Research
Sensignal Labs investigates communications systems from Ethernet and Wi-Fi to RF, fiber, telecom, automotive networks, sensing, satellite systems and deep-space networking. AI agents help monitor literature, standards and open-source work, design simulations and propose experiments. Human approval remains required for high-risk physical experiments, spending, public transmission and publication.
Lifecycle
Maturity
Priorities
The twenty highest-priority lanes. The rest of the atlas is primarily an AI-agent research portfolio.
AI-Native Networking & Autonomous Operations
Evidence-backed diagnosis today, growing toward governed repair.
Why it matters: This is the core of SEN-1 Network.
1.02 Autonomous infrastructure engineering1.01 Agentic NetOps
Field Technician, MSP & Service Operations
A no-install edition for field technicians, run from removable media.
Why it matters: Technicians often can't install software at a customer site.
Field Technician, MSP & Service Operations
Sites, customers, policies, approvals, and central audit for MSPs and organizations.
Why it matters: Operators look after many networks, not one.
Network Observability, Telemetry & Measurement
From recording network history to replaying and querying it.
Why it matters: The evidence for most outages is gone by the time someone looks.
AI-Native Networking & Autonomous Operations
A vendor-neutral, typed capability layer and signed, testable repair adapters.
Why it matters: Automation needs a safe, common way to describe what each device can do.
1.10 Repair-skill ecosystems35.07 Universal network capability language
Network Management, Source of Truth & Lifecycle
One graph of how network devices, servers, and services depend on each other.
Why it matters: Root causes often sit outside the device that shows the symptom.
AI-Native Networking & Autonomous Operations
The governed path every future SEN-1 repair is being built to follow.
Why it matters: Autonomy is only acceptable if every change is scoped, verified, and reversible.
Digital Twins, Simulation & Synthetic Networks
Test a change against a model of the network before touching the real one.
Why it matters: Simulation catches mistakes before they cause outages.
5.01 Structural network twins5.07 Batfish verification5.08 Containerlab labs
AI-Native Networking & Autonomous Operations
Explaining why a failure happened, not only what correlates with it.
Why it matters: Correct repairs depend on finding the real cause.
RF Engineering, Spectrum & Software-Defined Radio
Forecasting RF congestion and interference.
Why it matters: Wireless problems follow patterns that could be predicted.
Resilience, Continuity & Disaster Networking
Keeping sites connected across fiber, cable, Wi-Fi, cellular, fixed wireless, and satellite.
Why it matters: Single-link sites stop working when that link fails.
Internet Routing, BGP & Peering
Measuring and forecasting Internet routing conditions.
Why it matters: Many "local" problems start upstream in routing.
Sensignal Observatory & Measurement Science
A long-term distributed measurement network.
Why it matters: Prediction needs long, real measurement history.
Network Hardware, Silicon & Embedded Systems
Open network operating systems and white-box hardware.
Why it matters: Open platforms make vendor-neutral automation possible.
Wi-Fi & Wireless LAN
Self-adjusting Wi-Fi and the next Wi-Fi generation.
Why it matters: Wi-Fi is where most users feel network problems.
6.03 Wi-Fi 8 / ultra-high reliability6.15 Vendor-neutral WLAN automation
Telecom, Cellular & Mobile Networks
Private cellular networks and open radio access networks.
Why it matters: Private cellular is becoming an option for campuses and industry.
Satellite, NTN & Space Communications
Routing traffic across satellite and ground links as one network.
Why it matters: Satellite is becoming an everyday backup and primary link.
Delay/Disruption-Tolerant Networking
Applications and networks designed for disconnection.
Why it matters: Disasters, remote sites, and space links all break the "always connected" assumption.
23.01 Bundle Protocol/DTN23.20 Intermittency-native applications
Optical Free-Space & Space Laser Communications
Forecasting free-space optical link conditions and pairing optical with RF.
Why it matters: Optical links are fast but sensitive to the atmosphere.
Cislunar, Lunar, Mars & Deep-Space Networking
Long-term research into networks beyond Earth orbit.
Why it matters: The same autonomy principles are needed where humans cannot intervene quickly.
22.01 Lunar interoperable networking22.13 Cislunar Internet exchange
Research Atlas
Browse by domain, or open any pillar.
Autonomous operations, protocols, routing, observability, digital twins, security, and network operations.
Wi-Fi, RF engineering, spectrum, software-defined radio, antennas, and timing/GNSS.
Fiber optics, photonics, and optical networking.
Cellular and mobile networks, and connectivity as a platform.
Connected vehicles, transportation, drones, and aerial networks.
Radar, integrated sensing and communications, LiDAR, and sensor networking.
Satellite and non-terrestrial networks, deep-space networking, DTN, and space laser communications.
Harsh environments, non-traditional media, quantum, protocol invention, and emergent networking.
Autonomy boundaries
Agents may search public literature, track standards, build simulations, run approved isolated experiments, and write internal reports. These stay with people: