Solutions & Operational Areas
We investigate pragmatic software solutions designed to reduce MTTR, simplify telemetry correlation, and preserve human control across high-scale infrastructure environments.
Network Operations (NetOps)
Rapid event correlation and diagnostic intelligence for modern network teams
Providing network engineering teams with actionable diagnostic context when fabric events, link degradation, or BGP state changes occur.
The Operational Challenge
Engineers managing large routing fabrics receive hundreds of concurrent alerts during an upstream link flap. Sorting cascade symptoms from root causes requires high mental overhead under severe time pressure.
Intended Workflow
Real-time telemetry feeds into diagnostic correlation pipelines. When an alert fires, the system presents an enriched incident brief containing physical topology path status, affected prefixes, and baseline comparison.
Potential Value
Reduces time-to-understanding during critical incidents by structuring diagnostic data before human triage begins.
Key Technical Capabilities Investigated
Data Center Infrastructure
Visibility and telemetry health across compute, storage, and spine-leaf networks
Unified operational awareness for physical and virtualized data center environments, supporting resilience and capacity planning.
The Operational Challenge
Siloed management consoles between physical switches, storage clusters, and hypervisor hosts create blind spots when intermittent performance bottlenecks emerge.
Intended Workflow
Aggregates operational metrics across fabric tiers to identify resource bottlenecks, thermal fluctuations, and packet drop anomalies across spine-leaf fabrics.
Potential Value
Helps data center infrastructure teams spot emerging anomalies before they result in application degradation or hardware failure.
Key Technical Capabilities Investigated
Infrastructure Automation
Validation-first workflows for configuration lifecycle and policy verification
Bridging the gap between declarative infrastructure configuration and real-world execution through structured validation gates.
The Operational Challenge
Configuration mistakes and unintended policy conflicts remain a leading cause of enterprise network downtime despite adoption of configuration templates.
Intended Workflow
Pre-flight configuration checks parse intended changes against active topology rules, running ACLs, and routing policies before production deployment.
Potential Value
Minimizes human syntax and logic errors in network provisioning while keeping engineers in total control of rollout phases.
Key Technical Capabilities Investigated
AI-Assisted Troubleshooting
Constrained, explainable reasoning to support technical root-cause analysis
Harnessing tailored language and reasoning models grounded exclusively in verified technical documentation and live telemetry data.
The Operational Challenge
General-purpose AI tools lack domain-specific network topology context and frequently hallucinate incorrect CLI commands or imaginary protocol behaviors.
Intended Workflow
Constrained agents query isolated, verified knowledge bases (RFCs, vendor hardware manuals, internal network runbooks) and match them against explicit error logs.
Potential Value
Accelerates onboarding of junior operators and provides senior engineers with instantaneous cross-referencing of esoteric protocol edge-cases.
Key Technical Capabilities Investigated
Have an Infrastructure Challenge to Discuss?
We actively collaborate with network architects and operations engineers to validate problem definitions and design requirements.