AI & ML interests
AI Security, AI Governance - Agent Security - MLOps - AIOps - FMOps
Recent Activity
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| Gobierna Tu IA | Governance AI | Runtime Guardrails & Agents |
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Model governance-ai-guardrail-qwen25-1_5b-v3-corrective |
Dataset governance-ai-guardrail-es-dataset |
Governance AI
AI Security SpA is the legal entity behind Governance AI.
Gobierna Tu IA is the public campaign and product communication layer.
Runtime Guardrails & Agents is the operational security and runtime control line from which this guardrail work is developed.
What is Governance AI
GovernanceAI is a SaaS platform that enables organizations to discover, control, secure, and govern the real use of artificial intelligence across their operations.
Technical definition:
GovernanceAI is a multi-tenant AI governance and AI security platform that provides asset inventory, runtime guardrails, Shadow AI detection, policy enforcement, telemetry, evidence management, and operational control across applications, models, agents, and AI pipelines.
What the platform does
1. AI Inventory
GovernanceAI helps organizations identify and maintain visibility over:
- AI models in use
- datasets
- prompts
- repositories
- pipelines
- AI-enabled applications
- agent workflows
- undeclared AI assets
This includes automated discovery and operational inventory.
2. Shadow AI Discovery
The platform is designed to detect unauthorized or ungoverned use of AI, including:
- undeclared repositories
- hidden AI pipelines
- unknown model usage
- shadow applications
- unregistered prompts and workflows
This is a core capability, not an optional add-on.
3. Runtime Guardrails
GovernanceAI provides runtime controls to reduce operational risk in live AI environments.
This includes:
- prompt risk classification
- jailbreak and prompt injection detection
- runtime guardrails
- agent guardrails
- policy enforcement
- tool-call control
- decision validation
- traceable action logging
4. AI Risk Assessment
The platform supports continuous identification and prioritization of AI risk through:
- findings generation
- posture scoring
- remediation recommendations
- risk visibility by asset, workflow, or business unit
5. Executive Visibility
GovernanceAI provides a governance layer for operational and executive audiences through:
- executive dashboards
- telemetry views
- risk metrics
- audit-oriented summaries
- governance reporting
6. AI Red Team
GovernanceAI includes offensive validation capabilities for AI systems, including:
- malicious prompt simulation
- adversarial testing
- red team scenarios
- runtime behavior validation
- abuse case discovery
7. Evidence Hub
The platform is designed to support auditability and compliance readiness with:
- evidence storage
- decision traceability
- audit packs
- report generation
- investigation support
Why this matters
GovernanceAI is not just documentation, policy, or compliance theater.
It is built as an operational control layer for AI.
Most organizations today can produce:
- policies
- inventories on paper
- dashboards
- governance documents
Far fewer can actually enforce control in runtime.
GovernanceAI focuses on:
- real-time control
- active detection
- operational enforcement
- auditability
- security posture for AI systems
Positioning
Simple
GovernanceAI helps companies use artificial intelligence without losing control over what it does.
Executive
GovernanceAI enables organizations to discover, control, and audit the use of artificial intelligence across their operations.
Technical
GovernanceAI is a multi-tenant SaaS platform that combines AI discovery, runtime guardrails, policy enforcement, telemetry, evidence management, and continuous governance controls for applications, models, and pipelines.
Strategic
GovernanceAI is building the operational control layer that enterprises need to scale AI with security, traceability, and runtime governance.
Product lines
Gobierna Tu IA
Gobierna Tu IA is the public campaign and communication initiative that promotes responsible, secure, and governable AI adoption.
Runtime Guardrails & Agents
This line focuses on runtime security and operational controls for AI systems, including:
- prompt injection detection
- jailbreak detection
- guardrails for agents
- runtime enforcement
- policy-aware execution
- traceable AI actions
Public repositories in this organization
This organization hosts work related to:
- Spanish guardrail datasets
- QLoRA guardrail adapters
- runtime defense research
- red-team-oriented evaluation assets
- AI governance and operational control components
Creator
Gustavo Venegas
AI Security Research | AI Security SpA Chile Co Funder
- LinkedIn: https://www.linkedin.com/in/gvenegascc/
- Research papers: https://zenodo.org/records/18918455
Legal and organizational note
AI Security SpA is the legal company behind this work.
Governance AI is the SaaS product platform.
Gobierna Tu IA is the campaign and public-facing initiative used to communicate, promote, and operationalize AI governance adoption.
Focus areas
- AI Governance
- AI Security
- Runtime Guardrails
- Agent Security
- Shadow AI Detection
- AI Asset Discovery
- Policy Enforcement
- AI Auditability
- Evidence Management
- Red Team for AI
Mission
To give organizations the ability to adopt AI at scale with real operational control, security, and traceability.
Contact
For collaboration, partnerships, enterprise discussions, or research:
Gustavo Venegas
AI Security Research | AI Security SpA Chile Co Funder
https://www.linkedin.com/in/gvenegascc/