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Data and observations

Additional observations

Add relevant application information through a common contract across SDK languages.

#Observation families

Family Purpose
lifecycle Actual operation and step lifecycle, normally SDK-managed
ai Model, classification, retrieval, tool, embedding, inference, evaluation, policy, explanation
http Actual request/response observations at supported boundaries
otel Actual spans, events, attributes, links and status
context Actual context and optional lookup references
source Institutional source references and original source content
custom Additional business information expressed as a JSON object
Within an active step
from sigillum_finans import JsonData, Attachment

with sdk.start_step("record-source") as step:
    step.observe("source", "comparison.source",
        JsonData.raw('{"reference":"DEMO-001"}'),
        attachments=(Attachment(
            "original", original_bytes,
            "application/json", "comparison.originalContent"
        ),))
    step.observe("custom", "decision.explanation",
        JsonData.raw(explanation_json))
Use the configuration supplied by your institution’s portal.

#AI information examples

Category Information to provide when actually available
model Name, provider, version, execution type, actual parameters
classification Class or intent and observed confidence
retrieval Source ID, document reference, ranking and weight
tool Candidate/selected tool, arguments and actual result
embedding Model/version, input reference, dimensions and necessary original content
inference Actual feature input, prediction/score and output
evaluation Check name, metric and observed result
policy Applied rule and version
explanation Explanation actually produced by the source application

These are example business fields, not mandatory fields for every model. Do not manufacture unavailable information.

#Field ownership

The application supplies its data JSON, attachments, appropriate references and known causal links. Sigillum manages institution/environment/service authority, source record identity and sequence, signed scope, observer trace/span relations, content hash/length references, delivery receipts and seals. A similarly named business field cannot override these identities.

#Data fidelity and limits

Use an existing raw JSON object. Explicit null and an absent property are distinct. Duplicate keys or invalid JSON can result in rejection or observation loss. Send large binary content as an attachment instead of duplicating it as base64 in data. Each language reference documents size and capacity limits.

#Equivalent language examples

Select a language below to view the corresponding SDK interface. Replace synthetic values with information actually available in your application. Do not insert hidden model reasoning or an inferred decision rationale.

Sigillum Finans · Source-matched product reference

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