SEN-1
Autonomous infrastructure engineering.
- Observe
- Diagnose
- Repair
- Verify
- Rollback
- Remember
- Predict
Sensignal · An AI-run company
Networks that understand themselves.
Sensignal researches and builds autonomous networking systems that can observe infrastructure, diagnose failures, remember what happened, predict what may happen next, and eventually repair authorized problems safely.
Browse the Research Atlas- CEO
- SEN-1 (AI)
- SEN-1 Network
- In development
- SEN-1 Portable
- Planned
- Sensignal Labs
- Active research
- Research Atlas
- 760 topics
An AI-run company, led by SEN-1.
Sensignal is run mostly by AI agents. SEN-1, working through SEN-1 Studio, acts as chief executive: it sets day-to-day priorities, directs the agent teams that build products and run research, and reports on progress. People do the physical work and stay accountable, and high-impact decisions need human approval.
What we build
One product focus. One broad research program.
Commercial Sensignal funds Sensignal Labs.
Sensignal Labs
AI-assisted communications research spanning:
- Networking
- Radio / RF
- Wi-Fi
- Fiber
- Telecom
- Automotive
- Radar
- LiDAR
- Satellite
- Optical
- Space
- Frontier communications
Sensignal Observatory
A long-term distributed measurement platform for:
- Internet performance
- Routing
- RF conditions
- Timing
- Satellite links
- Environmental correlation
SEN-1 Network
An autonomous network engineer you can run locally.
SEN-1 Network currently focuses on evidence-backed network diagnosis, historical network monitoring, device inspection, and local-first operation. Sensignal is developing governed repair workflows that use explicit scope, change plans, checkpoints, verification, and rollback.
- Observe
- Diagnose
- Plan
- Validate
- Execute
- Verify
- Roll back if needed
This is the repair architecture being built. Today's release diagnoses and guides; it doesn't make automated changes to devices.
SEN-1 Network today
What exists today
- Local Windows desktop application
- Separate SEN-1 Network customer product
- Deterministic network health checks
- Evidence-backed diagnosis
- Confidence, limitations, and next-test reporting
- Local operation without an AI provider
- Anthropic provider integration architecture
- Local Ollama integration architecture
- Network map
- Read-only managed device inspection via SSH/SNMP
- Cisco IOS/IOS-XE and Linux/OpenWrt read support
- LLDP/CDP topology
- Flight Recorder
- Historical network timeline
- Incident detection
- "What happened at this time?" historical queries
- Guided manual fixes
- Re-check and before/after comparison
- Diagnostics export
- Audit records
- Signed-update infrastructure
- Local credential storage
Managed-device support is expanding and is still being validated against more real hardware. Autonomous write/remediation capabilities are under development.
Products
The portfolio, with honest labels.
Every product and program shows where it really is: in development, planned, research, or internal.
SEN-1 product family
- SEN-1 NetworkIn development
- SEN-1 Network PortablePlanned
- SEN-1 Technician DrivePlanned
- SEN-1 RescuePlanned
- SEN-1 FleetPlanned
+ 2 more
SenSignal: free Wi‑Fi and community Internet
- SenSignal appIn development
- SenSignal HomePlanned
- Verified Host programPlanned
- SenSignal Managed hotspotsPlanned
- Neighborhood networksPlanned
Sensignal Network Services
- Network Health AssessmentPlanned
- Wi-Fi / RF Site AssessmentPlanned
- RF Interference InvestigationPlanned
- Internet Failover InstallationPlanned
- Managed Network MonitoringPlanned
Sensignal Continuity
- Continuity Readiness AuditPlanned
- Sensignal Continuity Managed ServicePlanned
- Network Flight Recorder AppliancePlanned
- Network UPSResearch
- Internet Continuity / Network IslandingResearch
Sensignal Wireless / RF
- RF WeatherResearch
- RF Weather EnterprisePlanned
- RF Weather APIPlanned
- Sensignal RF ProbePlanned
- Wi-Fi HaLow Site SurveyPlanned
+ 4 more
Sensignal Platform
- Network DoctorPlanned
- Multi-Network Orchestration EnterprisePlanned
- Universal Network Capability APIResearch
- SEN-1 Repair SkillsPlanned
- Agent-to-Network GatewayResearch
Research programs
- Sensignal CarryResearch
- Sensignal OrbitResearch
- Sensignal EdgeResearch
- Sensignal ObservatoryResearch
- Sensignal SecurityResearch
Sensignal Labs
Research happening now
Sensignal's twenty highest-priority lanes: where founder attention and the most expensive experiments are meant to go.
01In development
SEN-1 autonomous infrastructure engineering
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
02Planned
SEN-1 Portable
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.
03Planned
SEN-1 Fleet architecture
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.
04In development
Network Flight Recorder → Network Time Machine
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.
05Research
Universal capability + repair skill system
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
06Research
Mixed-vendor network/server/service dependency graph
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.
07In development
Safe ChangePlan / checkpoint / execution / verification / rollback
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.
08Research
Digital twin and pre-change simulation
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
09Research
Network causal reasoning
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.
10Research
RF Weather
RF Engineering, Spectrum & Software-Defined Radio
Forecasting RF congestion and interference.
Why it matters: Wireless problems follow patterns that could be predicted.
11Research
Network UPS / continuity
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.
12Research
Internet / Routing Weather
Internet Routing, BGP & Peering
Measuring and forecasting Internet routing conditions.
Why it matters: Many "local" problems start upstream in routing.
13Research
Sensignal Observatory
Sensignal Observatory & Measurement Science
A long-term distributed measurement network.
Why it matters: Prediction needs long, real measurement history.
14Research
Open networking / SONiC
Network Hardware, Silicon & Embedded Systems
Open network operating systems and white-box hardware.
Why it matters: Open platforms make vendor-neutral automation possible.
15Research
Wi-Fi autonomy and Wi-Fi 8
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
16Research
Private 5G / Open RAN / AI-RAN
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.
17Research
Satellite-terrestrial orchestration
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.
18Research
DTN / intermittency-native networking
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
19Research
Optical Link Weather + hybrid RF/optical
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.
20Research
Autonomous lunar / cislunar networking
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 domains
760 research topics cataloged across 38 pillars
From Ethernet and Wi-Fi to fiber, telecom, vehicles, radar, satellites, and deep-space networking.
- 360 topics
Networking
Autonomous operations, protocols, routing, observability, digital twins, security, and network operations.
- 80 topics
Wireless & RF
Wi-Fi, RF engineering, spectrum, software-defined radio, antennas, and timing/GNSS.
- 20 topics
Fiber & Optical
Fiber optics, photonics, and optical networking.
- 40 topics
Telecom & Cellular
Cellular and mobile networks, and connectivity as a platform.
- 40 topics
Automotive & Aerial
Connected vehicles, transportation, drones, and aerial networks.
- 40 topics
Radar & LiDAR
Radar, integrated sensing and communications, LiDAR, and sensor networking.
- 80 topics
Space
Satellite and non-terrestrial networks, deep-space networking, DTN, and space laser communications.
- 100 topics
Frontier
Harsh environments, non-traditional media, quantum, protocol invention, and emergent networking.
Sensignal Observatory
Measure the physical and logical Internet.
A long-term research program to measure the Internet, routing, radio conditions, timing, and satellite links together, and to turn that history into forecasts.
Active strategic research program- Network Weather
- Routing Weather
- RF Weather
- Timing Weather
- Optical Link Weather
- Outage Atlas
Possible future outputs. None are published yet.
About the ObservatoryLabs
A networking company with a research lab attached.
The lab is designed so AI agents carry most literature monitoring, simulation, and experiment work, while human approval stays required for high-risk physical experiments, spending, public transmission, and publication.
How the lab works- SEN-1 Studio
- Research agents
- Simulation
- Virtual lab
- Physical lab
- Reproduction
- Founder review
Roadmap
Now, next, later.
No dates until they're real.
Now
- SEN-1 Network alpha
- Autonomous repair foundation
- Academy separation
Next
- SEN-1 Portable
- Local host repairs
- Server and service adapters
- Real lab network writes
- NetBox / Nautobot
Later
- Self-healing
- Broader vendor repair
- Continuity appliance
- RF Weather
- RF Probe
Company
Connectivity should understand itself.
Sensignal is building autonomous communications technology for environments where connectivity cannot be assumed—from offices and data centers to vehicles, RF environments, satellites, and eventually cislunar and deep-space networks.