Physical-World AI & Hardware-in-the-Loop Assurance

Where Agentic Software Meets Physical Hardware.

AI writes code faster than ever, but emulators still lie about the physical world. LINC Innovations engineers real-time edge sensor systems, spatial AI infrastructure, and automated physical-device verification for engineering teams that cannot afford hardware-level failure.

Explore the Device Truth Audit →View Federal & R&D Capabilities →

FEDERAL: SAM.GOV ACTIVE · CAGE 24EK2
PEDIGREE: AMAZON PRIME VIDEO (500K+ ML TRIAGE/MO) · PARAMOUNT · TICKETMASTER
INFRASTRUCTURE: 24/7 PHYSICAL HIL BENCH (REAL PHONES, WATCHES & TABLETS)

Commercial Engineering Services

The Device Truth Audit: Eliminate Hardware Bugs Your CI Never Sees.

The Problem: Cloud emulators and simulators cannot reproduce Bluetooth Low Energy (BLE) drops, wearable companion desyncs, hardware sensor drift, thermal throttling, or OEM background task killers. When engineering velocity outpaces physical verification, your users become your test bench.

The LINC Solution: We run your production builds across our automated physical Hardware-in-the-Loop (HIL) bench (real phones, watches, and tablets driven by deterministic verification agents) paired with an ML failure-clustering methodology proven at Amazon Prime Video scale (500,000+ monthly test executions at 98% clustering accuracy).

ML Failure Taxonomy & Clustering

We ingest your noisy CI logs and flake history, collapsing thousands of redundant stack traces into ranked, distinct root-cause clusters.

Physical Hardware Execution

Our bench drives your critical user journeys on physical Android, iOS, and wearable silicon, capturing synchronized high-frame-rate video, system logs, UI hierarchies, and BLE/sensor telemetry.

Ranked Engineering Fix Dossier

Delivered in 14 days. No generic bug tickets. You receive reproducible debugger evidence, architectural root causes, and prioritized fixes ranked by stability gained per engineering hour.

Standard Engagement: $7,500 Fixed-Scope | 14-Day Turnaround

We diagnose and rank. Your team implements.

View Nextcloud Public Diagnostic Receipt →Inspect Sample Executive Report →

Schedule Diagnostic Consultation →hello@lincinnovations.com

Applied R&D & Live Systems

We Don’t Just Audit Hardware Systems. We Engineer Them.

LINC’s verification infrastructure was forged out of necessity to test our own high-reliability edge software. We run every bench method on our own apps first.

Edge AI · Wearable Telemetry · Kotlin Multiplatform

SniperPulse

Edge Kinematics & Biometric Sensor Fusion

System Architecture: 100 Hz inertial measurement unit (IMU) and biometric sensor fusion across mobile and wearable devices (iOS, watchOS, Android, Wear OS, Garmin). Detects micro-tremors, respiratory cycles, and high-G impulse events entirely at the edge without cloud latency.
Application: Precision marksmanship (NRL22 and PRS competition) and human-performance telemetry under stress.
Platforms: iOS · Apple Watch · Android · Wear OS
Stage: Live on the App Store and Google Play, phone and watch.

App Store →Google Play →sniperpulse.com →

Agentic Infrastructure · Model Context Protocol (MCP)

LOCI

Spatial Memory for Physical Objects

System Architecture: Multi-tenant spatial context engine operated on Google Cloud Run, Cloud SQL, and Vertex AI. Binds persistent AI memory directly to physical assets, laboratory equipment, and real-world coordinates via standardized MCP endpoints.
Application: Autonomous inventory orchestration, field logistics, and smart-lab context awareness.
Platforms: Google Cloud Run · Cloud SQL · Vertex AI · MCP
Stage: Live on Google Cloud. Demoed at AI Tinkerers Seattle, September 2026.

Open live console →Watch the demo →

Hardware-in-the-Loop · Open-Source Benchmarks

Nerve & The LINC HIL Bench

Autonomous Physical-Device Verification

System Architecture: Emulators pass what hardware fails. Our agentic verification harness physically installs, instruments, records, and attaches a runtime debugger across multi-device topologies (phone + watch + peripheral) every night.
Application: Engineering teams whose mobile, wearable, and connected software must operate reliably on real silicon.
Platforms: iOS · Android · watchOS · Wear OS
Stage: In daily use on our own systems. Open-source harness published on GitHub and PyPI, with commercial diagnostics open via the Device Truth Audit.

How the diagnostic works →Open-source tools & benchmarks →The tests were never flaky →What CI never saw →

Additional Lab & Production Applications

PrecisionLevel
Calibrated digital spirit level and inclinometer for iOS, Android, and Apple Watch.
App Store →Google Play →
Live on the App Store and Google Play.
DawnCup
Watch-first workout intensity telemetry with a live group leaderboard and read-only MCP endpoint.
App Store →Google Play →Live board →
Live on the App Store and Google Play, phone and watch.
BlueprintRoom
Spatial computing and interactive geometry environment for iOS and tablets.
In R&D.

See all LINC apps on the App Store or Google Play.

Long-Term Mission & Infrastructure Roadmap

Engineering Intelligence for Zero-Margin Environments - From the Wrist to the Stars.

Our long-term north star is to bring reliable intelligence to the stars.

Autonomous systems operating in deep space, orbital operations, and remote environments cannot rely on cloud patches or fragile software assumptions. They require fault-tolerant, self-verifying intelligence deeply integrated with physical sensors and actuators.

Rather than treating spaceflight as a distant abstraction, LINC is building toward it systematically, funding and hardening our technology through terrestrial milestones that solve immediate commercial problems today.

Phase I · Operational Today

Automated HIL Verification & Edge Systems

Commercializing the Device Truth Audit, operating our physical Hardware-in-the-Loop verification bench, and shipping production sensor-fusion and spatial MCP systems (SniperPulse, LOCI, Nerve).

Phase II · Near-Term Expansion

Dedicated Physical Integration Lab

Expanding our Washington State footprint into a dedicated commercial verification and co-location facility where partner engineering teams validate multi-device hardware and software systems.

Phase III · The Horizon

The LINC Innovation Hub & Fab

A physical R&D laboratory and rapid-prototyping facility dedicated to building and certifying autonomous, fault-tolerant edge intelligence for extreme terrestrial and spaceflight missions.

Read the Full Architectural Roadmap →

Recent

Oct 2026Registered for federal contracts: SAM.gov active, CAGE 24EK2. Federal registration →
Oct 2026Open-sourced nerve, our device-control tool, with every benchmark run published. lincforge.com →
Oct 2026Won Charming's launch competition with a live DawnCup scoreboard. Watch the demo →
Sep 2026Demoed LOCI, memory attached to physical objects, at AI Tinkerers Seattle. Watch the demo →
Jul 2026PrecisionLevel launched on the App Store. App Store →

ML test triage, Amazon Prime Video500K+ results / month

The clustering system Andrey built there, at 98% accuracy. The same method is week one of the diagnostic.

Platforms shipped4

Android, iOS, Wear OS, watchOS - one shared Kotlin codebase.

On the benchreal phones, watches & tablets

Automated runs install, drive, record and debug our apps on them every night.

Repos green in CI56 / 56

Unit-test CI across our own repos, refreshed daily. Self-reported. The nightly device bench is a separate, harder gate, and it still finds real failures in our apps.

Read a sample report →

Leadership & Pedigree

Andrey Pogorelyy, Founder. Over 10 years of mobile systems, edge sensor processing, and hardware-in-the-loop verification at Amazon Prime Video, Paramount, and Ticketmaster. At Prime Video he architected the machine-learning failure-triage system that clustered 500K+ test executions a month at 98% accuracy. He engineers multi-platform sensor systems across iOS, Android, watchOS, Wear OS, and Garmin, and competes in NRL22 precision rifle, where SniperPulse was forged.

LINC Innovations operates a 24/7 physical Hardware-in-the-Loop (HIL) verification bench of real phones, watches, and tablets that exercises every system nightly, with Andrey leading architecture and engineering review.

The bench serves two missions: verifying our own edge systems and delivering fixed-scope commercial diagnostics that fund our roadmap toward fault-tolerant, autonomous edge intelligence.

LINC Innovations LLC · Greater Seattle Area (Redmond, WA) · SAM.gov registered · CAGE 24EK2

Andrey on LinkedIn →LINC on LinkedIn →Federal registration →The LINC Horizon →