ENTERPRISE AI ORCHESTRATION

Direct the vision.
Let AI orchestrate
the execution.

Orkestra is an intelligent operating system for complex production workflows—connecting autonomous AI agents, enterprise data, and human decisions into one coordinated system.

Live Orchestrator Pipeline· Production: The Last Horizon
Inference: Gemini 3.6 FlashSTATE: RUNNING
01. DIRECTOR

Production Plan

Decomposes brief into 8 acts

02. SCRIPT

Scene Breakdown

14 scenes · 3 lead actors

03. BUDGET + SCHEDULE

Financial & Logistics

$1.85M · 24 shoot days

04. RISK AUDIT

Safety Analysis

Stunt buffer required

05. GOVERNANCE

Human Approval

Pending Gate

Active Step: Multi-Agent Autonomous ExecutionSpecialist agents executing deterministic sub-tasks over WebSocket

AI agents running with strict tool boundary constraints.

Autonomous Agents
Workflow Orchestration
Human-in-the-Loop Approvals
Real-Time Observability
Enterprise Authorization
The Orchestration Challenge

Enterprise work doesn't happen in one system.

Production workflows span people, applications, databases, financial ledgers, and operational safety decisions. While single-prompt AI can generate text or summarize an isolated document, coordinating a multi-department operation is where real complexity explodes.

The Fundamental Truth:

AI is powerful individually. Orchestration makes it useful at enterprise scale.

Fragmented Silos → Unified State Machine
01. Financials

Budget & Tax Credits

02. Logistics

Shoot Stripboards

03. Screenplay

Scene Entity Data

04. Compliance

SAG-AFTRA & Safety

ORKESTRA STATE MACHINECOORDINATED AS ONE
The Architecture Model

One workflow. Many intelligent actors.

Every production flows through a deterministic Directed Acyclic Graph (DAG). Agents never directly mutate database states—they execute specialist tasks within authorized boundaries and return structured outputs for the orchestration engine to persist.

01

Human Direction

The producer initiates the project with a high-level creative brief, budget parameters, and milestone constraints.

02

Autonomous Agent Execution

Specialist agents (Director, Script, Budget, Schedule, Risk, Marketing) execute in sequence and parallel, invoking bound MCP tools.

03

Human Governance Gate

Critical decisions (budget approvals, stunt safety classifications) halt execution until explicitly authorized by a human operator.

Autonomous Workforce

Orchestrate Specialized AI Agents

Seven dedicated agent roles built with domain-specific system prompts, tool bindings, and strict operational constraints.

7 Active Agent Archetypes
Agent Contract & Capabilities

Director Agent

Creative & Executive Lead

ONLINE
Primary Operational Goal:

Decomposes production brief into structured creative directives and downstream agent tasks.

Bound MCP Tools & Adapters:
Screenplay Context EngineState Transition DispatcherCreative Tone Analyzer
Hard Governance Constraints:
  • Must preserve producer brief tone
  • Cannot alter budget ceilings
Controlled Autonomy

Autonomous where it should be.
Human where it matters.

Orkestra is designed around controlled autonomy. Agents analyze, coordinate, calculate, and execute permitted actions—but high-risk financial, legal, and safety decisions remain strictly under human governance.

AI Agent Capabilities

  • Parse complex 120-page screenplays into structured JSON data
  • Calculate multi-unit departmental line-item estimates
  • Optimize cast day-out-of-days matrices under SAG-AFTRA constraints
  • Execute permitted read and calculation tools autonomously

Human Producer Authority

  • Authorize or reject critical budget contingency thresholds
  • Sign off on high-hazard stunt and location safety assessments
  • Override agent recommendations at any point during workflow execution
  • Maintain full legal, creative, and regulatory executive control
Zero-Trust Agent Security

Autonomy needs boundaries.

Every agent operates within defined capabilities and authorization policies. If an agent attempts to invoke an unauthorized tool, the central authorization service intercepts and blocks the action before execution.

Enforced via ToolAuthorizationService with immutable audit logging on every tool attempt.

Budget Agent Capability PolicyEnforced by Policy Engine
✓ Permitted Autonomous Capabilities
budget.readbudget.calculatebudget.recommend
✕ Restricted (Human Action Only)
budget.approvepayment.execute
Real-Time Telemetry

If AI is running your work, you should be able to see it.

Follow workflows, agent execution, human decisions, and system latency from a single centralized operational interface.

Active AI Workforce

7 Agents

100% Operational
State Machine Latency

~180ms

Asynchronous execution
Inference Engine

Gemini 3.6

Flash Intelligence
Human Governance

100%

Auditable policy gates
System Design

Built for the Enterprise.

A robust, decoupled architecture separating UI presentation, deterministic orchestration, AI inference, and persistence.

01. Web Dashboard

Next.js 15 App Router with real-time Socket.io state machine updates, command palette, and dark mode theme engine.

02. Orchestration Core

NestJS execution engine controlling deterministic DAG state transitions, retries, and human approval pauses.

03. Intelligence Layer

Google Cloud Agent Builder + Gemini 3.6 Flash inference with domain agent contracts and structured JSON output validation.

04. Data & Audit Trail

PostgreSQL with Prisma ORM for relational state tracking, plus Model Context Protocol (MCP) tools for external integrations.

The Evolution

From AI Tasks to AI Operations.

Traditional AI Tools (1-Shot Wrappers)

User Prompt

↓

Single LLM Response

↓

Manual Copy-Paste into Disconnected Tools

Requires constant human glue, lacks state tracking, and cannot handle complex cross-department dependencies.

Orkestra Enterprise AI Operations

Production Goal

↓

Multi-Agent DAG Coordination + MCP Tools

↓

Human Approval Gate → Autonomous Execution → Realtime Telemetry

End-to-end operational operating system with complete governance, reliability, and auditable state machine persistence.

Direct your next production.

Bring your workflows, autonomous agents, enterprise data, and human decisions into one coordinated operating system.