+1
subsystems + orchestrator
4 Subsystems + 1 Brain
FORGE OS is one agent-legible operating system with one Intelligence Engine orchestrating four subsystems for post-training, knowledge retrieval, quantum computing, robotics AI, and code modernization.
SBIR/STTR
federal R&D backing
Federally Validated R&D Foundation
Our IP is built on federally funded R&D through SBIR/STTR programs from DoD, DARPA, and AFRL. That means battle-tested technology validated against real military requirements, not a VC pitch.
Ready to start mapping your operations?