Autonomous AI Agents on Inveniam Chain
Barracuda is two coordinating AI agents that publish CRE market intelligence and manage treasury capital — entirely on-chain, with full reasoning transparency.
The Sentinel
Autonomous CRE Market Oracle
Monitors live U.S. macro data (Fed funds rate, SOFR, CMBS spreads) via the FRED API and combines it with simulated metro-level CRE data across 6 markets and 4 property types.
Claude reasons across all this data and publishes signed Market Pulse reports to an on-chain oracle. Any smart contract on Inveniam Chain can query it.
What it publishes each cycle
The Steward
AI-Managed Treasury DAO
Reads The Sentinel's on-chain reports and reasons about a human-defined treasury mandate. Executes capital allocation decisions: staking, liquidity provisioning, rebalancing.
Every decision — including Claude's full reasoning — is stored on-chain. Humans set the mandate; the AI executes and explains.
Allocation strategies
Architecture
Data Sources
The Sentinel combines live macro data from the Federal Reserve with simulated metro-level CRE data that drifts realistically between cycles.
Live Data (FRED API)
Simulated CRE Data (6 Metros)
4 property types per metro: Office, Industrial, Multifamily, Retail
In production, the simulator layer would be replaced with live feeds from CoStar, RCA/MSCI, or Trepp — the interface is the same. The simulator demonstrates the architecture and data flow without requiring expensive subscriptions.
Why It Matters
Transparent AI Reasoning On-Chain
Every decision the agents make — and the full reasoning behind it — is stored on-chain, not just hashes. Anyone can read exactly why the agent did what it did, directly from the chain.
Inter-Agent Coordination
The Sentinel feeds The Steward. Market intelligence flows in, reasoning is transparent, capital moves autonomously — all verifiable on-chain. This creates a closed-loop AI investment system.
Complements Inveniam's Data
Inveniam anchors private CRE data on-chain. Barracuda builds the public intelligence and autonomous capital management layer on top. Public market context for private asset data.
Mainnet-Ready Infrastructure
Every contract, agent, and data source is designed to work on mainnet with zero changes except the RPC URL and wallet. The oracle is queryable by any protocol.
Smart Contracts
SentinelOracle
Append-only on-chain oracle for CRE market data. Stores full MarketPulse structs with rates, spreads, cap rates, AI sentiment score, and a plain-English narrative.
StewardTreasury
Records every treasury allocation decision with the AI's full reasoning. Links each decision to the Sentinel report that informed it.
Self-contained Solidity — no external dependencies. All state changes emit events. Agent address set at construction and updateable by owner.