Build the application

## Build
Reconcile fragmented multi-shift investigation logs into an immutable chronological timeline. Synthesize open leads, evidentiary gaps, and continuity briefs for incoming compliance teams.

## User
AML Operations Shift Lead

## Workflow
1. Ingest heterogeneous case notes, transaction logs, screening hits, and previous shift records in normalized tabular JSON format.
2. Sort and deduplicate events into a chronological evidence ledger while calculating timestamp deltas across related transactions.
3. Identify unaddressed alerts, expiring document verification windows, and conflicting investigator assessments.
4. Compile a shift continuity handoff dossier featuring an executive chronology, open lead tickets, and evidence checklists.

## Interface
Analyst operations terminal showing chronologically ordered milestone streams, open lead priority cards, and exportable shift transition dossiers.

## Data
Construct synthetic multi-shift case notes and ledger snapshots using standardized Frictionless Data resource definitions representing mock AML reviews.
Starter examples below are synthetic. They are not downloaded records.

## Source
[Frictionless data validation](https://raw.githubusercontent.com/frictionlessdata/frictionless-py/main/README.md)
Uses Frictionless tabular schema concepts to validate and normalize heterogeneous investigator event logs and timestamps.

## Tools
mastra-ai, frictionless, fastapi.
Mastra AI orchestrates structured step workflows and typed schema transformations across fragmented shift records.
Fast local or API-based LLM capable of robust tabular summarization and chronologic reasoning.

## Deliverables
Submit runnable source, pinned dependencies, setup commands, a working interface, example outputs, and a recorded end-to-end demo. Include tests and an action log.

## Acceptance
- Consolidates unsorted multi-analyst case entries into a strict chronological sequence without dropping logged evidence IDs.
- Identifies and flags open leads where disposition notes conflict or pending requests exceed 24 hours.
- Generates a structured handover brief with clear assignment rosters for the incoming shift.
- Maintains an immutable audit log of merged entries without modifying underlying historical records.

## Starter Examples
```json
[
  {
    "input": {
      "case_id": "CASE-4401",
      "subject": "Acme Trade Corp",
      "shift_entries": [
        {
          "entry_id": "log-002",
          "timestamp": "2025-05-10T14:30:00Z",
          "analyst": "analyst_a",
          "action": "screened_counterparty",
          "details": "Screened Global Logistics BV; PEP hit flagged as false positive by analyst A."
        },
        {
          "entry_id": "log-001",
          "timestamp": "2025-05-10T09:15:00Z",
          "analyst": "analyst_b",
          "action": "flagged_rapid_movement",
          "details": "Rapid wire transfer of 250,000 EUR received from offshore account."
        },
        {
          "entry_id": "log-003",
          "timestamp": "2025-05-10T17:00:00Z",
          "analyst": "analyst_a",
          "action": "rfi_requested",
          "details": "Requested commercial invoice from relationship manager; awaiting response."
        }
      ]
    },
    "expected_output": {
      "case_id": "CASE-4401",
      "sorted_timeline_count": 3,
      "first_event": "2025-05-10T09:15:00Z",
      "last_event": "2025-05-10T17:00:00Z",
      "unresolved_leads": [
        {
          "lead_id": "LEAD-01",
          "action_needed": "Follow up on RFI for commercial invoice",
          "status": "pending_external_response",
          "assigned_to": "incoming_shift"
        }
      ],
      "shift_handoff_summary": "Initial rapid wire transfer of 250k EUR logged at 09:15. Counterparty PEP cleared at 14:30. Open RFI for invoice remains outstanding as of 17:00."
    }
  },
  {
    "input": {
      "case_id": "CASE-4402",
      "subject": "Zenith Retail Ltd",
      "shift_entries": [
        {
          "entry_id": "log-101",
          "timestamp": "2025-05-11T11:00:00Z",
          "analyst": "analyst_c",
          "action": "periodic_review_complete",
          "details": "All vendor invoices match delivery orders. No adverse media found."
        }
      ]
    },
    "expected_output": {
      "case_id": "CASE-4402",
      "sorted_timeline_count": 1,
      "first_event": "2025-05-11T11:00:00Z",
      "last_event": "2025-05-11T11:00:00Z",
      "unresolved_leads": [],
      "shift_handoff_summary": "Routine review completed at 11:00 with no discrepancies or open leads."
    }
  }
]
```

## Safety
Confines analysis to mock operational case logs without publishing unredacted personal identifiers or executing production case management lockouts.
Use mock external writes. Require human review before any real deployment.