Safely Write AI & ML Decisions
Back into Operational Databases.
The multi-cloud BYOC control plane for predictive models, batch enrichment, and AI agents. Eliminate production table locks across serverless (Neon, Supabase, Turso) and enterprise engines (PostgreSQL, SQL Server, Fabric, Snowflake, Iceberg) inside your cloud perimeter.
Real-Time Operational Write-Back Simulation
Probabilistic prediction score or tool invocation dispatched via Model Context Protocol (MCP) or HTTP/2 REST API.
Where Do Models Live & How Does Data Flow?
Pattern A: AI Agents & LLM Tool Calling
Claude, GPT-4o, Cursor, LangGraph, AWS BedrockAgents query and propose database mutations through Anthropic's Model Context Protocol. Progressive disclosure prevents prompt context saturation, and sensitive attributes are masked locally inside your customer VPC.
// 1. Agent Connects to In-VPC MCP Gateway
import { Client } from "@modelcontextprotocol/sdk/client/index.js";
import { SSEClientTransport } from "@modelcontextprotocol/sdk/client/sse.js";
const transport = new SSEClientTransport(
new URL("https://mcp-gateway.customer.internal/sse")
);
const client = new Client({ name: "ClaudeAgent", version: "1.0.0" });
await client.connect(transport);
// 2. Agent Discovers Pruned Tools Dynamically
const tools = await client.listTools();
// Returns: ['query_serving_risk', 'propose_transient_write']
// 3. Agent Calls Tool (Dry-Run on Ephemeral Neon Branch)
const response = await client.callTool({
name: "propose_transient_write",
arguments: {
customer_id: "CUST-90142",
score: 0.94,
model_version: "claude-3-5-sonnet"
}
});Five Pillars of Governed Operational AI Feedback
Built for enterprise data teams running PostgreSQL, SQL Server, Neon, Supabase, and Iceberg.
Native MCP Gateway
Progressive schema disclosure loads database attributes dynamically, pruning prompt tokens by 74% and filtering PII inside your VPC boundary.
Ephemeral CoW Branching
Instantiates isolated serverless database branches in seconds across Neon, Supabase, and Turso. Candidate writes undergo referential integrity assertions before merge.
Dual Ingestion Engine
Continuous PostgreSQL WAL and SQL Server CDC streaming alongside HTTP/2 REST endpoints syncing directly to open Apache Iceberg, Delta Lake, and Snowflake.
Policy-as-Code ABAC
Open-source Linux Foundation Cedar and OPA Rego engines evaluate multi-hop agent delegation limits (OWASP ASI03) and confidence thresholds inside your cloud perimeter.
Idempotent Serving Tables
Non-destructive serving tables with composite keys (Entity + Model Version + Timestamp). Zero locks or mutations on primary transactional tables.
Zero Inbound Ports
Customer data never leaves your VPC/VNet. Outbound-only AWS/Azure PrivateLink telemetry connects to the SaaS Control Plane with zero persistent vendor credentials.
Live In-VPC Policy & Sandboxing Inspector
// Open-Source Cedar ABAC Decision Point (In-VPC/In-VNet)
permit(
principal in AgentRole::"OperationalScoringAgent",
action in [Action::"AssertTransientWrite", Action::"PromoteToServing"],
resource in Table::"serving_customer_risk_scores"
)
when {
context.model.confidence >= 0.88 &&
context.agent.delegation_depth <= 2 &&
resource.is_serving_table == true
};