Your AI Can't Be Trusted
in Production
Until Now.
Kubiya Composer delivers deterministic AI execution with full context awareness. The only way to safely run agents that interact with your customers.
🚀 Product Hunt Launch
June 23, 2025 • 12:00 AM PST
Why AI Can't Be Trusted
Without Determinism
Watch this comprehensive explanation of why traditional AI agents fail in production and how deterministic execution changes everything.
The Problem
Traditional AI agents make different decisions each time, hallucinate data, and can't be trusted with customer-facing operations.
The Solution
Deterministic execution ensures the same input always produces the same output, making AI predictable and trustworthy.
The Result
Production-ready AI that enterprises can trust with their most critical operations and customer interactions.
Why Context + Determinism Makes AI Production-Ready
Without these, you're gambling with your customers' experience
Without Context & Determinism
- • AI makes different decisions each time
- • No understanding of your infrastructure
- • Can't trust with customer interactions
- • Requires constant human supervision
With Kubiya Composer
- • Predictable, repeatable outcomes
- • Full awareness of your environment
- • Safe for customer-facing operations
- • Autonomous execution you can trust
How We Guarantee Deterministic Execution
Every agent deployment is validated for predictable, safe behavior
Trust Through Testing
Context Validation
Ensure your agent understands your entire environment before deployment.
Determinism Testing
Verify identical outputs for identical inputs across thousands of scenarios.
Customer Safety Checks
Validate all customer-facing interactions meet your quality standards.
Production Monitoring
Real-time verification that agents maintain deterministic behavior.
Agent CI/CD Pipeline
Validating Determinism Before Production
Every agent is tested to ensure predictable behavior with full context
Agent Testing Framework
Production-Ready Validation
Determinism Validation
Run 1000+ scenarios to verify identical outputs for identical inputs.
Context Coverage
Ensure agents understand your entire infrastructure before deployment.
Multi-Agent Coordination
Test agent collaboration to ensure synchronized execution.
Production Safety
Validate all critical paths match your operational standards.
Every Agent Has a Plan Deterministic Workflows, Your Infrastructure
From prompt to production - executed with YOUR containers, YOUR registries, NO LIMITATIONS
Deterministic Workflow Generation
Every agent has a plan - executed with YOUR containers on YOUR infrastructure
"Deploy my Node.js app with zero downtime, run all tests, scan for vulnerabilities, and set up monitoring"
Click "Generate Workflow" to see the plan
Try different examples above!
Uses YOUR registries, YOUR images, YOUR tools
Run ANY code, ANY language, ANY framework
Runs on YOUR infrastructure with YOUR security
Run Anything. Build Everything.
Your Own Registries
Use private registries, custom images, proprietary tools - it's YOUR infrastructure.
Build Code On-Demand
Agents can write, compile, and deploy code in ANY language, using YOUR build tools.
Visual Workflow DAGs
Every execution has a plan - see exactly what will happen before it runs.
Zero Limitations
If it runs in a container, Kubiya can orchestrate it. No exceptions.
Real Examples Running in Production:
If you can containerize it, we can orchestrate it - deterministically.
Enterprise-Grade Deterministic Security
Every action validated, every execution predictable, every decision auditable
End-to-End Encryption
All data encrypted at rest and in transit. Your secrets never leave your infrastructure.
Policy as Code
Define security policies that are enforced on every action. No exceptions.
mTLS & OAuth2
Industry-standard authentication for all API calls and agent communications.
Complete Audit Trail
Every decision, every action, every API call - fully logged and traceable.
API-First Architecture Built for Developers, by Developers
RESTful APIs, SDKs in every language, and webhook integrations
Everything is an API Call
RESTful & GraphQL APIs
Full API coverage for every Composer feature. Build your own integrations.
Native SDKs
Python, Go, JavaScript/TypeScript, Java, and more. Type-safe and async-ready.
Real-time Event Streaming
WebSocket and SSE support for live execution monitoring.
OpenAPI 3.0 Spec
Complete specification with automatic client generation.
from kubiya import ComposerClient
client = ComposerClient(api_key="YOUR_API_KEY")
# Execute with full context and deterministic mode
result = client.agents.execute(
prompt="Deploy my-app to production with zero downtime",
context={
"cluster": "prod-k8s-cluster",
"namespace": "production",
"security_scan": True
},
execution_mode="deterministic"
)
# Monitor execution in real-time
for event in result.stream_events():
print(f"{event.stage}: {event.message}")
print(f"Deployment completed: {result.status}")
Deterministic AI in Action Engineering Teams Trust Production
Multi-agent workflows that execute the same way, every time
Kubernetes Native Multi-Cluster, Multi-Cloud, Multi-Region
Deploy anywhere, manage everywhere, secure by default
K8s Operator
Deploy Kubiya as a native Kubernetes operator. Manages CRDs, handles lifecycle, integrates with your existing tooling.
kubectl apply -f kubiya-operator.yaml
Multi-Cluster Federation
Manage hundreds of clusters from a single control plane. Cross-cluster networking, unified policies, global observability.
Local & Edge Execution
Run agents locally on developer machines or at the edge. Same security model, same deterministic execution.
True Full-Stack AI From UI to Database, We've Got You Covered
One platform for your entire engineering stack
Frontend Development
Build, test, and deploy React, Vue, Angular apps. Manage CDN, optimize bundles, handle A/B tests.
Backend Services
Deploy APIs, manage microservices, handle database migrations, configure service mesh.
Security Operations
Scan vulnerabilities, enforce policies, manage secrets, configure firewalls, handle compliance.
Infrastructure Management
Provision resources, manage Kubernetes, configure networking, optimize costs across clouds.
Unified Control Plane
All your stack, one AI platform
Real-World Impact Measurable Results in Production
See how teams are transforming their operations with secure, deterministic AI
Case Study: Fortune 500 Bank
Challenge: Manual security audits taking weeks, compliance violations
Solution: Kubiya Composer with zero-trust security automation
Result: Real-time security enforcement, 100% audit compliance
"The only AI we trust with our production systems" - CISO
100% security compliance achieved
Context Is Everything Your AI Needs to Know Your World
Without context, AI is just guessing. With context, it's deterministic.
Why Context Makes AI Safe
Customer Data Awareness
Knows customer history, preferences, and policies - makes decisions like your best support agent would.
Infrastructure Understanding
Sees your entire tech stack - prevents actions that would break production or impact customers.
Business Rules Integration
Follows your policies exactly - refund rules, SLAs, compliance requirements - no exceptions.
Full Context Awareness
Real-time organizational brain that every agent can access
What Technical Leaders Say Trusted by engineering teams who demand reliability
"Deterministic execution changed everything. We can finally trust AI agents with production deployments and customer-facing operations."
Sarah Chen
VP of Engineering
Atlassian
"The context awareness is incredible. Our agents understand our entire infrastructure and make decisions we can predict and trust."
Michael Rodriguez
Director of DevOps
Fortune 500 Bank
"Multi-agent workflows that actually work. Each agent knows its role, shares context, and executes deterministically. Game changer."
Jennifer Park
Head of Security Engineering
Healthcare Tech
Engineering teams that trust deterministic AI in production






