Edge-Native Decision Intelligence

Adaptive Sensor Fusion at the Edge

Lightweight, self-learning decision engine for industrial IoT. Multi-sensor consensus with sub-millisecond inference. Zero cloud dependency.

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<0.5ms

Inference Latency

~50KB

Memory Footprint

2000+

Decisions/sec

thalosedge — python

>>> from thalosedge import HiveCoordinator

>>> result = hive.step_all(signals)

Decision: ACT

Confidence: 0.847

Agreement: 100%

Latency: 0.42ms

>>> hive.reward_consensus(1.0, signals)

✓ Weights updated

Capabilities

Built for Production Edge Deployments

Everything you need to deploy intelligent decision-making at the edge, from sensor fusion to continuous learning.

Sub-Millisecond Inference

Decisions in under 0.5ms. Fast enough for real-time control loops and safety-critical applications.

Multi-Agent Consensus

Fuse decisions from heterogeneous sensors with confidence-weighted voting and redundancy detection.

Online Learning

Adapt to sensor drift and changing conditions without retraining. Hebbian updates in microseconds.

Graceful Degradation

Continue operating when sensors fail. Quorum-based voting ensures reliability even with partial data.

Full Explainability

Audit trail for every decision. Feature attributions show exactly why the system chose ACT, HOLD, or AVOID.

REST API & Metrics

Built-in HTTP API for remote control. Prometheus-compatible metrics for your observability stack.

System Design

Designed for the Edge

ThalosEdge runs entirely on-device. No cloud round-trips, no connectivity dependency, no data leaving your premises.

Heterogeneous Inputs Each sensor can have different feature dimensions. Temperature (4 features), vibration (6 features), acoustic (8 features) — all fused seamlessly.
Confidence-Weighted Voting High-confidence agents have more influence. Uncertain sensors are automatically down-weighted.
Redundancy Detection Correlated sensors are automatically identified and their votes de-duplicated to prevent over-counting.
State Persistence Learned weights survive restarts. Deploy once, improve forever.

┌─────────────────────────────────────────────┐
│            ThalosEdge Runtime               │
├─────────────────────────────────────────────┤
│  ┌─────────┐  ┌─────────┐  ┌─────────┐     │
│  │ Sensor  │  │ Sensor  │  │ Sensor  │     │
│  │Interface│  │Interface│  │Interface│     │
│  └────┬────┘  └────┬────┘  └────┬────┘     │
│       │            │            │           │
│       ▼            ▼            ▼           │
│  ┌─────────┐  ┌─────────┐  ┌─────────┐     │
│  │Decision │  │Decision │  │Decision │     │
│  │  Core   │  │  Core   │  │  Core   │     │
│  └────┬────┘  └────┬────┘  └────┬────┘     │
│       │            │            │           │
│       └────────────┼────────────┘           │
│                    ▼                        │
│           ┌───────────────┐                 │
│           │     Hive      │                 │
│           │  Coordinator  │                 │
│           └───────┬───────┘                 │
│                   │                         │
│       ┌───────────┼───────────┐             │
│       ▼           ▼           ▼             │
│  ┌─────────┐ ┌─────────┐ ┌─────────┐       │
│  │ Metrics │ │  State  │ │  REST   │       │
│  │Collector│ │Persister│ │   API   │       │
│  └─────────┘ └─────────┘ └─────────┘       │
└─────────────────────────────────────────────┘

Applications

Proven Across Industries

From factory floors to remote pipelines, ThalosEdge adapts to your environment.

🏭

Predictive Maintenance

Fuse vibration, thermal, and acoustic sensors to detect anomalies before failures. Reduce unplanned downtime by 40%+.

Manufacturing CNC Machines HVAC

🌾

Agricultural IoT

Combine soil moisture, weather, and crop health sensors for optimal irrigation and pest detection. Works offline in remote fields.

Irrigation Greenhouse Livestock

🛢️

Infrastructure Monitoring

Pipeline pressure, structural strain, corrosion sensors — unified into a single decision layer for remote infrastructure.

Pipelines Bridges Telecom Towers

⚡

Energy & Utilities

Monitor solar inverters, wind turbines, and grid equipment. Detect faults in real-time without cloud latency.

Solar Farms Substations Wind

Pricing

Simple, Transparent Pricing

Per-device licensing. No hidden fees. Volume discounts available.

Starter

$49

per device / year

Up to 5 sensors per device
Core decision engine
REST API
Community support
Email support

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Professional

$149