HomeCyber ResilienceAI DDR
Cyber Resilience / AI DDR / Telemetry explorer

From harness activity
to accountable response.

Watch each component emit its own evidence. Follow the trace into an Elastic security pipeline, then separate a baseline observation, a deviation signal and an evidence gap.

19 harness components6 architectural planesAI DDR = AI Deviation Detection and ResponseSite v13.5.6 · Explorer v1.0.0
SIMULATION ONLYGenerated locally in this browser. No enterprise connection, no real alerts, no credentials, no data sent to Elastic or HoundBytes. The moving signals illustrate the architecture; they do not implement it.
Simulation controls become available when JavaScript runs.
CONTROL / HB-AI-600 / COMPONENT 1 OF 19

6.00 Generative model

Within fixture baseline / simulated

On a narrow screen, swipe the diagram horizontally or focus it and use the arrow keys. The event and producer details remain below.

Operational observationsIndependent control evidenceIllustrative flow · not live transport
01 / EmitIndependent producer
A synthetic producer emits metadata and assurance fields.
Authoritative source

Who can establish the fact?

Custom assurance fields
Correlation purpose

Engineering template / not deployed

Separate enforcement point

View this threat surface →

Synthetic event preview

Missing evidence is not evidence of misconduct. Trace IDs connect observations; they do not authenticate a principal or prove an outcome.

The pipeline is only the beginning

AI DDR closes the response loop.

A detection has operational value only when someone owns the decision, an independent control can intervene, and the resulting state is verified.

01

Capture

Record material events outside the agent's write authority.

02

Normalize

Preserve origin, time, identity and task relationships.

03

Detect

Compare evidence with approved baselines and hard boundaries.

04

Decide

Name the responder, authority, rationale and escalation.

05

Contain

Enforce interruption and verify children and credentials stopped.

06

Recover

Test integrity and return-to-service conditions.

07

Govern

Assign corrective action, residual risk and evidence of closure.

Engineering contract

Observations are not control verdicts.

OpenTelemetry describes operations. The proposed practical_trust.* fields carry independent assurance evidence. Neither a trace nor a dashboard grants authority to act.

Two supplied schemas. No silent equivalence.

The integrated threat map retains illustrative ai.* predicates with rule identifiers HB-AI-000 through HB-AI-018. The component field map uses the proposed practical_trust.* assurance namespace and HB-AI-600 through HB-AI-618. They are separate source designs, not interchangeable aliases.

This explorer uses the latter contract for synthetic events. It preserves the earlier predicates in the full source reference. A production implementation must explicitly map types, identifiers, semantics and rule versions; it must not rename fields and assume the rule still means the same thing.

The browser uses a small deterministic fixture evaluator, not Elastic KQL or EQL. Rule text is an engineering template, not a deployed or syntax-validated Elastic detection.

Elastic integration, without implied deployment

The animation depicts a protected collector, explicit normalization and a curated security-event projection. The actual collector, exporter, index templates and detection rules depend on the Elastic deployment and pinned versions.

Elastic documents managed OTLP ingestion and collector-based paths. OTel-native storage and ECS-based security analytics are not automatically identical; the mapping must be designed and tested. A durable material-action evidence path must remain independent of diagnostic sampling.

GenAI semantic conventions are still evolving. Pin the schema and instrumentation versions. Raw prompts, output bodies, tool arguments, tokens and personal identifiers are deliberately absent from these demo events.

Implementation context checked 27 October 2026: OpenTelemetry GenAI attributes; Elastic OpenTelemetry ingestion guidance; ECS custom fields. These sources supplement the supplied documents; they do not certify the illustrative rules.

Complete component field map

Every surface. Its producer. Its evidence.

All 19 rows from the supplied v1.0 field map, including standard fields, custom assurance fields, correlation use, threat classes and draft rule identifiers. Original shorthand is retained; custom field names carry the practical_trust.* prefix.

6.00Generative model

Standard fields / source notation

gen_ai.operation.name, gen_ai.provider.name, gen_ai.request.model, gen_ai.response.model, gen_ai.request.temperature / max_tokens / stream, gen_ai.usage.input_tokens / output_tokens / reasoning.output_tokens / cache_read.input_tokens, gen_ai.evaluation.result event (name, score.value, score.label, explanation)

Custom fields / practical_trust.*

model.approved, model.approval_ref, model.resolved_deployment

Authoritative producer

Model gateway plus signed deployment registry (not the SDK's self-reported model string)

AI DDR / MDR correlation use

D: requested or responding model outside the approved mapping (lead R1); B: finish-reason and token-distribution shift (R7); A: jailbreak and system-prompt extraction attempts seen as eval-threshold failures. Token counts never establish correctness or conformance

Source-assigned threat classes

AML.T0054 jailbreak, T0057 LLM data leakage, T0056 extract system prompt, T0060 hallucinated entities; ASI01; LLM07, LLM09, LLM10

Draft Elastic rule / not executable here

HB-AI-600: model.approved false or eval.threshold_status fail

D = deviation from approved baseline; B = behavioral drift; A = AI-targeted attack signal. A signal still requires investigation.

6.01Inputs & external content

Standard fields / source notation

gen_ai.input.messages (restricted, optional), event.original (restricted), url.domain, source.ip

Custom fields / practical_trust.*

input.origin_class, input.fingerprint, input.instruction_indicator, input.classifier_id, input.classifier_score, input.modality; request.tenant, request.subject_ref; content.lineage_id, content.source_scope, content.destination_scope

Authoritative producer

Ingress gateway / content detector; ingress plus IdP; lineage service / DLP

AI DDR / MDR correlation use

A: external-origin content carrying instruction patterns that later precedes a tool call (R5); field-size anomalies; D: content lineage crossing from source scope to a destination scope it was not approved for. A content digest is an integrity clue, not an instruction boundary

Source-assigned threat classes

AML.T0051.001/.002 indirect and triggered injection, T0093 infiltration via public app, T0078 drive-by, T0129 multimodal triggers, T0134 AI-targeted cloaking; ASI01; LLM01

Draft Elastic rule / not executable here

HB-AI-601: origin_class external and instruction_indicator true

D = deviation from approved baseline; B = behavioral drift; A = AI-targeted attack signal. A signal still requires investigation.

6.02Orchestrator / agent loop

Standard fields / source notation

gen_ai.operation.name invoke_agent, gen_ai.agent.id / name / version, gen_ai.workflow.name, gen_ai.conversation.id

Custom fields / practical_trust.*

agent.privilege_edge_unapproved, agent.fanout_limit_exceeded, agent.parent_ref, agent.child_ref, agent.call_depth, agent.tool_graph_version

Authoritative producer

Orchestrator plus graph-policy verifier (the approved agent-to-agent graph as a control artefact)

AI DDR / MDR correlation use

D: invocation depth or fan-out above baseline; privileged agent invoked by a lower-privilege caller; stop-condition and loop-budget breaches; B: tool-graph version changes between sessions; A: autonomous orchestration and discovery of runtime capabilities

Source-assigned threat classes

AML.T0118.001 direct agent communication, T0124 autonomous attack orchestration, T0084.001 / T0133 capability discovery, T0034.002 agentic resource consumption; ASI07, ASI08, ASI10; LLM06

Draft Elastic rule / not executable here

HB-AI-602: privilege_edge_unapproved or fanout_limit_exceeded

D = deviation from approved baseline; B = behavioral drift; A = AI-targeted attack signal. A signal still requires investigation.

6.03RAG subsystem

Standard fields / source notation

gen_ai.operation.name retrieval (where supported), gen_ai.data_source.id, gen_ai.retrieval.documents

Custom fields / practical_trust.*

retrieval.acl_violation, retrieval.index_digest_mismatch, retrieval.result_tenant, retrieval.document_ref, retrieval.corpus_id, retrieval.result_count, index.manifest_digest; access.decision_id

Authoritative producer

Corpus registry / index attestor; retriever plus source ACL service; source ACL / PDP

AI DDR / MDR correlation use

D: results outside the caller's ACL or tenant; index digest differing from the registered corpus manifest (this is the Platinum release check); B: retrieval volume and scope drift (R4); A: RAG poisoning and credential harvesting from indexed secrets. A source ID alone does not prove historical corpus contents

Source-assigned threat classes

AML.T0070 RAG poisoning, T0071 false RAG entry, T0064 gather RAG targets, T0082 RAG credential harvesting, T0085.000 data from RAG databases; ASI06; LLM08, LLM02

Draft Elastic rule / not executable here

HB-AI-603: acl_violation or index_digest_mismatch

D = deviation from approved baseline; B = behavioral drift; A = AI-targeted attack signal. A signal still requires investigation.

6.04Memory & state

Standard fields / source notation

gen_ai.conversation.id

Custom fields / practical_trust.*

memory.authority_ref, memory.retention_class, memory.cross_principal_read, memory.unauthorized_write, memory.record_ref, memory.ttl_expires_at

Authoritative producer

Memory store access logs (independent store confirmation, not the agent's claim)

AI DDR / MDR correlation use

D: writes originating from external-provenance content; TTL and write-authorisation violations; reads across principal boundaries; B: retention-class drift; A: delayed-execution instructions persisted in memory (R8). A missing record ID does not prove deletion

Source-assigned threat classes

AML.T0080.000/.001 memory and thread poisoning, T0094 delayed execution, T0092 manipulate chat history; ASI06; LLM04

Draft Elastic rule / not executable here

HB-AI-604: unauthorized_write or cross_principal_read

D = deviation from approved baseline; B = behavioral drift; A = AI-targeted attack signal. A signal still requires investigation.

6.05Context assembly

Standard fields / source notation

gen_ai.system_instructions (restricted, optional), gen_ai.input.messages

Custom fields / practical_trust.*

context.origin_classes, context.protected_instruction_truncated, context.template_digest_match, context.token_budget, prompt.template_digest

Authoritative producer

Signed template registry; trusted context compiler

AI DDR / MDR correlation use

D: template digest not matching the signed registry (R11); protected instructions truncated by overflow; A: external content adjacent to protected instructions in context lineage; obfuscation and self-replicating prompts. Recorded without routinely exporting prompt bodies

Source-assigned threat classes

AML.T0069.000 special character sets, T0068 obfuscation, T0061 self-replication, T0018.003 modify prompt construction; ASI01; LLM01, LLM07

Draft Elastic rule / not executable here

HB-AI-605: protected_instruction_truncated or template_digest_match false

D = deviation from approved baseline; B = behavioral drift; A = AI-targeted attack signal. A signal still requires investigation.

6.06Input / output guardrails

Standard fields / source notation

gen_ai.output.messages (restricted, optional), url.domain

Custom fields / practical_trust.*

guardrail.bypass_detected, guardrail.policy_ref, guardrail.confidence, output.unsafe_egress_url

Authoritative producer

Independent guardrail evaluator; output renderer plus egress monitor

AI DDR / MDR correlation use

D: actions proceeding on a guardrail allow with no gate decision; bypass-path tests failing; A: outputs carrying external references with encoded parameters (the ForcedLeak pattern); B: classifier confidence and version drift. Zero filter hits does not prove filtering was on (R7, R12)

Source-assigned threat classes

AML.T0054 jailbreak, T0065 prompt crafting, T0077 response rendering; ASI09; LLM05

Draft Elastic rule / not executable here

HB-AI-606: bypass_detected or unsafe_egress_url

D = deviation from approved baseline; B = behavioral drift; A = AI-targeted attack signal. A signal still requires investigation.

6.07Policy / authorization gate

Standard fields / source notation

event.action policy_decided, user.id

Custom fields / practical_trust.*

authz.receipt_status, authz.policy_version, authz.receipt_id, policy.digest; action.fingerprint, action.material, action.target; decision.id; request.tenant, request.subject_ref; access.decision_id

Authoritative producer

The separate authorization service records its decision using approved, signed rules; the executing system verifies that permission matches the request

AI DDR / MDR correlation use

Compare what was permitted with what actually ran. Investigate a missing, expired, reused or invalid decision receipt, an unauthorized rule change, or an agent approving itself. A receipt records permission, not proof of safety or completion. A missing record is an evidence gap to investigate, not proof of an attack.

Source-assigned threat classes

AML.T0081 modify agent configuration, T0132 misconfigured or exposed AI services; ASI03, ASI02; LLM06

Draft Elastic rule / not executable here

HB-AI-607: action.material true and receipt_status missing / expired / invalid / replayed

D = deviation from approved baseline; B = behavioral drift; A = AI-targeted attack signal. A signal still requires investigation.

6.08Credential broker

Standard fields / source notation

event.action credential_issued, user.id

Custom fields / practical_trust.*

credential.reference, credential.scope, credential.ttl, credential.scope_violation, credential.revoked_used, credential.use_accepted, credential.expires_at, credential.revoked_at

Authoritative producer

Token broker / relying target (issuance and acceptance from both sides)

AI DDR / MDR correlation use

D: one credential used across more targets than the task scope; privileged tool call under a delegated identity with no delegation record; revoked credential accepted; B: TTL drift toward standing privilege; A: credential harvesting from agent configuration (R9)

Source-assigned threat classes

AML.T0083 credentials from agent configuration, T0098 tool credential harvesting, T0091.000 application access token, T0012 valid accounts; ASI03; LLM02

Draft Elastic rule / not executable here

HB-AI-608: scope_violation or revoked_used

D = deviation from approved baseline; B = behavioral drift; A = AI-targeted attack signal. A signal still requires investigation.

6.09Extensions / MCP / skills

Standard fields / source notation

gen_ai.tool.definitions, gen_ai.tool.type

Custom fields / practical_trust.*

extension.attestation_status, extension.digest, extension.digest_mismatch, extension.publisher_ref, extension.endpoint_id; allowlist.version

Authoritative producer

Publisher / MCP registry verifier; asset inventory / egress proxy

AI DDR / MDR correlation use

D: tool definitions changing between sessions; unregistered MCP endpoint; digest differing from the attested package; A: tool poisoning, rug pull, reputation inflation; cross-tenant object IDs in tool responses. A Nuix Neo MCP endpoint registers here

Source-assigned threat classes

AML.T0110 tool poisoning (.000 definition, .001 implementation, .002 runtime), T0010.005 supply chain agent tool, T0109 rug pull, T0115.002 publish poisoned tools, T0111 reputation inflation; ASI04; LLM03

Draft Elastic rule / not executable here

HB-AI-609: attestation_status missing / invalid / revoked or digest_mismatch

D = deviation from approved baseline; B = behavioral drift; A = AI-targeted attack signal. A signal still requires investigation.

6.10Tool dispatcher

Standard fields / source notation

gen_ai.operation.name execute_tool, gen_ai.tool.name, gen_ai.tool.call.id, gen_ai.tool.call.arguments / result (restricted, optional)

Custom fields / practical_trust.*

dispatch.receipt_match, dispatch.budget_reservation_valid, dispatch.action_id, dispatch.tool_id; action.fingerprint, action.material, action.target; content.lineage_id / source_scope / destination_scope

Authoritative producer

Independent action dispatcher; independent PDP / dispatcher

AI DDR / MDR correlation use

D: execute_tool with no matching gate receipt or no valid budget reservation; tool call to a target outside declared scope; blanket auto-approval in effect; A: write or destructive calls whose arguments contain external-provenance content (R3, R5). An execute_tool span alone does not prove the effect

Source-assigned threat classes

AML.T0053 tool invocation, T0086 exfiltration via tool, T0101 data destruction via tool, T0085.001 data from agent tools, T0100 agent clickbait; ASI02, ASI05; LLM06

Draft Elastic rule / not executable here

HB-AI-610: execute_tool and (receipt_match false or budget_reservation_valid false)

D = deviation from approved baseline; B = behavioral drift; A = AI-targeted attack signal. A signal still requires investigation.

6.11Sandbox / downstream systems

Standard fields / source notation

destination.ip, url.domain, deployment.environment.name, event.outcome

Custom fields / practical_trust.*

downstream.request_id, effect.status, effect.environment_violation, effect.outcome_mismatch, effect.unapproved_egress, effect.affected_rows, effect.verified_by, effect.verification_time; allowlist.version; recovery.reference

Authoritative producer

System-of-record audit; target system / outcome verifier; recovery verifier / ITSM

AI DDR / MDR correlation use

D: production mutation from a non-production identity; egress to an allowlisted host whose registration lapsed; agent-reported outcome differing from the target system's own log; B: affected-row counts above the approved ceiling; A: exfiltration, escape to host, writes of private lineage to public surfaces. Validate through the target's own logs; late traces require reconciliation

Source-assigned threat classes

AML.T0048 external harms, T0025 exfiltration via cyber means, T0105 escape to host, T0122 exploitation of remote services; ASI08; LLM02, LLM05

Draft Elastic rule / not executable here

HB-AI-611: environment_violation or unapproved_egress or outcome_mismatch

D = deviation from approved baseline; B = behavioral drift; A = AI-targeted attack signal. A signal still requires investigation.

6.12Observability & audit

Standard fields / source notation

trace.id, span.id, event.ingested, telemetry.sdk.version

Custom fields / practical_trust.*

producer.identity, producer.trust_level, producer.signature_status, producer.coverage_id; evidence.contract_id, evidence.artifact_hash, evidence.artifact_uri, evidence.coverage_status, evidence.integrity_status; collector.loss_slo_breached, collector.dropped_events, collector.ingest_delay_ms, collector.heartbeat_at

Authoritative producer

Collector identity registry; evidence store / integrity checker; OTel / secure log collector

AI DDR / MDR correlation use

D: agent claims (tests passed, rollback done) with no corroborating producer event; gaps in producer coverage; evidence integrity failures; B: collector loss, delay and heartbeat drift that would silently blind every other rule; A: citation and chat-history manipulation, masquerading. Sampling can discard evidence tail sampling cannot recover; material-action records need a separate durable path

Source-assigned threat classes

AML.T0067 trusted output manipulation, T0067.000 citations, T0074 masquerading, T0092 manipulate chat history; ASI09, ASI10; LLM09

Draft Elastic rule / not executable here

HB-AI-612: coverage_status gap or integrity_status invalid or loss_slo_breached

D = deviation from approved baseline; B = behavioral drift; A = AI-targeted attack signal. A signal still requires investigation.

6.13Identity & delegation

Standard fields / source notation

user.id, gen_ai.agent.id

Custom fields / practical_trust.*

delegation.chain_id, delegation.expires_at, delegation.scope, delegation.scope_subset, delegation.revoked_child_active, delegation.parent_ref, delegation.child_ref, delegation.revoke_command_id

Authoritative producer

Identity and delegation issuer (trusted identity service; never client-written agent IDs or trace headers)

AI DDR / MDR correlation use

D: a hop whose child scope is not a subset of the parent's; a child still running after revocation; an action with no delegation chain back to a human owner; B: delegation expiry drifting toward standing grants; A: deploy-AI-agent and valid-accounts abuse across organisation boundaries

Source-assigned threat classes

AML.T0118.001, T0091.000, T0083, T0012, T0103 deploy AI agent; ASI03, ASI07; LLM06

Draft Elastic rule / not executable here

HB-AI-613: scope_subset false or revoked_child_active

D = deviation from approved baseline; B = behavioral drift; A = AI-targeted attack signal. A signal still requires investigation.

6.14Evaluation & conformance

Standard fields / source notation

gen_ai.evaluation.result event (name, score.value, score.label, explanation), gen_ai.request.model / response.model

Custom fields / practical_trust.*

eval.model_ref, eval.suite_version, eval.dataset_version, eval.threshold_status, eval.release_binding_valid, eval.score, eval.judge_version

Authoritative producer

Independent evaluation runner

AI DDR / MDR correlation use

B: degraded grounding, accuracy or bias behind a stable model name; suite, dataset or evaluator version drift; D: resolved deployment outside the approved set; failed evaluation not routed to an independent release decision; A: training-data poisoning and model supply-chain substitution. eval.dataset_version is where the Platinum corpus release is bound to the evaluation

Source-assigned threat classes

AML.T0031 erode model integrity, T0020 training data poisoning, T0018.003, T0010.003 supply chain model, T0067; ASI04, ASI10; LLM04, LLM09

Draft Elastic rule / not executable here

HB-AI-614: threshold_status fail or release_binding_valid false

D = deviation from approved baseline; B = behavioral drift; A = AI-targeted attack signal. A signal still requires investigation.

6.15Human oversight console

Standard fields / source notation

event.action oversight_decided, user.id

Custom fields / practical_trust.*

oversight.evidence_id, oversight.approval_binding_valid, oversight.interrupt_stop_verified, oversight.reviewer_ref, oversight.stop_observed_at, approver.reference; decision.id

Authoritative producer

Human identity provider; independent review console

AI DDR / MDR correlation use

D: approver identity equal to the agent's; approval reused across actions or past expiry; interrupt issued with no observed stop in the execution and identity layers; B: approvals faster than the evidence could be read (rubber-stamp drift); A: impersonation and delayed execution after the approval window

Source-assigned threat classes

AML.T0067, T0073 impersonation, T0094 delayed execution, T0100, T0092; ASI09; LLM09

Draft Elastic rule / not executable here

HB-AI-615: approval_binding_valid false or interrupt_stop_verified false

D = deviation from approved baseline; B = behavioral drift; A = AI-targeted attack signal. A signal still requires investigation.

6.16AI BOM & attestation

Standard fields / source notation

gen_ai.agent.version, gen_ai.tool.definitions, service.version

Custom fields / practical_trust.*

attestation.verification, attestation.verifier, manifest.digest, manifest.digest_match, registry.release_id, release.status

Authoritative producer

AI asset registry; artifact verifier; release controller; release registry (trusted verifier, not the workload's own digest)

AI DDR / MDR correlation use

D: runtime manifest digest differing from the registry; an MCP endpoint, tool, policy or index with no registry entry; a digest reported by the workload with no independent verification (R11); A: supply-chain substitution, rug pull, configuration acquisition. registry.release_id is the handle for a Platinum corpus release at step 0. Digest equality does not prove origin or rights

Source-assigned threat classes

AML.T0010.005, T0109, T0110, T0115.002, T0111, T0081, T0002.002 acquire agent configuration; ASI04; LLM03

Draft Elastic rule / not executable here

HB-AI-616: attestation.verification failed or manifest.digest_match false or release.status unregistered

D = deviation from approved baseline; B = behavioral drift; A = AI-targeted attack signal. A signal still requires investigation.

6.17Authority & consumption

Standard fields / source notation

gen_ai.usage.input_tokens / output_tokens, gen_ai.request.max_tokens

Custom fields / practical_trust.*

budget.consumed, budget.limit, budget.over_limit, budget.reservation_id, budget.reservation_status, budget.unit, budget.balance, budget.currency

Authoritative producer

Atomic central quota ledger (gateway or dispatcher reservation, not the SDK's token counter)

AI DDR / MDR correlation use

D: dispatch with no ledger reservation; budget reset at a delegation hop; concurrent reservations exceeding the task-family ceiling; B: consumption and cost above a validated baseline (R6); A: cost harvesting, denial of AI service, mass mutation without a transaction ceiling. Token counts are not total spend and an anomaly is not proof of exfiltration

Source-assigned threat classes

AML.T0034.002, T0034 cost harvesting, T0029 denial of AI service, T0048.000 financial harm, T0101; ASI08, ASI10; LLM10

Draft Elastic rule / not executable here

HB-AI-617: reservation_status missing or over_limit

D = deviation from approved baseline; B = behavioral drift; A = AI-targeted attack signal. A signal still requires investigation.

6.18Transparency & recourse

Standard fields / source notation

event.action, user.id

Custom fields / practical_trust.*

recourse.decision_unverifiable, recourse.explanation_sensitive_data, recourse.notice_ref, recourse.appeal_ref, recourse.outcome_ref; decision.id; recovery.reference

Authoritative producer

Notice and appeal system

AI DDR / MDR correlation use

D: decision record with no verified outcome behind it; contest outcome not linked to the original decision; A: explanation containing unredacted trace content, third-party data, prompts or security controls (sensitive disclosure through the recourse channel itself); B: response biasing and citation manipulation in rendered explanations

Source-assigned threat classes

AML.T0067.000, T0130 agent response biasing, T0092, T0057, T0077; ASI09; LLM02, LLM09

Draft Elastic rule / not executable here

HB-AI-618: decision_unverifiable or explanation_sensitive_data

D = deviation from approved baseline; B = behavioral drift; A = AI-targeted attack signal. A signal still requires investigation.

Shared context

The event envelope joins the evidence.

NamespaceFieldsProducerRole in correlation
Elastic Common Schema@timestamp, event.id, event.dataset (ai_harness.control), event.action, event.kind, event.category, event.type, event.outcome, event.ingested, event.original, data_stream.type / dataset / namespace, service.name, service.version, user.id, host.name, source.ip, destination.ip, url.domainOTel / ECS ingest or sourceNormalised routing into the ai_harness.control data stream; event.action carries the contract stage (policy_decided, credential_issued, context_assembled, guardrail_evaluated, oversight_decided); outcome and category feed standard SIEM analytics
ECS trace linkagetrace.id, span.idOTel / ECS ingest or sourceJoins observations across producers and vendors; the reference model stresses that a trace ID connects observations but does not authenticate a person or prove an outcome
OTel resourcedeployment.environment.name, telemetry.sdk.name, telemetry.sdk.version, error.typeApplication / OTel SDKDistinguishes production from non-production identities (a 6.11 signal) and pins the instrumentation version that must be recorded with any rule
practical_trust (task context)practical_trust.schema.version, practical_trust.component.id, practical_trust.rule.id, practical_trust.verdict, practical_trust.task.id, practical_trust.task.family_id, practical_trust.task.purpose, practical_trust.task.consequence_classSchema registry; asset registry; detection-engineering registry; trusted task registry; trusted evidence verifiercomponent.id routes the event to its rule; task.family_id is what lets a shared budget and a delegation chain be reconciled across child agents and retries; consequence_class is the materiality switch that decides whether a gate decision and human approval were required at all
Data minimization

Not everything belongs in the SIEM.

Source-defined collection tiers. Restricted content needs an approved purpose and a separate access path; a general alert should carry a controlled evidence reference, not the underlying content.

TierFieldsCollection levelDestination
Low (routing and correlation)All ECS envelope fields except those below; practical_trust task context, component.id, rule.id, verdict; all boolean and status assurance fields (acl_violation, bypass_detected, receipt_status, digest_match, over_limit and the rest)Required or conditionalSIEM security-event correlation tier; retained independently of diagnostic sampling
Internal (identifiers and digests)gen_ai.request.model and request parameters, token-usage counters; input.fingerprint; request.tenant; content.lineage_id / source_scope / destination_scope; index.manifest_digest; memory.record_ref; prompt.template_digest, context.token_budget; policy.digest; action.fingerprint; all credential.* fields; extension.digest; delegation.scope; manifest.digest, registry.release_id; host.name, source.ip, destination.ip, url.domainConditionalMetadata traces with analyst access controls; joined to the SIEM tier by trace.id and task.id
Restricted (content and people)gen_ai.input.messages, gen_ai.output.messages, gen_ai.system_instructions, gen_ai.tool.call.arguments, gen_ai.tool.call.result, event.original, user.id; request.subject_ref; retrieval.result_count, retrieval.result_tenant; evidence.artifact_uri; approver.reference, oversight.reviewer_refOptional or conditional, by approved purpose onlyRestricted content store; never into general alerts; lead R10 fires when a prohibited field arrives in an evidence destination

Download the supplied component field map (Word, v1.0)

Source basis: supplied DavisAIgov / HoundBytes / Elastic Integrated Threat Map, reference v1.1, and AI Harness Telemetry to SIEM — Component Field Map, v1.0, 27 October 2026. Site release v13.5.6; interactive module v1.0.0. Historical reference-model versions remain identified as historical. Download the source-derived visual dataset.