Self-automation architecture

The Agents Behind The Work

Louisiana Works is designed for minimal human administration. Agents run continuously in the background; humans approve anything that leaves the platform.

1. Discover2. Ingest3. Normalize4. Deduplicate5. Enrich6. Verify7. Match8. Alert9. Connect10. Learn

DISCOVERY AGENT

Active

Finds newly permitted data sources and new records from approved sources.

Last run: 12 min ago

COMPANY AGENT

Active

Enriches Louisiana company profiles from authorized sources.

Last run: 26 min ago

PROJECT AGENT

Active

Extracts new facts and events for canonical project records.

Last run: 41 min ago

PROCUREMENT AGENT

Active

Ingests, classifies and deduplicates opportunities.

Last run: 8 min ago

MATCHING AGENT

Active

Scores Louisiana businesses against open opportunities.

Last run: 8 min ago

RELATIONSHIP AGENT

Active

Identifies useful warm introduction paths.

Last run: 1 hr ago

VERIFICATION AGENT

Active

Flags stale or conflicting information.

Last run: 3 hrs ago

NEWS AGENT

Active

Extracts material events instead of storing articles.

Last run: 22 min ago

INFRASTRUCTURE AGENT

Scheduled

Updates physical infrastructure and asset records.

Last run: Yesterday

DIGEST AGENT

Active

Creates personalized daily briefs.

Last run: 6:02 AM

RADAR AGENT

Private

Identifies macro demand patterns for administrators.

Last run: 5:40 AM

Human-in-the-loop — always required before

Sending external introductions
Sending bids
Accepting agreements
Making payments
Publishing negative trust information
Sharing private relationship information

Every automated action writes a complete audit log entry: actor, timestamp, source, previous value, new value, confidence and verification state.