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• • Re: [PR] [FLINK-40491][core] Extend BinaryVariant with TIME, TIMESTAMP_NS, TIMESTAMP_LTZ_NS primitives [flink] via GitHub
  • Re: [PR] [FLINK-40491][core] Extend BinaryVariant with TIME, TIMESTAMP_NS, TIMESTAMP_LTZ_NS primitives [flink] via GitHub
  • Re: [PR] [FLINK-40491][core] Extend BinaryVariant with TIME, TIMESTAMP_NS, TIMESTAMP_LTZ_NS primitives [flink] via GitHub
• [PR] [plan][java][python] Reject unsafe Bash redirects [flink-agents] via GitHub
  • Re: [PR] [plan][java][python] Reject unsafe Bash redirects [flink-agents] via GitHub
• [jira] [Created] (FLINK-40519) Checkpoint-during-recovery barrier is not delivered to a credited remote reader while the subpartition is blocked Rui Fan (Jira)
• [jira] [Comment Edited] (FLINK-39586) CombinedWatermarkStatus.updateCombinedWatermark() fails to mark idle when partialWatermarks is empty Martijn Visser (Jira)
  • [jira] [Comment Edited] (FLINK-39586) CombinedWatermarkStatus.updateCombinedWatermark() fails to mark idle when partialWatermarks is empty Efrat Levitan (Jira)
• [PR] [FLINK-39586][connector-base] Add watermark stall reproduction ITCase [flink] via GitHub
  • Re: [PR] [FLINK-39586][connector-base] Add watermark stall reproduction ITCase [flink] via GitHub
• [jira] [Created] (FLINK-40518) CDR is wrongly kept enabled on the aligned path when unaligned checkpoint is disabled Rui Fan (Jira)
• [jira] [Updated] (FLINK-40518) CDR is wrongly kept enabled on the aligned path when unaligned checkpoint is disabled Rui Fan (Jira)
  • [jira] [Updated] (FLINK-40518) CDR is wrongly kept enabled on the aligned path when unaligned checkpoint is disabled ASF GitHub Bot (Jira)
• [jira] [Updated] (FLINK-40517) Checkpointing-during-recovery drops cross-channel watermark / watermark-status aggregation on fan-in rescale Rui Fan (Jira)
  • [jira] [Updated] (FLINK-40517) Checkpointing-during-recovery drops cross-channel watermark / watermark-status aggregation on fan-in rescale ASF GitHub Bot (Jira)
• [jira] [Created] (FLINK-40517) Checkpointing-during-recovery drops cross-channel watermark / watermark-status aggregation on fan-in rescale Rui Fan (Jira)
• Re: [PR] [FLINK-39813][Connectors/Kinesis] Add lineage support to Kinesis Streams connector [flink-connector-aws] via GitHub
• [jira] [Assigned] (FLINK-40430) Add configuration support to DataFrame API Dian Fu (Jira)
• [PR] [release-0.3][hotfix][runtime][java] Reject raw bytes from PyFlink inputs [flink-agents] via GitHub
  • Re: [PR] [release-0.3][hotfix][runtime][java] Reject raw bytes from PyFlink inputs [flink-agents] via GitHub
• [jira] [Commented] (FLINK-40430) Add configuration support to DataFrame API Dian Fu (Jira)
  • [jira] [Commented] (FLINK-40430) Add configuration support to DataFrame API Federico Dolce (Jira)
  • [jira] [Commented] (FLINK-40430) Add configuration support to DataFrame API Federico Dolce (Jira)
• Re: [I] [Tech Debt] Update the stale Anthropic default model claude-sonnet-4-20250514 to claude-sonnet-4-5 [flink-agents] via GitHub
• [jira] [Created] (FLINK-40516) Needed to support network policy in Jobmanager and Task Manager Taranpreet Kaur (Jira)
• [jira] [Closed] (FLINK-40513) Validate forward routing and optimize Fluss sink writer with bucket affinity Mao Jiayi (Jira)
• [jira] [Created] (FLINK-40515) Extend BinaryVariant to support UUID (Code 20) Ramin Gharib (Jira)
• [jira] [Updated] (FLINK-40491) Extend BinaryVariant with primitive codes 17-19 Ramin Gharib (Jira)
  • [jira] [Updated] (FLINK-40491) Extend BinaryVariant with primitive codes 17-19 ASF GitHub Bot (Jira)
  • [jira] [Updated] (FLINK-40491) Extend BinaryVariant with primitive codes 17-19 Ramin Gharib (Jira)
• [jira] [Assigned] (FLINK-40491) Extend BinaryVariant with primitive codes 17-19 Ramin Gharib (Jira)
• [PR] ci: update checkout, setup-python, and setup-java to current majors [flink-agents] via GitHub
  • Re: [PR] [ci] update checkout, setup-python, and setup-java to current majors [flink-agents] via GitHub
• [PR] [release-0.2][hotfix][runtime][java] Reject raw bytes from PyFlink inputs [flink-agents] via GitHub
  • Re: [PR] [release-0.2][hotfix][runtime][java] Reject raw bytes from PyFlink inputs [flink-agents] via GitHub
• Re: [I] [Bug] PythonActionExecutor leaks Pemja PyObject references across task restarts [flink-agents] via GitHub
• Re: [PR] [FLINK-35726][table] Honor @DataTypeHint on POJO fields in type conve… [flink] via GitHub
• [jira] [Updated] (FLINK-40512) PostgreSQL source emits relation schema events for tables outside the configured table list ASF GitHub Bot (Jira)
  • [jira] [Updated] (FLINK-40512) PostgreSQL source emits relation schema events for tables outside the configured table list Hongshun Wang (Jira)
• [PR] [hotfix][runtime][java] Reject raw bytes from PyFlink inputs [flink-agents] via GitHub
  • Re: [PR] [hotfix][runtime] Reject raw bytes from PyFlink inputs [flink-agents] via GitHub
• [PR] [FLINK-40512][postgres] PostgreSQL source only emits relation schema events matching table filter. [flink-cdc] via GitHub
  • Re: [PR] [FLINK-40512][postgres] PostgreSQL source only emits relation schema events matching table filter. [flink-cdc] via GitHub
  • Re: [PR] [FLINK-40512][postgres] PostgreSQL source only emits relation schema events matching table filter. [flink-cdc] via GitHub
  • Re: [PR] [FLINK-40512][postgres] Cache typeRegistry to reduce the busy work on inferring schema change event [flink-cdc] via GitHub
  • Re: [PR] [FLINK-40512][postgres] Cache typeRegistry to reduce the busy work on inferring schema change event [flink-cdc] via GitHub
• [PR] [API][Tool] Align Java and Python Tool outcome contracts [flink-agents] via GitHub
  • Re: [PR] [API][Tool] Align Java and Python Tool outcome contracts [flink-agents] via GitHub
  • Re: [PR] [API][Tool] Align Java and Python Tool outcome contracts [flink-agents] via GitHub
• [jira] [Created] (FLINK-40513) Validate forward routing and optimize Fluss sink writer with bucket affinity Mao Jiayi (Jira)
• [PR] [FLINK-40431] [python] Support per-UDF concurrency and batch size in PyFlink DataFrame API [flink] via GitHub
  • Re: [PR] [FLINK-40431][python] Support per-UDF concurrency and batch size in PyFlink DataFrame API [flink] via GitHub
• [jira] [Created] (FLINK-40512) PostgreSQL source emits relation schema events for tables outside the configured table list Hongshun Wang (Jira)
• [PR] [infra] Add a guide for AI-assisted PR implementation descriptions [flink-agents] via GitHub
  • Re: [PR] [infra] Add a guide for AI-assisted PR implementation descriptions [flink-agents] via GitHub
  • Re: [PR] [infra] Add a guide for AI-assisted PR implementation descriptions [flink-agents] via GitHub
  • Re: [PR] [infra] Add a guide for AI-assisted PR implementation descriptions [flink-agents] via GitHub
  • Re: [PR] [infra] Add a guide for AI-assisted PR implementation descriptions [flink-agents] via GitHub
  • Re: [PR] [infra] Add a guide for AI-assisted PR implementation descriptions [flink-agents] via GitHub
  • Re: [PR] [infra] Add a guide for AI-assisted PR implementation descriptions [flink-agents] via GitHub
• [jira] [Updated] (FLINK-35104) Add kafka pipeline data source connector ASF GitHub Bot (Jira)
• [PR] [FLINK-35104] [pipeline-connector/kafka]support pipeline kafka source [flink-cdc] via GitHub
  • Re: [PR] [FLINK-35104] [pipeline-connector/kafka]support pipeline kafka source [flink-cdc] via GitHub
• [PR] [hotfix] Modernize CI workflows: remove deprecated setup-maven, fix cache save guard, and add network timeouts [flink-connector-shared-utils] via GitHub
  • Re: [PR] [FLINK-40636][ci] Add Maven and Aether connection timeouts to avoid 50-minute hangs [flink-connector-shared-utils] via GitHub
• [PR] [hotfix] Fix compiler varargs warning in KafkaSinkBuilderTest [flink-connector-kafka] via GitHub
  • Re: [PR] [hotfix] Fix compiler varargs warning in KafkaSinkBuilderTest [flink-connector-kafka] via GitHub
• Re: [PR] [FLINK-40362] Fix idle reader hang when no-more-splits precedes metadata update [flink-connector-kafka] via GitHub
  • Re: [PR] [FLINK-40362] Fix idle reader hang when no-more-splits precedes metadata update [flink-connector-kafka] via GitHub
  • Re: [PR] [FLINK-40362] Fix idle reader hang when no-more-splits precedes metadata update [flink-connector-kafka] via GitHub
  • Re: [PR] [FLINK-40362] Fix idle reader hang when no-more-splits precedes metadata update [flink-connector-kafka] via GitHub
  • Re: [PR] [FLINK-40362] Fix idle reader hang when no-more-splits precedes metadata update [flink-connector-kafka] via GitHub
  • Re: [PR] [FLINK-40362] Fix idle reader hang when no-more-splits precedes metadata update [flink-connector-kafka] via GitHub
• Re: [PR] [FLINK-40136] Fix flaky ConcurrentModificationException in DynamicKafkaSourceEnumeratorTest [flink-connector-kafka] via GitHub
  • Re: [PR] [FLINK-40136] Fix flaky ConcurrentModificationException in DynamicKafkaSourceEnumeratorTest [flink-connector-kafka] via GitHub
  • Re: [PR] [FLINK-40136] Fix flaky ConcurrentModificationException in DynamicKafkaSourceEnumeratorTest [flink-connector-kafka] via GitHub
  • Re: [PR] [FLINK-40136] Fix flaky ConcurrentModificationException in DynamicKafkaSourceEnumeratorTest [flink-connector-kafka] via GitHub
  • Re: [PR] [FLINK-40136] Fix flaky ConcurrentModificationException in DynamicKafkaSourceEnumeratorTest [flink-connector-kafka] via GitHub
  • Re: [PR] [FLINK-40136] Fix flaky ConcurrentModificationException in DynamicKafkaSourceEnumeratorTest [flink-connector-kafka] via GitHub
• Re: [PR] [FLINK-40137] Extract ReaderRecoveryGate from DynamicKafkaSourceEnumerator [flink-connector-kafka] via GitHub
  • Re: [PR] [FLINK-40137] Extract ReaderRecoveryGate from DynamicKafkaSourceEnumerator [flink-connector-kafka] via GitHub
  • Re: [PR] [FLINK-40137] Extract ReaderRecoveryGate from DynamicKafkaSourceEnumerator [flink-connector-kafka] via GitHub
  • Re: [PR] [FLINK-40137] Extract ReaderRecoveryGate from DynamicKafkaSourceEnumerator [flink-connector-kafka] via GitHub
  • Re: [PR] [FLINK-40137] Extract ReaderRecoveryGate from DynamicKafkaSourceEnumerator [flink-connector-kafka] via GitHub
  • Re: [PR] [FLINK-40137] Extract ReaderRecoveryGate from DynamicKafkaSourceEnumerator [flink-connector-kafka] via GitHub
  • Re: [PR] [FLINK-40137] Extract ReaderRecoveryGate from DynamicKafkaSourceEnumerator [flink-connector-kafka] via GitHub
  • Re: [PR] [FLINK-40137] Extract ReaderRecoveryGate from DynamicKafkaSourceEnumerator [flink-connector-kafka] via GitHub
  • Re: [PR] [FLINK-40137] Extract ReaderRecoveryGate from DynamicKafkaSourceEnumerator [flink-connector-kafka] via GitHub
• [jira] [Created] (FLINK-40511) Track and speed up slow integration tests (KafkaSinkITCase and friends) Sylwester Lachiewicz (Jira)
• Re: [PR] [FLINK-40139] Add default JUnit test timeout to fail hung tests fast [flink-connector-kafka] via GitHub
  • Re: [PR] [FLINK-40139] Add default JUnit test timeout to fail hung tests fast [flink-connector-kafka] via GitHub
• [PR] [hotfix][opensearch3] Converge HttpClient 5.6.3 dependency [flink-connector-opensearch] via GitHub
  • Re: [PR] [hotfix][opensearch3] Converge HttpClient 5.6.3 dependency [flink-connector-opensearch] via GitHub
• [jira] [Updated] (FLINK-40510) Use Apache Parent POM 39 ASF GitHub Bot (Jira)
  • [jira] [Updated] (FLINK-40510) Use Apache Parent POM 39 Sergey Nuyanzin (Jira)
• Re: [PR] [FLINK-40510][build] Bump Apache Parent pom to 39 [flink] via GitHub
  • Re: [PR] [FLINK-40510][build] Bump Apache Parent pom to 39 [flink] via GitHub
  • Re: [PR] [FLINK-40510][build] Bump Apache Parent pom to 39 [flink] via GitHub
  • Re: [PR] [FLINK-40510][build] Bump Apache Parent pom to 39 [flink] via GitHub
  • Re: [PR] [FLINK-40510][build] Bump Apache Parent pom to 39 [flink] via GitHub
• [jira] [Created] (FLINK-40510) Use Apache Parent POM 39 Sergey Nuyanzin (Jira)
• Re: [I] [Tech Debt] The tools script suite loses failures and coverage at its boundary with install.sh [flink-agents] via GitHub
  • Re: [I] [Tech Debt] The tools script suite loses failures and coverage at its boundary with install.sh [flink-agents] via GitHub
• Re: [PR] [FLINK-39283][Formats/avro] Upgrade `org.apache.avro:avro` to 1.12.1 [flink] via GitHub
  • Re: [PR] [FLINK-39283][Formats/avro] Upgrade `org.apache.avro:avro` to 1.12.1 [flink] via GitHub
• Re: [I] [Feature] Apply structured output to an agent's final output only [flink-agents] via GitHub
• Re: [PR] [api][integrations][java][python] Raise a clear error for an output schema that cannot be rendered [flink-agents] via GitHub
  • Re: [PR] [api][integrations][java][python] Raise a clear error for an output schema that cannot be rendered [flink-agents] via GitHub
  • Re: [PR] [api][integrations][java][python] Raise a clear error for an output schema that cannot be rendered [flink-agents] via GitHub
  • Re: [PR] [api][integrations][java][python] Raise a clear error for an output schema that cannot be rendered [flink-agents] via GitHub
• Re: [PR] [runtime][api] Scope long-term memory operations to the action that obtained the memory set [flink-agents] via GitHub
  • Re: [PR] [runtime][api] Scope long-term memory operations to the action that obtained the memory set [flink-agents] via GitHub
  • Re: [PR] [runtime][api] Scope long-term memory operations to the action that obtained the memory set [flink-agents] via GitHub
  • Re: [PR] [runtime][api] Scope long-term memory operations to the action that obtained the memory set [flink-agents] via GitHub
  • Re: [PR] [runtime][api] Scope long-term memory operations to the action that obtained the memory set [flink-agents] via GitHub
• [PR] [hotfix][runtime] Fix getOrinalTypeSerializerSnapshot typo [flink] via GitHub
  • Re: [PR] [hotfix][runtime] Fix getOrinalTypeSerializerSnapshot typo [flink] via GitHub
  • Re: [PR] [hotfix][runtime] Fix getOrinalTypeSerializerSnapshot typo [flink] via GitHub
• Re: [PR] [FLINK-38477][runtime] Add FINISHED watermark status to support proper watermark aggregation [flink] via GitHub
• [I] [Bug][security][skills] Bound download and extraction size for URL skill sources [flink-agents] via GitHub
  • Re: [I] [Bug][security][skills] Bound download and extraction size for URL skill sources [flink-agents] via GitHub
  • Re: [I] [Bug][security][skills] Bound download and extraction size for URL skill sources [flink-agents] via GitHub
• [PR] [plan][runtime] Do not retry or persist interrupted chat calls on cancellation [flink-agents] via GitHub
  • Re: [PR] [plan][runtime] Do not retry or persist interrupted chat calls on cancellation [flink-agents] via GitHub
  • Re: [PR] [plan][runtime] Do not retry or persist interrupted chat calls on cancellation [flink-agents] via GitHub
  • Re: [PR] [plan][runtime] Do not retry or persist interrupted chat calls on cancellation [flink-agents] via GitHub
  • Re: [PR] [plan][runtime] Do not retry or persist interrupted chat calls on cancellation [flink-agents] via GitHub
  • Re: [PR] [plan][runtime] Do not retry or persist interrupted chat calls on cancellation [flink-agents] via GitHub
  • Re: [PR] [plan][runtime] Do not retry or persist interrupted chat calls on cancellation [flink-agents] via GitHub
  • Re: [PR] [plan][runtime] Do not retry or persist interrupted chat calls on cancellation [flink-agents] via GitHub
  • Re: [PR] [plan][runtime] Do not retry or persist interrupted chat calls on cancellation [flink-agents] via GitHub
  • Re: [PR] [plan][runtime] Do not retry or persist interrupted chat calls on cancellation [flink-agents] via GitHub
  • Re: [PR] [plan][runtime] Do not retry or persist interrupted chat calls on cancellation [flink-agents] via GitHub
• [jira] [Updated] (FLINK-40173) Add restore coverage for early-fire interval join ASF GitHub Bot (Jira)
• [PR] [FLINK-40173][table-planner] Add restore coverage for early-fire interval join [flink] via GitHub
  • Re: [PR] [FLINK-40173][table-planner] Add restore coverage for early-fire interval join [flink] via GitHub
• Re: [PR] [FLINK-40172][table-runtime] Support processing-time early fire on a row-time interval join [flink] via GitHub
  • Re: [PR] [FLINK-40172][table-runtime] Support processing-time early fire on a row-time interval join [flink] via GitHub
• [jira] [Created] (FLINK-40509) Move operator defaults out of the Helm chart so config.yaml carries only user-supplied content Gerk Elznik (Jira)
• [jira] [Closed] (FLINK-40506) Shade all runtime deps in flink-s3-fs-native to avoid silently dropping plugin dependencies Gabor Somogyi (Jira)
• [jira] [Commented] (FLINK-40506) Shade all runtime deps in flink-s3-fs-native to avoid silently dropping plugin dependencies Gabor Somogyi (Jira)
• [PR] [hotfix][docs] Fix AzureTableConfiguration class name casing in Azure Table Storage doc [flink] via GitHub
  • Re: [PR] [hotfix][docs] Fix AzureTableConfiguration class name casing in Azure Table Storage doc [flink] via GitHub
  • Re: [PR] [hotfix][docs] Fix AzureTableConfiguration class name casing in Azure Table Storage doc [flink] via GitHub
• [PR] Db2 pipeline [flink-cdc] via GitHub
  • Re: [PR] Db2 pipeline [flink-cdc] via GitHub
• Re: [PR] [Feature][api][runtime] Support auto resolve memory reference for passing data across actions. [flink-agents] via GitHub
  • Re: [PR] [Feature][api][runtime] Support auto resolve memory reference for passing data across actions. [flink-agents] via GitHub
  • Re: [PR] [Feature][api][runtime] Support auto resolve memory reference for passing data across actions. [flink-agents] via GitHub
  • Re: [PR] [Feature][api][runtime] Support auto resolve memory reference for passing data across actions. [flink-agents] via GitHub
  • Re: [PR] [Feature][api][runtime] Support auto resolve memory reference for passing data across actions. [flink-agents] via GitHub
  • Re: [PR] [Feature][api][runtime] Support auto resolve memory reference for passing data across actions. [flink-agents] via GitHub
  • Re: [PR] [Feature][api][runtime] Support auto resolve memory reference for passing data across actions. [flink-agents] via GitHub
  • Re: [PR] [Feature][api][runtime] Support auto resolve memory reference for passing data across actions. [flink-agents] via GitHub
  • Re: [PR] [Feature][api][runtime] Support auto resolve memory reference for passing data across actions. [flink-agents] via GitHub
• [jira] [Created] (FLINK-40508) Support DB2 pipeline connector suntectec (Jira)
• Re: [D] [Discussion] Memory Observation Capability Design [flink-agents] via GitHub
• Re: [D] [Feature] Per-Event-Type Configurable Log Levels for Event Log [flink-agents] via GitHub
• Re: [D] Introduce YAML API [flink-agents] via GitHub
• Re: [D] Agent Skills Integration Design [flink-agents] via GitHub
• [jira] [Updated] (FLINK-39977) Recovery of merged channel state in Unified File Merging Framework ASF GitHub Bot (Jira)
  • [jira] [Updated] (FLINK-39977) Recovery of merged channel state in Unified File Merging Framework Sergey Nuyanzin (Jira)
• [PR] [FLINK-39977][runtime] Recovery of merged channel state handles [flink] via GitHub
  • Re: [PR] [FLINK-39977][runtime] Recovery of merged channel state handles [flink] via GitHub
  • Re: [PR] [FLINK-39977][runtime] Recovery of merged channel state handles [flink] via GitHub
  • Re: [PR] [FLINK-39977][runtime] Recovery of merged channel state handles [flink] via GitHub
  • Re: [PR] [FLINK-39977][runtime] Recovery of merged channel state handles [flink] via GitHub
  • Re: [PR] [FLINK-39977][runtime] Recovery of merged channel state handles [flink] via GitHub
  • Re: [PR] [FLINK-39977][runtime] Recovery of merged channel state handles [flink] via GitHub
  • Re: [PR] [FLINK-39977][runtime] Recovery of merged channel state handles [flink] via GitHub
  • Re: [PR] [FLINK-39977][runtime] Recovery of merged channel state handles [flink] via GitHub
  • [PR] [FLINK-39977][runtime] Recovery of merged channel state handles [flink] via GitHub
  • Re: [PR] [FLINK-39977][runtime] Recovery of merged channel state handles [flink] via GitHub
  • Re: [PR] [FLINK-39977][runtime] Recovery of merged channel state handles [flink] via GitHub
  • Re: [PR] [FLINK-39977][runtime] Recovery of merged channel state handles [flink] via GitHub
  • Re: [PR] [FLINK-39977][runtime] Recovery of merged channel state handles [flink] via GitHub
  • Re: [PR] [FLINK-39977][runtime] Recovery of merged channel state handles [flink] via GitHub
• Re: [PR] [FLINK-40397][mysql] Add binlog position lag metrics for MySQL binlog reader [flink-cdc] via GitHub
  • Re: [PR] [FLINK-40397][mysql] Add binlog position lag metrics for MySQL binlog reader [flink-cdc] via GitHub
• [I] [Bug][runtime] Do not retry or persist interrupted chat calls during job cancellation [flink-agents] via GitHub
  • Re: [I] [Bug][runtime] Do not retry or persist interrupted chat calls during job cancellation [flink-agents] via GitHub
• [PR] [FLINK-39218] Add CLI tool to manage lingering Kafka transactions [flink-connector-kafka] via GitHub
• [D] Design proposal for #1066: dry-run / replay via savepoints [flink-agents] via GitHub
  • Re: [D] Design proposal for #1066: dry-run / replay via savepoints [flink-agents] via GitHub
  • Re: [D] Design proposal for #1066: dry-run / replay via savepoints [flink-agents] via GitHub
  • Re: [D] Design proposal for #1066: dry-run / replay via savepoints [flink-agents] via GitHub
• Re: [I] [Feature] Parallel Tool Call Execution [flink-agents] via GitHub
• [I] [Feature] Add Agent Trace recording to Event Log [flink-agents] via GitHub
  • Re: [I] [Feature] Add Agent Trace recording to Event Log [flink-agents] via GitHub
• Re: [D] Planning Flink Agents 0.4 [flink-agents] via GitHub
  • Re: [D] Planning Flink Agents 0.4 [flink-agents] via GitHub
  • Re: [D] Planning Flink Agents 0.4 [flink-agents] via GitHub
  • Re: [D] Planning Flink Agents 0.4 [flink-agents] via GitHub
• [I] [Feature] Per-agent token/cost budget guardrail (enforcement, not just reporting) [flink-agents] via GitHub
  • Re: [I] [Feature] Per-agent token/cost budget guardrail (enforcement, not just reporting) [flink-agents] via GitHub
  • Re: [I] [Feature] Per-agent token/cost budget guardrail (enforcement, not just reporting) [flink-agents] via GitHub
• [I] [Feature] Dry-run / replay mode for validating agent behavior against production-shaped state before deploying [flink-agents] via GitHub
  • Re: [I] [Feature] Dry-run / replay mode for validating agent behavior against production-shaped state before deploying [flink-agents] via GitHub
  • Re: [I] [Feature] Dry-run / replay mode for validating agent behavior against production-shaped state before deploying [flink-agents] via GitHub
• [I] [Feature] Human-in-the-loop approval as a first-class, checkpointed Action primitive [flink-agents] via GitHub

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