sigmodx 0.5.0

Sigmodx SDK for agent instrumentation (invoice approval, GL review, anomaly detection, trade execution, forecast generation)

Sigmodx Python SDK

Install:

pip install sigmodx

Quickstart

from decimal import Decimal
from sigmodx import SigmodxClient, InvoiceDecision, hash_inputs

payload = {
    "invoice_amount": 142500.00,
    "vendor_id": "VENDOR-4821",
    "po_reference": "PO-4821",
    "invoice_reference": "INV-2026-0042",
}

client = SigmodxClient(api_key="sk_...", agent_id="your-agent-uuid")
decision = InvoiceDecision(
    decision_type="approve",
    input_hash=hash_inputs(payload),
    rationale="Within delegated authority; PO matches contract.",
    confidence=0.94,
    invoice_amount=Decimal("142500.00"),
    vendor_name="Acme Consulting LLC",
    vendor_id="VENDOR-4821",
    po_reference="PO-4821",
    invoice_reference="INV-2026-0042",
    delegated_authority_limit=Decimal("500000.00"),
)

result = client.submit_invoice_decision(decision)
print(result.decision_event_id, result.requires_human_approval)
client.close()

hash_inputs()

Include structural fields your agent used to decide (amounts, references, field names). Keys are sorted before hashing so the digest is stable.

Security: Never include sensitive field values in hash_inputs() if you do not want them derivable. Hash the structural payload — field names, amounts, references. Sigmodx stores only the hash.

Error handling

• AgentBlockedError — agent reliability state is BLOCK (HTTP 403).
• SigmodxError — other API failures.