Governed VibeOps

Reimagine IT Operations - Without Losing Control of It

The Shift

Beyond Dashboards:
Multi-Vendor Vibe Applications

Vibe Code. Vibe Operate. Vibe Transform. From any AI coding tool to intelligent experiences, autonomous agents and real outcomes.

Building vibe-coded apps rapidly
and securely with Fabrix

Use the tools you already love - Cursor, Codex, Claude Code, or AntiGravity. Simply add the Fabrix_VX configuration to your AI development tool of choice.

Fabrix vX simply connects these tools to the Fabrix Argos VX specialized models and the Fabrix Agentic Platform, enabling teams to rapidly build:

  • Interactive operational applications
  • Live dashboards
  • Autonomous agents
  • Agentic workflows
  • End-to-end automation pipelines

That’s the shift

  • From UX to vX.
  • From DevOps to VibeOps.
  • From software delivery to outcome delivery.

These applications continuously evolve with the business instead of waiting months for vendor releases.

Fabrix vX architecture: from any AI coding tool through Fabrix_VX and the Argos VX SLM model to vibe-coded apps, agents, and workflows on the Fabrix.ai platform, integrated with Splunk and 100s of pre-built IT integrations
Fabrix vX architecture: from any AI coding tool through Fabrix_VX and the Argos VX SLM to vibe-coded apps, agents, and workflows on the Fabrix.ai platform.

Standalone vs. Platform

Same vibe-coded app.
A radically different foundation.

Cursor, Claude Code, Codex, Antigravity - they can all build the app. What happens after deploy is where Fabrix is different.

Vibe code tools you use

Cursor Codex Claude Code Antigravity Vibe-coded app / agent
  • No security or SSO
  • No scale, HA, or geo-DR
  • No observability
  • No data governance
  • Build & validate 100s of integrations yourself
  • No ontology or data federation
  • No cost optimization
  • Customer owns support responsibility

You build it, you run it, you support it - end to end.

Vibe code tools you use

Cursor Codex Claude Code Antigravity Vibe-coded app / agent
  • Built-in security & SSO
  • Scalability, HA & geo-DR
  • Full observability
  • Data governance & ETL
  • 100s of pre-validated enterprise integrations
  • Built-in ontology & data federation
  • Spend & token optimization
  • Fabrix Support

We run the platform, you focus on building. We’ve got your back.

Beyond Governance & Grounding

Fabrix delivers what neither AI app builders
nor standalone coding assistants can:

Built-in security and SSO - enterprise identity as a platform service, not a build project.

Scalability, HA, and geo-DR - every app deployed inherits these properties automatically.

Full observability - agent actions, query costs, failures, and performance visible at all times.

Data governance and ETL - lineage, retention, access, and compliance as platform-level capabilities.

100s of pre-validated integrations - across ITSM, observability, networking, cloud, and databases, validated against real enterprise schemas.

Spend and token optimization - non-agentic work runs as deterministic pipelines with no inference cost; agentic work is scoped and bounded.

Fabrix-managed end to end - Fabrix owns the infrastructure, integrations, and support so teams focus on building.

Argos Model Family

Specialized models, not general-purpose ones

General LLMs know a little about everything.
Operational intelligence is a domain where “a little” isn’t enough.

Argos is a family of small language models - fine-tuned with QLoRA on Google’s Gemma architecture using purpose-built IT operations datasets. Single-GPU deployable, air-gap compatible, millisecond response times at a fraction of frontier API cost.

Argos VX

Vibe Experience

Application development for operations

  • Powers vX - the vibe-coded interface layer for IT ops
  • Generates operational dashboards from natural language
  • Rapid app creation without traditional dev cycles
  • Integrates with Cursor, Claude Code, Codex via Fabrix_VX config

Base: Gemma + QLoRA Deploy: Single GPU, cloud / on-prem Latency: Milliseconds

Argos AIOps

Event Intelligence

Monitoring, correlation, and root cause

  • Correlates alerts across multi-vendor monitoring environments
  • Log pattern analysis and anomaly detection
  • Root cause identification in distributed systems
  • Substantially lower cost vs. frontier APIs for alert triage

Base: Gemma + QLoRA Deploy: Air-gap compatible Focus: Event correlation, RCA

Argos VE

Vulnerability Exposure

CVE tracking and threat assessment

  • Current CVE tracking and vulnerability exposure data
  • Threat context assessed against your actual environment
  • CMDB integration to understand real exposure surface
  • Built for SecOps teams who need depth, not breadth

Base: Gemma + QLoRA Data: CVE + threat intel Deploy: Sovereignty-compliant

Fabrix Argos hybrid AI architecture: agents, vibe-coded apps, and IT operations workflows route through argos.fabrix.cloud, which decides per request between the Argos SLM family (Argos AIOps, Argos VE, Argos VX) for routine high-volume work and frontier models (GPT-5.x, Claude, Gemini class) for novel cross-domain reasoning, with both paths grounded in the same Fabrix Living Ontology and Knowledge Base
Hybrid AI architecture - the Argos SLM family and frontier models behind one intelligent router, both grounded in the same Fabrix Living Ontology & Knowledge Base.

Customer Benefits

Why Fabrix SLMs outperform every other approach

Sovereign AI

Your model, your infrastructure, your exit. No shared weights, no vendor lock, no residue.

Accuracy

A small model trained on your domain consistently outperforms large general-purpose models.

Performance

Local inference with no round-trip latency, deployed in days with a lightweight adapter.

Economics

Up to 100x cheaper per token than frontier closed models.

From signals to outcomes

Most enterprises do not have an agent problem. Fabrix.ai creates a vendor-neutral operating layer around the tools you already own, where service health, context, decisions, and approved actions come together.

Data Enrichment

Clean, transform, enrich, and route multi-source operational data.

Federate

Bring live context from observability, infrastructure, network, cloud, ITSM, and security systems into a common operational fabric without forcing every source into another silo.

Orchestrate

Coordinate specialized agents, tools, workflows, and approvals across vendors so every step contributes to a shared operational goal.

Reason

Use an enterprise ontology and dependency-aware context to understand services, entities, topology, impact, and likely root cause, not just isolated alerts.

Act

Turn recommendations into controlled remediation with guardrails, explainability, role-based access, and human approval where the business requires it.

From UX to vX. From DevOps to VibeOps.

From software delivery to outcome delivery - applications that continuously evolve with the business instead of waiting months for vendor releases.

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