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Autonomous Agents

Persistent AI agents that never forget

Unlike disposable chat sessions, Fabricon agents are persistent entities with identity, memory, and specialisation. Each agent maintains long-term context across workflow runs — learning from past test results and improving over time.

Dual Memory Architecture

Agents maintain both long-term semantic memory across runs and short-term context within an active workflow, building knowledge over time.

Per-Agent LLM Selection

Assign a different model to each agent based on what it needs to do. For example, use a frontier model for the supervisor or test designer where reasoning matters most, and a faster, cheaper model for script generation or reporting — any combination that balances performance with cost.

Agent Facts

Each agent maintains a persistent fact store — domain knowledge, project context, team preferences — that accumulates and refines across every workflow execution.

Always-On Readiness

Agents remain warm and available 24/7. Trigger via schedule, webhook, or API call. No cold-start delays, no manual intervention required.

Agent Types

Test Engineer

UI Testing, API Testing, Integration Testing

QA Analyst

Test Design, Bug Reports, Quality Metrics

Security Tester

OWASP Top 10, CVE Scanning

Data Engineer

Test Data Generation, DB Validation

Env Engineer

Deployment, Health Checks, Data Reset

Test Lead

Review, Validate, Approve/Reject

Coordinator

Sprint Tracking, Stakeholder Reports

Skills Framework

Extend agent capabilities with pluggable skills

Skills are instruction sets injected into agent prompts. Assign pre-built skills or create custom ones. Auto-assigned based on agent type, versioned, and shared across your organisation.

Test Automation

12 skills
Playwright
Selenium
Cypress
API Testing
Mobile Testing
Visual Testing
Contract Testing
Load Testing
E2E Testing
Unit Testing
Integration Testing
Performance Testing

Security

8 skills
OWASP Top 10
CVE Scanning
Dependency Audit
SAST
DAST
Penetration Testing
Auth Testing
Encryption Validation

Reporting

6 skills
PDF Reports
CSV Export
Trend Analysis
Coverage Heatmaps
Token Tracking
Stakeholder Summaries

DevOps

8 skills
Docker
CI/CD Integration
Git Operations
Environment Reset
Health Checks
Deployment Validation
Log Analysis
Rollback Procedures
Workflow Engine

Visual workflow builder with zero-code orchestration

Deploy pre-built workflows in minutes or design fully custom pipelines to match your team's process. Dial in as much or as little autonomy as you need — insert human approval gates at any point, or let the platform run end-to-end on its own.

Deploy pre-built workflows out of the box
Build fully custom workflows for your team's process
Drag-and-drop workflow builder
Per-node LLM selection
Cron and webhook triggers
Real-time execution graph
Approval gate nodes
Retry with feedback loops
Enterprise-level governance and access controls

Node Types

Trigger

Cron schedule, JIRA webhook, or manual start.

Agent Task

Assign work to a specific agent type.

Supervisor Review

Test Lead validates output before proceeding.

Condition

Branch flow based on agent output or test results.

Parallel Split

Execute multiple agent tasks concurrently.

End

Workflow completion with optional notification.

Edge Conditions

On PassOn FailOn ApprovalOn Rejection
MCP & API Integrations

Connect to any system via any protocol or standard

Fabricon connects to your entire application landscape — modern APIs, legacy enterprise systems, messaging platforms, and infrastructure — however your environment is built.

MCP Integrations

Live data injected into agent prompts

JiraConfluenceGitHubSlackMicrosoft TeamsServiceNowPlaywrightDatadogDynatraceAWSAzureGoogle CloudPagerDutySplunkJenkinsGitLabGitHub ActionsAzure DevOps+ more
Watchers auto-poll for new items and trigger workflows automatically.

REST API Integration

Connect any API with full auth

OAuth 2.0
Bearer Token
API Key
Basic Auth
Request/response logging
Auto-retry on failure
Rate limit handling
Response schema validation

More Ways to Connect

Additional protocols and integration patterns supported

Modern APIs

gRPC
GraphQL
WebSockets

Legacy & Enterprise

SOAP / XML
SAP RFC / BAPI
LDAP / Active Directory

Messaging & Events

Kafka
RabbitMQ
AWS SQS / SNS
Azure Service Bus
Webhooks

Infrastructure

Direct Database (SQL / NoSQL)
SSH / CLI
SFTP / S3 / Blob Storage

Browser-Based Testing

End-to-end UI and visual validation

Validate UI flows, visual state, and end-to-end user journeys across any enterprise front end — whether on-premises, cloud-hosted, or built on cloud-native services. Agents drive real browser sessions, capturing screenshots, asserting page state, and detecting regressions across every release.

Backend & Database Testing

API contracts, data integrity, service behaviour

Verify API contracts, query results, and data integrity across on-premises systems, cloud-hosted services, and cloud-native platforms alike. Agents test backend behaviour directly — independently of the UI — ensuring your infrastructure is reliable before changes reach production.

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