Directional compatibility evidence

MLflow native 3.15.2 → OTLP 1.11

MLflow's actual local exporter carries native mlflow.* model, tool, input, output, and trace structure through OTLP, but those vendor semantics are not automatically portable to a generic consumer.

MLflow Tracing native OTLP representationmlflow-tracing 3.15.2 · MLflow v3.15.2 commit ca15da96555ef1ef80a61393bf8559ffe5c2e8df

OTLP 1.11.0 HTTP/protobuf1.11.0 · OTLP 1.11.0

Source transport: OTLP 1.11.0 HTTP/protobuf
Destination transport: HTTP with binary Protocol Buffers
Source maturity: Current stable vendor implementation
Evaluation protocol: tracevity-compatibility-v0.2

Read the evidence layers separately

Documentation describes intended semantics. Tracevity interpretation binds those meanings directionally. Tracevity-tested evidence reports only what the named local, synthetic fixture protocol produced. None of those layers proves resulting external state.

Four answers

What this mapping preserves—and what it cannot carry alone

What survives?

Model identifier
Model request
Tool result
Parent/subagent relationship

What is degraded or lost?

Semantic loss

What still requires external evidence?

External effect state

How do we know?

3 bounded primary-source records, 1 synthetic fixture, and 1 linked reproducible evaluation run support the separate evidence layers below.

Semantic bindings

Every result stays attached to a location and evidence layer.

“External evidence required” means trace-format preservation cannot establish the fact. Destination state, identity, authorization, or another independently controlled source remains necessary.

Directional semantic assertions for MLflow native 3.15.2 → OTLP 1.11
Capability	Concrete location	Result	Tracevity interpretation	Evidence layers	Limitations
Model identifierModels	span.attributes['mlflow.llm.model']	Preserved	The exercised native model identifier survives OTLP serialization.	DOCUMENTEDThe pinned primary source documents the named representation or transformation. TRACEVITY INTERPRETEDThe exercised native model identifier survives OTLP serialization. TRACEVITY TESTEDTracevity exercised this bounded behavior locally with the linked synthetic fixture and evaluation run. Exact assertion proof v0.3 assertion-specific predicate `PREDICATE_MATCHED` means this bounded assertion-specific predicate plan matched the admitted synthetic inputs. It does not establish capability completeness, whole-system conformance, or certification. Proof status HISTORICAL_ASSERTION_PROOF Evaluator 0.3.0 Plan v0.3.0 · ALL_CLAUSES_TRUE · 1 clause(s) Observed outcome `PREDICATE_MATCHED` Predicate plan SHA-256 `175f355154b579beafa628a85c4051f6d6e3a72ecbe4dfb1321eb4da4d1be6b5` Input set SHA-256 `4c7a77e84383753765c55e5742951fba2d2d03f48946659bb2ea8f11b93e2a41` Predicate result SHA-256 `b80dfb36c5882ef4bd2a995335b401f65b355832038d8929122a42a1b91806fa` Observed clauses model_identifier_presentATTRIBUTE_EXISTS · matched · 1 observed match(es) · 1 value digest(s) Show value digests (1) `b15fb3bc5ea366f96b49487291382f31b264f58c6ca62759fc750a665b837a09` Admitted predicate inputs OBSERVED · mlflow-native-correlated Normalized `9f1fab26ea34b337a8aa28930fe30f172f7d2fa3ccd89a8d1924076bdea3723e` Historical result `ef5111cc76e71d10b4be2b0c92fbb60d98855eed9a309204a3f43a1379ca1f84` Historical v0.2 passed-check receipt This separate release receipt records the admitted run, fixture, checks, and artifact digests. The v0.3 predicate execution does not rewrite or broaden it. Run eval-mlflow-native-3_15_2 Fixture mlflow-native-correlated Tested result PASS Passed checks model_present, native_attributes Observed locator $.spans[*].attributes['mlflow.llm.model'] Extractor JSONPATH_EXISTENCE Historical normalized SHA-256 `9f1fab26ea34b337a8aa28930fe30f172f7d2fa3ccd89a8d1924076bdea3723e` Historical check-result SHA-256 `ef5111cc76e71d10b4be2b0c92fbb60d98855eed9a309204a3f43a1379ca1f84`	A consumer must understand MLflow's vendor attribute. Binding conditions and proof ceiling Presence CONDITIONAL Correlation Use OTLP trace_id and parent_span_id; use a semantic call identifier when the capability depends on a request/result join. Relationship A field is evidence only for the span or relationship on which it is recorded; sibling presence does not imply a join. Sampling Sampling provenance must be known before absence is treated as a negative. Dropped records Dropped-record counters or exporter drop risk reduce completeness. Truncation Content limits must be known; absent content may be filtered or truncated. Verification ceiling The exercised local representation can establish recorded trace structure only; authorization, exporter completeness, backend acceptance, and destination state require separate evidence.
Model requestModels	span.attributes['mlflow.spanInputs']	Preserved	Synthetic request data is present in the native export.	DOCUMENTEDThe pinned primary source documents the named representation or transformation. TRACEVITY INTERPRETEDSynthetic request data is present in the native export. TRACEVITY TESTEDTracevity exercised this bounded behavior locally with the linked synthetic fixture and evaluation run. Exact assertion proof v0.3 assertion-specific predicate `PREDICATE_MATCHED` means this bounded assertion-specific predicate plan matched the admitted synthetic inputs. It does not establish capability completeness, whole-system conformance, or certification. Proof status HISTORICAL_ASSERTION_PROOF Evaluator 0.3.0 Plan v0.3.0 · ALL_CLAUSES_TRUE · 1 clause(s) Observed outcome `PREDICATE_MATCHED` Predicate plan SHA-256 `4c908fcc3cf34d0c4c90a0fb17e526d291011219e132ebdc7c94cabaedce64b6` Input set SHA-256 `4c7a77e84383753765c55e5742951fba2d2d03f48946659bb2ea8f11b93e2a41` Predicate result SHA-256 `dda9a165f989dcaf27fc1ff70105a8d4b48bf626d9d7764daf5b76cba30810f3` Observed clauses model_request_presentATTRIBUTE_EXISTS · matched · 1 observed match(es) · 1 value digest(s) Show value digests (1) `5630d52ccaf93706c55256088c711c5366551bb7f43093d43adb106338b486c9` Admitted predicate inputs OBSERVED · mlflow-native-correlated Normalized `9f1fab26ea34b337a8aa28930fe30f172f7d2fa3ccd89a8d1924076bdea3723e` Historical result `ef5111cc76e71d10b4be2b0c92fbb60d98855eed9a309204a3f43a1379ca1f84` Historical v0.2 passed-check receipt This separate release receipt records the admitted run, fixture, checks, and artifact digests. The v0.3 predicate execution does not rewrite or broaden it. Run eval-mlflow-native-3_15_2 Fixture mlflow-native-correlated Tested result PASS Passed checks model_present, native_attributes Observed locator $.spans[*].attributes['mlflow.spanInputs'] on the CHAT_MODEL span Extractor JSONPATH_EXISTENCE Historical normalized SHA-256 `9f1fab26ea34b337a8aa28930fe30f172f7d2fa3ccd89a8d1924076bdea3723e` Historical check-result SHA-256 `ef5111cc76e71d10b4be2b0c92fbb60d98855eed9a309204a3f43a1379ca1f84`	Rich inputs may contain sensitive data and are not proof of full context. Binding conditions and proof ceiling Presence CONDITIONAL Correlation Use OTLP trace_id and parent_span_id; use a semantic call identifier when the capability depends on a request/result join. Relationship A field is evidence only for the span or relationship on which it is recorded; sibling presence does not imply a join. Sampling Sampling provenance must be known before absence is treated as a negative. Dropped records Dropped-record counters or exporter drop risk reduce completeness. Truncation Content limits must be known; absent content may be filtered or truncated. Verification ceiling The exercised local representation can establish recorded trace structure only; authorization, exporter completeness, backend acceptance, and destination state require separate evidence.
Tool resultTools	span.attributes['mlflow.spanOutputs'] on TOOL span	Preserved	The tool-reported result survives as a native attribute.	DOCUMENTEDThe pinned primary source documents the named representation or transformation. TRACEVITY INTERPRETEDThe tool-reported result survives as a native attribute. TRACEVITY TESTEDTracevity exercised this bounded behavior locally with the linked synthetic fixture and evaluation run. Exact assertion proof v0.3 assertion-specific predicate `PREDICATE_MATCHED` means this bounded assertion-specific predicate plan matched the admitted synthetic inputs. It does not establish capability completeness, whole-system conformance, or certification. Proof status HISTORICAL_ASSERTION_PROOF Evaluator 0.3.0 Plan v0.3.0 · ALL_CLAUSES_TRUE · 1 clause(s) Observed outcome `PREDICATE_MATCHED` Predicate plan SHA-256 `a2cd883f0378a1faf6b310a698c32697bd1992bab72d2d826249424ea6669c69` Input set SHA-256 `4c7a77e84383753765c55e5742951fba2d2d03f48946659bb2ea8f11b93e2a41` Predicate result SHA-256 `740ae4dd79624849967d882aa5b5ae0fabdaecec57af8773e80a20606210d68e` Observed clauses tool_result_presentATTRIBUTE_EXISTS · matched · 1 observed match(es) · 1 value digest(s) Show value digests (1) `fc9ded68737a383a1d48dcbfdb23fdb47daba1cb76cccaf5ba9413c21c1079fe` Admitted predicate inputs OBSERVED · mlflow-native-correlated Normalized `9f1fab26ea34b337a8aa28930fe30f172f7d2fa3ccd89a8d1924076bdea3723e` Historical result `ef5111cc76e71d10b4be2b0c92fbb60d98855eed9a309204a3f43a1379ca1f84` Historical v0.2 passed-check receipt This separate release receipt records the admitted run, fixture, checks, and artifact digests. The v0.3 predicate execution does not rewrite or broaden it. Run eval-mlflow-native-3_15_2 Fixture mlflow-native-correlated Tested result PASS Passed checks tool_present, native_attributes Observed locator $.spans[*].attributes['mlflow.spanOutputs'] on the TOOL span Extractor JSONPATH_EXISTENCE Historical normalized SHA-256 `9f1fab26ea34b337a8aa28930fe30f172f7d2fa3ccd89a8d1924076bdea3723e` Historical check-result SHA-256 `ef5111cc76e71d10b4be2b0c92fbb60d98855eed9a309204a3f43a1379ca1f84`	Tool output is not destination-state evidence. Binding conditions and proof ceiling Presence CONDITIONAL Correlation Use OTLP trace_id and parent_span_id; use a semantic call identifier when the capability depends on a request/result join. Relationship A field is evidence only for the span or relationship on which it is recorded; sibling presence does not imply a join. Sampling Sampling provenance must be known before absence is treated as a negative. Dropped records Dropped-record counters or exporter drop risk reduce completeness. Truncation Content limits must be known; absent content may be filtered or truncated. Verification ceiling The exercised local representation can establish recorded trace structure only; authorization, exporter completeness, backend acceptance, and destination state require separate evidence.
Parent/subagent relationshipIdentity	trace_id + parent_span_id	Preserved	Parent/child span structure survives OTLP.	DOCUMENTEDThe pinned primary source documents the named representation or transformation. TRACEVITY INTERPRETEDParent/child span structure survives OTLP. TRACEVITY TESTEDTracevity exercised this bounded behavior locally with the linked synthetic fixture and evaluation run. Exact assertion proof v0.3 assertion-specific predicate `PREDICATE_MATCHED` means this bounded assertion-specific predicate plan matched the admitted synthetic inputs. It does not establish capability completeness, whole-system conformance, or certification. Proof status HISTORICAL_ASSERTION_PROOF Evaluator 0.3.0 Plan v0.3.0 · ALL_CLAUSES_TRUE · 1 clause(s) Observed outcome `PREDICATE_MATCHED` Predicate plan SHA-256 `9a83cef46e73e7034f3cea7d0586fe2d7ca4b0fcd0e680cfc56c24fbf0788ca1` Input set SHA-256 `4c7a77e84383753765c55e5742951fba2d2d03f48946659bb2ea8f11b93e2a41` Predicate result SHA-256 `ab9969d2cd11755873030c70cfa321892a11c98c09221b85d011e5b4e4596169` Observed clauses native_parent_graphPARENT_RELATIONSHIP · matched · 2 observed match(es) · 2 value digest(s) Show value digests (2) `2aabe78b159b177b2b040a9436270700596fa389530ad4d228a8e69c165821de` `c111db697255b90c8b24ddb21bfd9896a6fad0193e67dc13dfd8a3a1d9ab8cfc` Admitted predicate inputs OBSERVED · mlflow-native-correlated Normalized `9f1fab26ea34b337a8aa28930fe30f172f7d2fa3ccd89a8d1924076bdea3723e` Historical result `ef5111cc76e71d10b4be2b0c92fbb60d98855eed9a309204a3f43a1379ca1f84` Historical v0.2 passed-check receipt This separate release receipt records the admitted run, fixture, checks, and artifact digests. The v0.3 predicate execution does not rewrite or broaden it. Run eval-mlflow-native-3_15_2 Fixture mlflow-native-correlated Tested result PASS Passed checks parent_correlation Observed locator OTLP span trace_id and parent_span_id Extractor OTLP_PARENT_RELATIONSHIP Historical normalized SHA-256 `9f1fab26ea34b337a8aa28930fe30f172f7d2fa3ccd89a8d1924076bdea3723e` Historical check-result SHA-256 `ef5111cc76e71d10b4be2b0c92fbb60d98855eed9a309204a3f43a1379ca1f84`	The exercised hierarchy is trace structure, not delegated authority. Binding conditions and proof ceiling Presence CONDITIONAL Correlation Use OTLP trace_id and parent_span_id; use a semantic call identifier when the capability depends on a request/result join. Relationship A field is evidence only for the span or relationship on which it is recorded; sibling presence does not imply a join. Sampling Sampling provenance must be known before absence is treated as a negative. Dropped records Dropped-record counters or exporter drop risk reduce completeness. Truncation Content limits must be known; absent content may be filtered or truncated. Verification ceiling The exercised local representation can establish recorded trace structure only; authorization, exporter completeness, backend acceptance, and destination state require separate evidence.
Semantic lossPortability	vendor mlflow.* attributes	Partial	The data is valid OTLP but requires MLflow-aware interpretation.	DOCUMENTEDThe pinned primary source documents the named representation or transformation. TRACEVITY INTERPRETEDThe data is valid OTLP but requires MLflow-aware interpretation. TRACEVITY TESTEDTracevity exercised this bounded behavior locally with the linked synthetic fixture and evaluation run. Exact assertion proof v0.3 assertion-specific predicate `PREDICATE_MATCHED` means this bounded assertion-specific predicate plan matched the admitted synthetic inputs. It does not establish capability completeness, whole-system conformance, or certification. Proof status HISTORICAL_ASSERTION_PROOF Evaluator 0.3.0 Plan v0.3.0 · ALL_CLAUSES_TRUE · 2 clause(s) Observed outcome `PREDICATE_MATCHED` Predicate plan SHA-256 `a0613af9375a8bf6130f4b0dc8dc0e768026e371460cdbb86191259e2ef38fd7` Input set SHA-256 `4c7a77e84383753765c55e5742951fba2d2d03f48946659bb2ea8f11b93e2a41` Predicate result SHA-256 `e8a9920de57c6fc96c25cbc44f0fb6f84bee108eaf908b9edb41728fb3be82dc` Observed clauses mlflow_prefix_presentATTRIBUTE_PREFIX_PRESENT · matched · 16 observed match(es) · 16 value digest(s) Show value digests (16) `9a4b270633ea023f7cd0e713cf28bad26cc3851feb612b63429ea183d79ca121` `0beab2ac7ff55fcb9d961161762dbe4e97a3c0e2570c5aae2920a47e9d868564` `dd1379a56784b7323b2bb02173993824ec6093de6e5e5204722ab3a6f8bbda75` `dfc974cead330d6dd594c410d45cb42adae6d0033ce1abacde5cb6b1404eed92` `514778771d9e936480fecd5c41dea1f1fca1c2397d704532af25cae1369f61ff` `9cbe0a5db76bf897876631b4b5e61f528e29e73a806a9ff409bcb20573121f5c` `ce3f6b19b9fea996c0a6b9f845716b347694a5ec26db1f0d9c23bf2575670030` `9a4b270633ea023f7cd0e713cf28bad26cc3851feb612b63429ea183d79ca121` `3e51115e607cda3cdceeb66dd946d3dc769ca086774c228daa4ac96964811ac7` `0beab2ac7ff55fcb9d961161762dbe4e97a3c0e2570c5aae2920a47e9d868564` `dd1379a56784b7323b2bb02173993824ec6093de6e5e5204722ab3a6f8bbda75` `ce3f6b19b9fea996c0a6b9f845716b347694a5ec26db1f0d9c23bf2575670030` `9a4b270633ea023f7cd0e713cf28bad26cc3851feb612b63429ea183d79ca121` `3e51115e607cda3cdceeb66dd946d3dc769ca086774c228daa4ac96964811ac7` `0beab2ac7ff55fcb9d961161762dbe4e97a3c0e2570c5aae2920a47e9d868564` `dd1379a56784b7323b2bb02173993824ec6093de6e5e5204722ab3a6f8bbda75` genai_prefix_absentATTRIBUTE_KEYS_ABSENT · matched · 0 observed match(es) · 0 value digest(s) Admitted predicate inputs OBSERVED · mlflow-native-correlated Normalized `9f1fab26ea34b337a8aa28930fe30f172f7d2fa3ccd89a8d1924076bdea3723e` Historical result `ef5111cc76e71d10b4be2b0c92fbb60d98855eed9a309204a3f43a1379ca1f84` Historical v0.2 passed-check receipt This separate release receipt records the admitted run, fixture, checks, and artifact digests. The v0.3 predicate execution does not rewrite or broaden it. Run eval-mlflow-native-3_15_2 Fixture mlflow-native-correlated Tested result PASS Passed checks native_attributes, genai_absent Observed locator $.spans[*].attributes Extractor RESULT_CHECK Historical normalized SHA-256 `9f1fab26ea34b337a8aa28930fe30f172f7d2fa3ccd89a8d1924076bdea3723e` Historical check-result SHA-256 `ef5111cc76e71d10b4be2b0c92fbb60d98855eed9a309204a3f43a1379ca1f84`	A generic OTLP consumer may store fields without understanding their semantics. Binding conditions and proof ceiling Presence CONDITIONAL Correlation Use OTLP trace_id and parent_span_id; use a semantic call identifier when the capability depends on a request/result join. Relationship A field is evidence only for the span or relationship on which it is recorded; sibling presence does not imply a join. Sampling Sampling provenance must be known before absence is treated as a negative. Dropped records Dropped-record counters or exporter drop risk reduce completeness. Truncation Content limits must be known; absent content may be filtered or truncated. Verification ceiling The exercised local representation can establish recorded trace structure only; authorization, exporter completeness, backend acceptance, and destination state require separate evidence.
External effect stateEffects	No destination-state evidence	External evidence required	The native tool output does not establish settlement.	DOCUMENTEDThe pinned primary source documents the named representation or transformation. TRACEVITY INTERPRETEDThe native tool output does not establish settlement. TRACEVITY TESTEDTracevity exercised this bounded behavior locally with the linked synthetic fixture and evaluation run. Exact assertion proof v0.3 assertion-specific predicate `PREDICATE_MATCHED` means this bounded assertion-specific predicate plan matched the admitted synthetic inputs. It does not establish capability completeness, whole-system conformance, or certification. Proof status HISTORICAL_ASSERTION_PROOF Evaluator 0.3.0 Plan v0.3.0 · ALL_CLAUSES_TRUE · 2 clause(s) Observed outcome `PREDICATE_MATCHED` Predicate plan SHA-256 `5e51143c53822027579afd6cd269c3c7baff66ee0473a990a16a4d4b02d21b4b` Input set SHA-256 `4c7a77e84383753765c55e5742951fba2d2d03f48946659bb2ea8f11b93e2a41` Predicate result SHA-256 `ebcfd1b15360f4bd15d89ed766449126ff0531dcc9361f5adb3645dfc9469d17` Observed clauses native_tool_result_presentATTRIBUTE_EXISTS · matched · 1 observed match(es) · 1 value digest(s) Show value digests (1) `fc9ded68737a383a1d48dcbfdb23fdb47daba1cb76cccaf5ba9413c21c1079fe` native_destination_state_absentATTRIBUTE_KEYS_ABSENT · matched · 0 observed match(es) · 0 value digest(s) Admitted predicate inputs OBSERVED · mlflow-native-correlated Normalized `9f1fab26ea34b337a8aa28930fe30f172f7d2fa3ccd89a8d1924076bdea3723e` Historical result `ef5111cc76e71d10b4be2b0c92fbb60d98855eed9a309204a3f43a1379ca1f84` Historical v0.2 passed-check receipt This separate release receipt records the admitted run, fixture, checks, and artifact digests. The v0.3 predicate execution does not rewrite or broaden it. Run eval-mlflow-native-3_15_2 Fixture mlflow-native-correlated Tested result PASS Passed checks tool_present, native_attributes Observed locator $.spans[*].attributes destination-state fields Extractor JSONPATH_ABSENCE Historical normalized SHA-256 `9f1fab26ea34b337a8aa28930fe30f172f7d2fa3ccd89a8d1924076bdea3723e` Historical check-result SHA-256 `ef5111cc76e71d10b4be2b0c92fbb60d98855eed9a309204a3f43a1379ca1f84`	Destination logs or state verification remain required. Binding conditions and proof ceiling Presence ABSENT Correlation Use OTLP trace_id and parent_span_id; use a semantic call identifier when the capability depends on a request/result join. Relationship A field is evidence only for the span or relationship on which it is recorded; sibling presence does not imply a join. Sampling Sampling provenance must be known before absence is treated as a negative. Dropped records Dropped-record counters or exporter drop risk reduce completeness. Truncation Content limits must be known; absent content may be filtered or truncated. Verification ceiling The exercised local representation can establish recorded trace structure only; authorization, exporter completeness, backend acceptance, and destination state require separate evidence.

Requirement results

Good enough remains a use-case question.

Each result is scoped to one assertion, one named reconstruction use case, and this exact directional mapping. It is not an aggregate verdict about either system.

Established
Basic debugging
Evidence item: Model identifier · Requirements v0.2
The exercised native model identifier survives OTLP serialization.
Established
Basic debugging
Evidence item: Model request · Requirements v0.2
Synthetic request data is present in the native export.
Established
Tool-action attribution
Evidence item: Tool result · Requirements v0.2
The tool-reported result survives as a native attribute.
Partial
Multi-agent reconstruction
Evidence item: Parent/subagent relationship · Requirements v0.2
Parent/child span structure survives OTLP.
Partial
Cross-tool portability
Evidence item: Semantic loss · Requirements v0.2
The data is valid OTLP but requires MLflow-aware interpretation.
External evidence required
External-effect verification
Evidence item: External effect state · Requirements v0.2
The native tool output does not establish settlement.

Fixture artifacts

Synthetic inputs and normalized outputs with stable digests

These public artifacts contain bounded synthetic data generated through a provider-free local protocol. They are supplied for reproducibility and do not accept customer traces.

mlflow-native-3_15_2

MLflow 3.15.2 emits its native mlflow.* representation over OTLP.

basic_correlated_model_tool

Raw SHA-256: 2f31514eb9dd00ac7bb034f76ec0dace200ea69e026df39fcf55c0fed9d00e36Normalized SHA-256: 9f1fab26ea34b337a8aa28930fe30f172f7d2fa3ccd89a8d1924076bdea3723eResult SHA-256: ef5111cc76e71d10b4be2b0c92fbb60d98855eed9a309204a3f43a1379ca1f84

Generated August 29, 2026 · synthetic public fixture

Raw capture Normalized semantics Evaluation result

Evaluation provenance

eval-mlflow-native-3_15_2

Evaluator 0.2.0 · protocol tracevity-compatibility-v0.2 · August 29, 2026

Result PASSED · reproducibility REPRODUCIBLE · provider network DISABLED · source versions mlflowTracing: 3.15.2; otlpSpecification: 1.11.0; openTelemetrySdk: 1.44.0

Recorded fixture digests

Raw mlflow-native-correlated: 2f31514eb9dd00ac7bb034f76ec0dace200ea69e026df39fcf55c0fed9d00e36
Normalized mlflow-native-correlated: 9f1fab26ea34b337a8aa28930fe30f172f7d2fa3ccd89a8d1924076bdea3723e

Compatibility evidence

Bounded observations and primary sources

OpenTelemetry Protocol 1.11.0OpenTelemetry · observed August 29, 2026
Successful protobuf decoding establishes a transport representation, not semantic equivalence, completeness, or backend acceptance. Protocol details and trace service
Open source ↗
MLflow 3.15.2 releaseMLflow · observed August 29, 2026
The result applies to the pinned implementation, not all MLflow versions. Release tag v3.15.2
Open source ↗
Export MLflow traces with OpenTelemetryMLflow · observed August 29, 2026
Tracevity exercises the real loopback HTTP/protobuf exporter path without an MLflow server or model provider. OTLP environment configuration and manual spans
Open source ↗

Compare the mapping result with the evidence your use case requires.

Trace Reconstruction Requirements v0.2 adds capture-completeness requirements while the unchanged v0.1 baseline remains available. Apply this binding to a supported local artifact with the Inspector Alpha.

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