Skylarklabs
Adaptive Intelligence for Aerial Systems

TALOS

The on-device intelligence layer that helps aerial systems identify new field signals, refine perception and control in operation, and propagate validated learning across connected assets — without transferring raw mission data.

5,000
Drone
platforms
$35M
Contracted
value
3
Sectors: defense,
public safety, infrastructure

"Most aerial autonomy stops learning the moment it is deployed. TALOS does the opposite."

Amarjot Singh — Founder & CEO, Skylark Labs

Integrated with defense primes and OEM partners including CACI, ideaForge, and Skydio. Deployed across defense, public safety, and critical infrastructure.

On-device adaptive intelligence for aerial systems.

Aerial systems deploy with capable on-device AI — real-time perception and control without cloud dependency. But deployed models are static. In real operational environments, they encounter signals they were never trained on: unfamiliar terrain, infrastructure-generated false positives, threat behaviors that only emerge in active theaters.

TALOS addresses this gap. It sits above the deployed edge model — identifying new field signals, refining perception and control behavior in operation, and propagating validated learning across connected assets without moving raw mission data.

Perception Signals
Identifies and learns new field signals on-device from minimal examples — refining threat classification without retraining cycles or cloud dependency.
Control Policies
Refines navigation, maneuver, and mission behavior based on operational conditions — with reduced operator dependency in degraded environments.
TALOS ARCHITECTURE FIXED FOUNDATIONAL MODEL PERCEPTION CONTROL ON-DEVICE LEARNING PERCEPTION CONTROL
Fleet Learning

Baseline and adaptive capabilities across perception and control.

Perception — Trained Signal Categories

TALOS — On-Device Adaptation

Violence Detection

Facial Recognition via Drone

Drone-Based Autonomous Operations

Event Monitoring

Drone-Based Facial Recognition

Facial Recognition Perimeter Intrusion + on-device learned signals

Control — Operational Behaviors

Autonomous Drones

Drone in a Box

Fiber drone

Fiber Drone

Obstacle Avoidance Operator-Governed Engagement + field-adapted behaviors

These baseline capabilities are extended through on-device adaptation — TALOS learns new perception signals and refines control behaviors from operational experience, without retraining or cloud dependency.

Deployed across platforms, environments, and integration partners.

5,000+
Platforms deployed

TALOS operates across fixed-wing, rotary, and multi-rotor platforms — from tactical Group 1 drones to large MALE systems — in defense, public safety, and critical infrastructure.

12+
Operating environments

Deployed across GPS-denied zones, contested airspace, urban corridors, industrial perimeters, energy facilities, and border regions in the U.S., India, the Middle East, and Europe.

6+
Integration partners

Integrated with defense primes, OEM manufacturers, and infrastructure operators including CACI, ideaForge, Skydio, Coca-Cola, Adani, and AG&P Pratham.

Validated across operational deployments.

Defense, public safety, and critical infrastructure — in active theaters, commercial facilities, and contested airspace across four regions.

U.S. Defense

CACI — Autonomous Fiber Drone Program

TALOS deployed for CACI's fiber drone program, providing on-device mission support in GPS-denied, communications-degraded environments with reduced operator burden.

India Defense

ideaForge — Adaptive Perception Layer

India's leading defense drone manufacturer deployed TALOS as their adaptive perception layer.

Identification

Facial Recognition via Drone

Airborne facial recognition adapting to altitude and occlusion.

Public Safety

Event Monitoring

Aerial monitoring and threat detection at public venues.

Identification

Drone-Based Facial Recognition

Adaptive recognition across altitude and occlusion.

Energy

Adani Renewables — Intrusion & Wildlife

Intrusion detection and wildlife tracking across renewable energy perimeters.

Oil & Gas

AG&P Pratham Gas — Pipeline Monitoring

Detecting intrusions and anomalies across gas pipeline corridors.

Industrial

Adani Enterprises — Plant Security

Adaptive surveillance learning site-specific patterns.

"The future of aerial autonomy will be defined by whether the intelligence layer guiding these systems can keep learning in the real world."

AMARJOT SINGH — FOUNDER & CEO, SKYLARK LABS

Evaluate TALOS for your program.

For defense programs, OEM integration, or platform evaluation.