Software engineering
Repo-aware implementation support
Analyze code, requirements, tests, dependencies, and failure reports before proposing changes that can be reviewed, tested, and rolled back.
IT & Cyber Defense
Technical reasoning for systems where mistakes become incidents.
NARI supports advanced software engineering, cybersecurity investigation, IT operations, and technical research by reasoning from evidence, tracking uncertainty, preserving review boundaries, and producing auditable proposals instead of unchecked automation.
Software engineering
Cybersecurity
IT operations
Technical research
Governed change
Reasoning loop
collect logs, code, configs, tickets, evidence, and constraints
separate facts, hypotheses, risks, unknowns, and authority limits
generate repair, response, research, or implementation proposals
send high-impact changes through review before action
From technical evidence to governed action.
Industry scope
One solution family for technical work with real blast radius.
The IT and cyber defense layer is not only a security assistant. It is a governed reasoning surface for complex technical environments where code, infrastructure, policy, evidence, and operational risk have to be held together.
Cybersecurity
Evidence-led investigation
Correlate alerts, logs, network signals, known patterns, and missing evidence while keeping confidence and response authority explicit.
IT operations
Change and incident reasoning
Support triage, configuration review, outage diagnosis, runbook generation, and maintenance proposals with audit and approval gates.
Research
Technical research memory
Track sources, hypotheses, experiments, contradictions, decisions, and open questions so research work remains inspectable over time.
Governed by design
NARI separates technical insight from permission to change systems.
Recognition is not permission: detecting a vulnerability, bug, or outage cause does not automatically authorize mutation.
Evidence quality affects confidence, especially when logs are incomplete, stale, poisoned, missing, or outside visibility.
High-impact actions can be reduced to review packets with rationale, assumptions, rollback notes, and approval status.
NARI can support humans, tools, and domain brains while keeping authority boundaries explicit.
NARI fit
Different technical environments need different NARI classes.
Nano
Bounded expert systems
Focused brains for routers, gateways, appliances, scanners, controllers, or one tightly governed operational domain.
Nexus
Connected technical workflows
A broader coordinator for repos, tickets, tools, memory, operators, research, incident workflows, and specialized Nano brains.
Genesis
Long-range research target
The frontier ARI direction for structured continuity, values, self-modeling, learning, repair, and bounded planning.