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4200b6e599a4 | [
{
"role": "system",
"content": "You are a 3GPP Intent-Driven Management system compliant with TS 28.312 v18.8.0. Given a natural language network intent, output a valid 3GPP intent JSON object with intentExpectation containing expectationId, expectationVerb, expectationObject (with objectType and objectInst... | intent_3gpp | MPS | 5 | 000003 | CNC machine remote control | manufacturing | Industrial Zone North | 5 | 99.999 | 100 | 50 | 500 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 4200b6e599a4 | single_turn | You are a 3GPP Intent-Driven Management system compliant with TS 28.312 v18.8.0. Given a natural language network intent, output a valid 3GPP intent JSON object with intentExpectation containing expectationId, expectationVerb, expectationObject (with objectType and objectInstance including sNSSAI), expectationTargets (... | Urgent public safety requirement: CNC machine remote control at Industrial Zone North. Allocate dedicated MPS slice with 5 ms latency ceiling, 99.999% reliability floor, 100 Mbps DL, 50 Mbps UL, capacity 500 devices. | {
"intent": {
"id": "intent-MPS-4a7c63920b82",
"name": "Cnc Machine Remote Control MPS Intent",
"lifecycleStatus": "active",
"intentExpectation": [
{
"expectationId": "exp-049507569464",
"expectationVerb": "DELIVER",
"expectationObject": {
"objectType": "NW_SLIC... | urgent public safety requirement: <use_case> at <region>. allocate dedicated mps slice with <num> ms latency ceiling, <num>% reliability floor, <num> mbps dl, <num> mbps ul, capacity <num> devices. | tpl_68539070d455 | scn_f719e976818ebfc0 | jsonstruct_7ef9b21573c6e0b2 | intent | true | true | true | true | true | 2,048 | 710 | true | true | 0.013433 | 0.004994 | 0.013433 | train_base |
b46882b36799 | [
{
"role": "system",
"content": "You are an ETSI ZSM (Zero-touch Service Management) compliant intent handler following ETSI GS ZSM 009-1. Given a natural language network intent, output a valid ETSI ZSM Intent JSON object with intentId, intentType, intentOwner, intentExpression containing objectives with KP... | etsi_zsm | eMBB | 1 | 000001 | hazmat incident command | public_safety | City Emergency Zone | 50 | 99 | 200 | 100 | 10,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | b46882b36799 | single_turn | You are an ETSI ZSM (Zero-touch Service Management) compliant intent handler following ETSI GS ZSM 009-1. Given a natural language network intent, output a valid ETSI ZSM Intent JSON object with intentId, intentType, intentOwner, intentExpression containing objectives with KPI targets, constraints, and context (tempora... | We're launching hazmat incident command at City Emergency Zone and need dedicated network capacity. Please allocate a slice with 200 Mbps DL, 100 Mbps UL, latency below 50 ms, and capacity for 10000 devices at 99.0% availability. | {
"zsmIntent": {
"intentId": "zsm-intent-d53a2ff299bb",
"intentType": "NetworkSliceIntent",
"intentOwner": {
"ownerId": "owner-7d74bc",
"ownerType": "ManagementFunction",
"ownerDomain": "public_safety_management"
},
"intentExpression": {
"objectives": [
{
... | we're launching <use_case> at <region> and need dedicated network capacity. please allocate a slice with <num> mbps dl, <num> mbps ul, latency below <num> ms, and capacity for <num> devices at <num>% availability. | tpl_c22fb4a23567 | scn_91955468c8aa07e3 | jsonstruct_ac37180e6428f2c0 | zsmIntent | true | true | true | true | true | 2,048 | 901 | true | true | 0.061314 | 0.004994 | 0.061314 | train_base |
3750268b20a7 | [
{
"role": "system",
"content": "You are a 3GPP Intent-Driven Management system compliant with TS 28.312 v18.8.0. Given a natural language network intent, output a valid 3GPP intent JSON object with intentExpectation containing expectationId, expectationVerb, expectationObject (with objectType and objectInst... | intent_3gpp | V2X | 4 | 000002 | traffic light orchestration | smart_city | Medical Center District | 20 | 99.999 | 25 | 25 | 1,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 3750268b20a7 | single_turn | You are a 3GPP Intent-Driven Management system compliant with TS 28.312 v18.8.0. Given a natural language network intent, output a valid 3GPP intent JSON object with intentExpectation containing expectationId, expectationVerb, expectationObject (with objectType and objectInstance including sNSSAI), expectationTargets (... | Set up a vehicle-to-everything communication slice for traffic light orchestration in Medical Center District. Latency must be under 20 ms with 99.999% reliability. Throughput: 25 Mbps DL, 25 Mbps UL for 1000 vehicles. | {
"intent": {
"id": "intent-V2X-48d8db20cee9",
"name": "Traffic Light Orchestration V2X Intent",
"lifecycleStatus": "active",
"intentExpectation": [
{
"expectationId": "exp-316aa69fcbe9",
"expectationVerb": "DELIVER",
"expectationObject": {
"objectType": "NW_SLI... | set up a vehicle-to-everything communication slice for <use_case> in <region>. latency must be under <num> ms with <num>% reliability. throughput: <num> mbps dl, <num> mbps ul for <num> vehicles. | tpl_faa2df0e87ac | scn_e196696ac72b0083 | jsonstruct_7ef9b21573c6e0b2 | intent | true | true | true | true | true | 2,048 | 713 | true | true | 0.013422 | 0.004994 | 0.013422 | train_base |
0daa0e703911 | [
{
"role": "system",
"content": "You are a 5G/6G network orchestrator integrated with the CAMARA NetworkSliceBooking API. Given a natural language network intent, output a valid CAMARA NetworkSliceBooking JSON object with sliceType, sliceProfile (including latencyTarget, reliability, throughput with downlink... | camara | URLLC | 2 | 000003 | wind farm SCADA monitoring | energy | Power Grid Sector A | 2 | 99.9999 | 100 | 150 | 5,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 0daa0e703911 | single_turn | You are a 5G/6G network orchestrator integrated with the CAMARA NetworkSliceBooking API. Given a natural language network intent, output a valid CAMARA NetworkSliceBooking JSON object with sliceType, sliceProfile (including latencyTarget, reliability, throughput with downlink/uplink, maxNumberOfUEs), areaOfService, and... | We need to set up a high-reliability URLLC network slice for wind farm SCADA monitoring in the Power Grid Sector A area. The slice should support 100 Mbps DL and 150 Mbps UL throughput, with a latency cap of 2 ms. It should handle up to 5000 user devices. | {
"networkSliceBooking": {
"sliceType": "URLLC",
"sliceProfile": {
"latencyTarget": 2,
"reliability": 99.9999,
"throughput": {
"downlink": 100,
"uplink": 150
},
"maxNumberOfUEs": 5000
},
"areaOfService": {
"region": "Power Grid Sector A",
"cent... | we need to set up a high-reliability urllc network slice for <use_case> in the <region> area. the slice should support <num> mbps dl and <num> mbps ul throughput, with a latency cap of <num> ms. it should handle up to <num> user devices. | tpl_3f53f7ab615b | scn_b310de76ac6d452f | jsonstruct_afb65569818f537c | networkSliceBooking | true | true | true | true | true | 2,048 | 445 | true | true | 0.058521 | 0.004994 | 0.058521 | train_base |
da5526cd7f3a | [
{
"role": "system",
"content": "You are an ETSI ZSM (Zero-touch Service Management) compliant intent handler following ETSI GS ZSM 009-1. Given a natural language network intent, output a valid ETSI ZSM Intent JSON object with intentId, intentType, intentOwner, intentExpression containing objectives with KP... | etsi_zsm | eMBB | 1 | 000002 | street lighting control | smart_city | Smart City Sector F | 30 | 99.95 | 1,000 | 100 | 100 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | da5526cd7f3a | single_turn | You are an ETSI ZSM (Zero-touch Service Management) compliant intent handler following ETSI GS ZSM 009-1. Given a natural language network intent, output a valid ETSI ZSM Intent JSON object with intentId, intentType, intentOwner, intentExpression containing objectives with KPI targets, constraints, and context (tempora... | Set up an enhanced mobile broadband slice dedicated to street lighting control. Requirements: minimum 1000 Mbps download speed, 100 Mbps upload, less than 30 ms round-trip delay, serving area is Smart City Sector F, expecting 100 connected devices. | {
"zsmIntent": {
"intentId": "zsm-intent-4ba95e14957f",
"intentType": "QoSIntent",
"intentOwner": {
"ownerId": "owner-8936b6",
"ownerType": "ManagementFunction",
"ownerDomain": "smart_city_management"
},
"intentExpression": {
"objectives": [
{
"objectiveId... | set up an enhanced mobile broadband slice dedicated to <use_case>. requirements: minimum <num> mbps download speed, <num> mbps upload, less than <num> ms round-trip delay, serving area is <region>, expecting <num> connected devices. | tpl_c559e2f31975 | scn_964f35a46d6c8919 | jsonstruct_ac37180e6428f2c0 | zsmIntent | true | true | true | true | true | 2,048 | 901 | true | true | 0.0548 | 0.004994 | 0.0548 | train_base |
454af254d59b | [
{
"role": "system",
"content": "You are an O-RAN Non-RT RIC policy engine compliant with O-RAN WG2 A1 interface specification. Given a natural language description of a RAN policy requirement, output a valid A1 Policy JSON object with policyId, policyTypeId, scope (ueId, groupId, cellId), qosObjectives (gfb... | a1_policy | mMTC | 3 | 000001 | predictive maintenance sensing | manufacturing | Factory Complex A | 30 | 90 | 25 | 10 | 5,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 454af254d59b | single_turn | You are an O-RAN Non-RT RIC policy engine compliant with O-RAN WG2 A1 interface specification. Given a natural language description of a RAN policy requirement, output a valid A1 Policy JSON object with policyId, policyTypeId, scope (ueId, groupId, cellId), qosObjectives (gfbr, mfbr, priorityLevel, pdb), and resourceAl... | Deploy a massive machine-type communications slice for predictive maintenance sensing. Area: Factory Complex A. Device density: 5000 endpoints. Aggregate throughput: 25 Mbps DL, 10 Mbps UL. Latency: up to 30 ms acceptable. Reliability: 90%. | {
"a1Policy": {
"policyId": "a1-pol-mmtc-ab0e9d",
"policyTypeId": "QoSTarget",
"scope": {
"ueId": null,
"groupId": "slice-mmtc-199495",
"cellId": "cell-054",
"sNSSAI": {
"sst": 3,
"sd": "000002"
}
},
"qosObjectives": {
"gfbr": 25,
"mfbr": 3... | deploy a massive machine-type communications slice for <use_case>. area: <region>. device density: <num> endpoints. aggregate throughput: <num> mbps dl, <num> mbps ul. latency: up to <num> ms acceptable. reliability: <num>%. | tpl_4bd502204cbc | scn_1df8dc1844b42d1b | jsonstruct_6ec15e705995c5fc | a1Policy | true | true | true | true | true | 2,048 | 441 | true | true | 0.013477 | 0.004994 | 0.013477 | train_base |
942189cbf01f | [
{
"role": "system",
"content": "You are an O-RAN Non-RT RIC policy engine compliant with O-RAN WG2 A1 interface specification. Given a natural language description of a RAN policy requirement, output a valid A1 Policy JSON object with policyId, policyTypeId, scope (ueId, groupId, cellId), qosObjectives (gfb... | a1_policy | mMTC | 3 | 000002 | street lighting control | smart_city | Urban Innovation District | 30 | 99.9 | 0.5 | 0.1 | 1,000,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 942189cbf01f | single_turn | You are an O-RAN Non-RT RIC policy engine compliant with O-RAN WG2 A1 interface specification. Given a natural language description of a RAN policy requirement, output a valid A1 Policy JSON object with policyId, policyTypeId, scope (ueId, groupId, cellId), qosObjectives (gfbr, mfbr, priorityLevel, pdb), and resourceAl... | We are setting up a high-density IoT slice for street lighting control in Urban Innovation District, designed to support 1000000 devices. The slice must provide an aggregate throughput of 0.5 Mbps DL and 0.1 Mbps UL, with a latency of 30 ms. | {
"a1Policy": {
"policyId": "a1-pol-mmtc-6d3327",
"policyTypeId": "QoSTarget",
"scope": {
"ueId": null,
"groupId": "slice-mmtc-15a9fd",
"cellId": "cell-016",
"sNSSAI": {
"sst": 3,
"sd": "000001"
}
},
"qosObjectives": {
"gfbr": 0.5,
"mfbr": ... | we are setting up a high-density iot slice for <use_case> in <region>, designed to support <num> devices. the slice must provide an aggregate throughput of <num> mbps dl and <num> mbps ul, with a latency of <num> ms. | tpl_a8f6d871aba7 | scn_8b4b6b057eb4da25 | jsonstruct_13d63d703d090da4 | a1Policy | true | true | true | true | true | 2,048 | 446 | true | true | 0.06143 | 0.004994 | 0.06143 | train_base |
0064ecdb38fa | [
{
"role": "system",
"content": "You are a 5G O1 interface configuration manager compliant with 3GPP TS 28.541 NR Network Resource Model. Given a natural language request, output a valid O1 NRM configuration JSON with ManagedElement, GNBDUFunction, NRCellDU (including cellLocalId, arfcnDL, bSChannelBwDL), an... | o1_nrm | URLLC | 2 | 000002 | SON self-optimization | telecom | Medical Center District | 0.5 | 99.999 | 20 | 25 | 50 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 0064ecdb38fa | single_turn | You are a 5G O1 interface configuration manager compliant with 3GPP TS 28.541 NR Network Resource Model. Given a natural language request, output a valid O1 NRM configuration JSON with ManagedElement, GNBDUFunction, NRCellDU (including cellLocalId, arfcnDL, bSChannelBwDL), and rrmPolicyMemberList (with snssai, rrmPolic... | Slice request — Use case: SON self-optimization, Region: Medical Center District, Latency: < 0.5 ms, Reliability: 99.999%, Downlink: 20 Mbps, Uplink: 25 Mbps, Max Devices: 50. | {
"ManagedElement": {
"id": "gNB-032",
"GNBDUFunction": {
"id": "DU-050",
"gNBId": 32,
"gNBIdLength": 22,
"NRCellDU": {
"id": "NRCellDU-050-002",
"cellLocalId": 2,
"operationalState": "ENABLED",
"administrativeState": "UNLOCKED",
"nrFrequencyRef"... | slice request — use case: <use_case>, region: <region>, latency: < <num> ms, reliability: <num>%, downlink: <num> mbps, uplink: <num> mbps, max devices: <num>. | tpl_e09b2f25a281 | scn_58414aa7d520b167 | jsonstruct_243881afe5ee15a5 | ManagedElement | true | true | true | true | true | 2,048 | 559 | true | true | 0.013422 | 0.004994 | 0.013422 | train_base |
478addc55e52 | [
{
"role": "system",
"content": "You are a 3GPP Intent-Driven Management system compliant with TS 28.312 v18.8.0. Given a natural language network intent, output a valid 3GPP intent JSON object with intentExpectation containing expectationId, expectationVerb, expectationObject (with objectType and objectInst... | intent_3gpp | URLLC | 2 | 000001 | EV charging coordination | automotive | Highway Corridor M1 | 0.5 | 99.999 | 20 | 50 | 50 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 478addc55e52 | single_turn | You are a 3GPP Intent-Driven Management system compliant with TS 28.312 v18.8.0. Given a natural language network intent, output a valid 3GPP intent JSON object with intentExpectation containing expectationId, expectationVerb, expectationObject (with objectType and objectInstance including sNSSAI), expectationTargets (... | Network Slice Request: For EV charging coordination in Highway Corridor M1, please provide a low-latency slice with a latency target of 0.5 ms, 20 Mbps downstream, 50 Mbps upstream, and support for 50 devices. | {
"intent": {
"id": "intent-URLLC-3aee8dc6f885",
"name": "Ev Charging Coordination URLLC Intent",
"lifecycleStatus": "active",
"intentExpectation": [
{
"expectationId": "exp-ca2a4962617b",
"expectationVerb": "DELIVER",
"expectationObject": {
"objectType": "NW_SL... | network slice request: for <use_case> in <region>, please provide a low-latency slice with a latency target of <num> ms, <num> mbps downstream, <num> mbps upstream, and support for <num> devices. | tpl_e85a3092a45e | scn_5b6b4841f9369f58 | jsonstruct_7ef9b21573c6e0b2 | intent | true | true | true | true | true | 2,048 | 705 | true | true | 0.053838 | 0.004994 | 0.053838 | train_base |
3cb591608a51 | [
{
"role": "system",
"content": "You are a TM Forum TMF921-compliant Intent Management system. Given a natural language network intent, output a valid TMF921 Intent Management API v4 JSON object. The response must include the full Intent resource with id, href, name, description, lifecycleState, priority, in... | tmf921 | eMBB | 1 | 000003 | social media live stream | media | Healthcare Park | 30 | 99.9 | 100 | 150 | 500 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 3cb591608a51 | single_turn | You are a TM Forum TMF921-compliant Intent Management system. Given a natural language network intent, output a valid TMF921 Intent Management API v4 JSON object. The response must include the full Intent resource with id, href, name, description, lifecycleState, priority, intentExpression containing IntentExpectation ... | We need a dedicated slice for social media live stream across Healthcare Park with 100 Mbps downlink, 150 Mbps uplink, and a maximum latency of 30 ms for 500 users. | {
"id": "intent-9c6fac5f980a",
"href": "/tmf-api/intentManagement/v4/intent/intent-9c6fac5f980a",
"name": "eMBB Slice - Social Media Live Stream",
"description": "Intent for social media live stream at Healthcare Park with eMBB service level",
"lifecycleState": "Active",
"priority": 5,
"intentExpression":... | we need a dedicated slice for <use_case> across <region> with <num> mbps downlink, <num> mbps uplink, and a maximum latency of <num> ms for <num> users. | tpl_7a76f1fccff4 | scn_31491f7be23bb036 | jsonstruct_295d771eeadc77de | tmf921_root | true | true | true | true | true | 2,048 | 1,272 | true | true | 0.013461 | 0.004994 | 0.013461 | train_base |
9615c87926e8 | [
{
"role": "system",
"content": "You are a 5G O1 interface configuration manager compliant with 3GPP TS 28.541 NR Network Resource Model. Given a natural language request, output a valid O1 NRM configuration JSON with ManagedElement, GNBDUFunction, NRCellDU (including cellLocalId, arfcnDL, bSChannelBwDL), an... | o1_nrm | HMTC | 5 | 000001 | cashierless checkout system | retail | Healthcare Park | 0.1 | 99.99999 | 500 | 200 | 100 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 9615c87926e8 | single_turn | You are a 5G O1 interface configuration manager compliant with 3GPP TS 28.541 NR Network Resource Model. Given a natural language request, output a valid O1 NRM configuration JSON with ManagedElement, GNBDUFunction, NRCellDU (including cellLocalId, arfcnDL, bSChannelBwDL), and rrmPolicyMemberList (with snssai, rrmPolic... | Provision a high-performance MTC slice for cashierless checkout system. Location: Healthcare Park. Targets: 0.1 ms latency, 99.99999% reliability, 500/200 Mbps DL/UL bandwidth, 100 machine endpoints. | {
"ManagedElement": {
"id": "gNB-022",
"GNBDUFunction": {
"id": "DU-006",
"gNBId": 22,
"gNBIdLength": 22,
"NRCellDU": {
"id": "NRCellDU-006-008",
"cellLocalId": 8,
"operationalState": "ENABLED",
"administrativeState": "UNLOCKED",
"nrFrequencyRef"... | provision a high-performance mtc slice for <use_case>. location: <region>. targets: <num> ms latency, <num>% reliability, <num>/<num> mbps dl/ul bandwidth, <num> machine endpoints. | tpl_9d407d3bb44b | scn_045390f8a231655e | jsonstruct_243881afe5ee15a5 | ManagedElement | true | true | true | true | true | 2,048 | 553 | true | true | 0.013461 | 0.004994 | 0.013461 | train_base |
f2ee00195b79 | [
{
"role": "system",
"content": "You are an ETSI ZSM (Zero-touch Service Management) compliant intent handler following ETSI GS ZSM 009-1. Given a natural language network intent, output a valid ETSI ZSM Intent JSON object with intentId, intentType, intentOwner, intentExpression containing objectives with KP... | etsi_zsm | URLLC | 2 | 000001 | street lighting control | smart_city | Urban Innovation District | 2 | 99.9999 | 300 | 50 | 50 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | f2ee00195b79 | single_turn | You are an ETSI ZSM (Zero-touch Service Management) compliant intent handler following ETSI GS ZSM 009-1. Given a natural language network intent, output a valid ETSI ZSM Intent JSON object with intentId, intentType, intentOwner, intentExpression containing objectives with KPI targets, constraints, and context (tempora... | Our smart_city operation requires an ultra-reliable connection for street lighting control. Deploy at Urban Innovation District with sub-2 ms latency, 99.9999% packet delivery reliability, 300 Mbps downlink, 50 Mbps uplink, 50 max UEs. | {
"zsmIntent": {
"intentId": "zsm-intent-947421d999bb",
"intentType": "QoSIntent",
"intentOwner": {
"ownerId": "owner-203dbb",
"ownerType": "ManagementFunction",
"ownerDomain": "smart_city_management"
},
"intentExpression": {
"objectives": [
{
"objectiveId... | our <sector> operation requires an ultra-reliable connection for <use_case>. deploy at <region> with sub-<num> ms latency, <num>% packet delivery reliability, <num> mbps downlink, <num> mbps uplink, <num> max ues. | tpl_418bc6d4f22c | scn_0bb6c5cd9aa14335 | jsonstruct_ac37180e6428f2c0 | zsmIntent | true | true | true | true | true | 2,048 | 900 | true | true | 0.06143 | 0.004994 | 0.06143 | train_base |
9b64142c4034 | [
{
"role": "system",
"content": "You are a TMF921-compliant Intent Assurance Reporter. Given a reporting request, output a comprehensive TMF921 fulfillment report JSON with measured KPIs, SLA compliance metrics, resource utilization, and trend analysis."
},
{
"role": "user",
"content": "Generate ... | tmf921_lifecycle_report | URLLC | 2 | 000001 | crop health drone mapping | agriculture | Hospital Campus | 5 | 99.999 | 50 | 25 | 5,000 | report | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 9b64142c4034 | single_turn | You are a TMF921-compliant Intent Assurance Reporter. Given a reporting request, output a comprehensive TMF921 fulfillment report JSON with measured KPIs, SLA compliance metrics, resource utilization, and trend analysis. | Generate a comprehensive fulfillment report for intent 'URLLC Slice - Crop Health Drone Mapping' (ID: intent-ba363d2de464). Include all KPI measurements, compliance status, and resource utilization. | {
"intentAssuranceReport": {
"intentId": "intent-ba363d2de464",
"reportPeriod": {
"start": "2026-04-24T08:11:31Z",
"end": "2026-04-24T09:11:31Z"
},
"kpiMeasurements": [
{
"kpi": "latency",
"target": 5,
"measurements": [
4.57,
4.41,
... | generate a comprehensive fulfillment report for intent 'urllc slice - <use_case>' (id: intent-<hex>). include all kpi measurements, compliance status, and resource utilization. | tpl_acc73d2d18cd | scn_f684f84e1d55a000 | jsonstruct_6e67347300b99cd1 | intentAssuranceReport | true | true | true | true | true | 2,048 | 785 | true | true | 0.013828 | 0.073127 | 0.069138 | train_base |
60f424296d45 | [
{
"role": "system",
"content": "You are a TM Forum TMF921-compliant Intent Management system. Given a natural language network intent, output a valid TMF921 Intent Management API v4 JSON object. The response must include the full Intent resource with id, href, name, description, lifecycleState, priority, in... | tmf921 | eMBB | 1 | 000001 | remote vehicle teleoperation | automotive | Factory Complex A | 20 | 99.99 | 800 | 75 | 50,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 60f424296d45 | single_turn | You are a TM Forum TMF921-compliant Intent Management system. Given a natural language network intent, output a valid TMF921 Intent Management API v4 JSON object. The response must include the full Intent resource with id, href, name, description, lifecycleState, priority, intentExpression containing IntentExpectation ... | For our upcoming remote vehicle teleoperation initiative in Factory Complex A, please allocate a network slice that can deliver 800 Mbps DL, 75 Mbps UL, latency ≤20 ms, and support up to 50000 UEs. | {
"id": "intent-cd66e811813b",
"href": "/tmf-api/intentManagement/v4/intent/intent-cd66e811813b",
"name": "eMBB Slice - Remote Vehicle Teleoperation",
"description": "Intent for remote vehicle teleoperation at Factory Complex A with eMBB service level",
"lifecycleState": "Active",
"priority": 4,
"intentEx... | for our upcoming <use_case> initiative in <region>, please allocate a network slice that can deliver <num> mbps dl, <num> mbps ul, latency ≤<num> ms, and support up to <num> ues. | tpl_8d49b4b52add | scn_7d86ec1e18e0110e | jsonstruct_295d771eeadc77de | tmf921_root | true | true | true | true | true | 2,048 | 1,284 | true | true | 0.013477 | 0.004994 | 0.013477 | train_base |
51d41c28de56 | [
{
"role": "system",
"content": "You are a 5G/6G network orchestrator integrated with the CAMARA NetworkSliceBooking API. Given a natural language network intent, output a valid CAMARA NetworkSliceBooking JSON object with sliceType, sliceProfile (including latencyTarget, reliability, throughput with downlink... | camara | MPS | 5 | 000004 | power line drone inspection | energy | Healthcare Park | 15 | 99.9999 | 100 | 10 | 50 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 51d41c28de56 | single_turn | You are a 5G/6G network orchestrator integrated with the CAMARA NetworkSliceBooking API. Given a natural language network intent, output a valid CAMARA NetworkSliceBooking JSON object with sliceType, sliceProfile (including latencyTarget, reliability, throughput with downlink/uplink, maxNumberOfUEs), areaOfService, and... | Slice request — Use case: power line drone inspection, Location: Healthcare Park, Latency: 15 ms max, Downlink: 100 Mbps, Uplink: 10 Mbps, Max Users: 50. | {
"networkSliceBooking": {
"sliceType": "MPS",
"sliceProfile": {
"latencyTarget": 15,
"reliability": 99.9999,
"throughput": {
"downlink": 100,
"uplink": 10
},
"maxNumberOfUEs": 50
},
"areaOfService": {
"region": "Healthcare Park",
"center": {
... | slice request — use case: <use_case>, location: <region>, latency: <num> ms max, downlink: <num> mbps, uplink: <num> mbps, max users: <num>. | tpl_864bdfaecbc7 | scn_6629e60aa60e1288 | jsonstruct_afb65569818f537c | networkSliceBooking | true | true | true | true | true | 2,048 | 406 | true | true | 0.013461 | 0.004994 | 0.013461 | train_base |
515915054d66 | [
{
"role": "system",
"content": "You are an ETSI ZSM (Zero-touch Service Management) compliant intent handler following ETSI GS ZSM 009-1. Given a natural language network intent, output a valid ETSI ZSM Intent JSON object with intentId, intentType, intentOwner, intentExpression containing objectives with KP... | etsi_zsm | URLLC | 2 | 000002 | customer analytics sensing | retail | Healthcare Park | 0.5 | 99.9999 | 200 | 10 | 20 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 515915054d66 | single_turn | You are an ETSI ZSM (Zero-touch Service Management) compliant intent handler following ETSI GS ZSM 009-1. Given a natural language network intent, output a valid ETSI ZSM Intent JSON object with intentId, intentType, intentOwner, intentExpression containing objectives with KPI targets, constraints, and context (tempora... | Set up a critical communications slice for customer analytics sensing at Healthcare Park. Latency target: 0.5 ms. Reliability: 99.9999%. Throughput: 200 Mbps DL, 10 Mbps UL. Capacity: 20 devices. | {
"zsmIntent": {
"intentId": "zsm-intent-2df7c63f1a57",
"intentType": "QoSIntent",
"intentOwner": {
"ownerId": "owner-474438",
"ownerType": "ManagementFunction",
"ownerDomain": "retail_management"
},
"intentExpression": {
"objectives": [
{
"objectiveId": "... | set up a critical communications slice for <use_case> at <region>. latency target: <num> ms. reliability: <num>%. throughput: <num> mbps dl, <num> mbps ul. capacity: <num> devices. | tpl_59cc8bad84c3 | scn_d2c286818100a992 | jsonstruct_5c02aff2f258a37d | zsmIntent | true | true | true | true | true | 2,048 | 901 | true | true | 0.013461 | 0.004994 | 0.013461 | train_base |
85be733a7d30 | [
{
"role": "system",
"content": "You are an O-RAN Non-RT RIC policy engine compliant with O-RAN WG2 A1 interface specification. Given a natural language description of a RAN policy requirement, output a valid A1 Policy JSON object with policyId, policyTypeId, scope (ueId, groupId, cellId), qosObjectives (gfb... | a1_policy | V2X | 4 | 000002 | forward base connectivity | defense | Military Base Perimeter | 5 | 99.999 | 25 | 75 | 100 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 85be733a7d30 | single_turn | You are an O-RAN Non-RT RIC policy engine compliant with O-RAN WG2 A1 interface specification. Given a natural language description of a RAN policy requirement, output a valid A1 Policy JSON object with policyId, policyTypeId, scope (ueId, groupId, cellId), qosObjectives (gfbr, mfbr, priorityLevel, pdb), and resourceAl... | For our forward base connectivity deployment in Military Base Perimeter, we need a dedicated vehicular communications slice that supports 25 Mbps down and 75 Mbps up, with a maximum latency of 5 ms and can handle up to 100 connected vehicles. | {
"a1Policy": {
"policyId": "a1-pol-v2x-5431bf",
"policyTypeId": "QoSTarget",
"scope": {
"ueId": null,
"groupId": "slice-v2x-ab3201",
"cellId": "cell-065",
"sNSSAI": {
"sst": 4,
"sd": "000002"
}
},
"qosObjectives": {
"gfbr": 25,
"mfbr": 30.... | for our <use_case> deployment in <region>, we need a dedicated vehicular communications slice that supports <num> mbps down and <num> mbps up, with a maximum latency of <num> ms and can handle up to <num> connected vehicles. | tpl_63eae055e7b7 | scn_b2890dcc5c960518 | jsonstruct_6ec15e705995c5fc | a1Policy | true | true | true | true | true | 2,048 | 432 | true | true | 0.062622 | 0.004994 | 0.062622 | train_base |
6e4397033489 | [
{
"role": "system",
"content": "You are a 3GPP Intent-Driven Management system compliant with TS 28.312 v18.8.0. Given a natural language network intent, output a valid 3GPP intent JSON object with intentExpectation containing expectationId, expectationVerb, expectationObject (with objectType and objectInst... | intent_3gpp | URLLC | 2 | 000003 | baggage tracking RFID | aviation | Healthcare Park | 7 | 99.999 | 100 | 10 | 5,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 6e4397033489 | single_turn | You are a 3GPP Intent-Driven Management system compliant with TS 28.312 v18.8.0. Given a natural language network intent, output a valid 3GPP intent JSON object with intentExpectation containing expectationId, expectationVerb, expectationObject (with objectType and objectInstance including sNSSAI), expectationTargets (... | We require a URLLC-grade slice in Healthcare Park for baggage tracking RFID. Performance envelope: 7 ms max latency, 99.999% min reliability, 100 Mbps/10 Mbps DL/UL, serving up to 5000 UEs. | {
"intent": {
"id": "intent-URLLC-b9b9a402147c",
"name": "Baggage Tracking Rfid URLLC Intent",
"lifecycleStatus": "active",
"intentExpectation": [
{
"expectationId": "exp-57ebbd7a04b0",
"expectationVerb": "DELIVER",
"expectationObject": {
"objectType": "NW_SLICE... | we require a urllc-grade slice in <region> for <use_case>. performance envelope: <num> ms max latency, <num>% min reliability, <num> mbps/<num> mbps dl/ul, serving up to <num> ues. | tpl_bc17c9d90fe4 | scn_fc6db2b1753cc0cd | jsonstruct_7ef9b21573c6e0b2 | intent | true | true | true | true | true | 2,048 | 713 | true | true | 0.013461 | 0.004994 | 0.013461 | train_base |
1a61cebc72ba | [
{
"role": "system",
"content": "You are an O-RAN Non-RT RIC policy engine compliant with O-RAN WG2 A1 interface specification. Given a natural language description of a RAN policy requirement, output a valid A1 Policy JSON object with policyId, policyTypeId, scope (ueId, groupId, cellId), qosObjectives (gfb... | a1_policy | HMTC | 5 | 000002 | BIM model synchronization | construction | Industrial Zone North | 5 | 99.99999 | 500 | 100 | 500 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 1a61cebc72ba | single_turn | You are an O-RAN Non-RT RIC policy engine compliant with O-RAN WG2 A1 interface specification. Given a natural language description of a RAN policy requirement, output a valid A1 Policy JSON object with policyId, policyTypeId, scope (ueId, groupId, cellId), qosObjectives (gfbr, mfbr, priorityLevel, pdb), and resourceAl... | Please allocate a high-performance MTC slice for BIM model synchronization in Industrial Zone North with the following specs: 5 ms latency, 500/100 Mbps DL/UL, and 500 maximum user equipment. | {
"a1Policy": {
"policyId": "a1-pol-hmtc-b1450c",
"policyTypeId": "QoSTarget",
"scope": {
"ueId": null,
"groupId": "slice-hmtc-97d7b1",
"cellId": "cell-027",
"sNSSAI": {
"sst": 5,
"sd": "000002"
}
},
"qosObjectives": {
"gfbr": 500,
"mfbr": ... | please allocate a high-performance mtc slice for <use_case> in <region> with the following specs: <num> ms latency, <num>/<num> mbps dl/ul, and <num> maximum user equipment. | tpl_11383f21fba1 | scn_c89f0a64418a5b6d | jsonstruct_6ec15e705995c5fc | a1Policy | true | true | true | true | true | 2,048 | 432 | true | true | 0.013433 | 0.004994 | 0.013433 | train_base |
d52b75f4c4f2 | [
{
"role": "system",
"content": "You are a 5G/6G network orchestrator integrated with the CAMARA NetworkSliceBooking API. Given a natural language network intent, output a valid CAMARA NetworkSliceBooking JSON object with sliceType, sliceProfile (including latencyTarget, reliability, throughput with downlink... | camara | mMTC | 3 | 000001 | irrigation IoT control | agriculture | Hospital Campus | 100 | 90 | 5 | 5 | 100,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | d52b75f4c4f2 | single_turn | You are a 5G/6G network orchestrator integrated with the CAMARA NetworkSliceBooking API. Given a natural language network intent, output a valid CAMARA NetworkSliceBooking JSON object with sliceType, sliceProfile (including latencyTarget, reliability, throughput with downlink/uplink, maxNumberOfUEs), areaOfService, and... | Deploy a massive machine-type communications slice for irrigation IoT control. Area: Hospital Campus. Device density: 100000 endpoints. Aggregate throughput: 5 Mbps DL, 5 Mbps UL. Latency: up to 100 ms acceptable. Reliability: 90%. | {
"networkSliceBooking": {
"sliceType": "mMTC",
"sliceProfile": {
"latencyTarget": 100,
"reliability": 90,
"throughput": {
"downlink": 5,
"uplink": 5
},
"maxNumberOfUEs": 100000
},
"areaOfService": {
"region": "Hospital Campus",
"center": {
... | deploy a massive machine-type communications slice for <use_case>. area: <region>. device density: <num> endpoints. aggregate throughput: <num> mbps dl, <num> mbps ul. latency: up to <num> ms acceptable. reliability: <num>%. | tpl_4bd502204cbc | scn_d4ec3a708bb3ec12 | jsonstruct_865ac75a8fa5f309 | networkSliceBooking | true | true | true | true | true | 2,048 | 431 | true | true | 0.013828 | 0.004994 | 0.013828 | train_base |
3e3eed7afb82 | [
{
"role": "system",
"content": "You are a 5G/6G network orchestrator integrated with the CAMARA NetworkSliceBooking API. Given a natural language network intent, output a valid CAMARA NetworkSliceBooking JSON object with sliceType, sliceProfile (including latencyTarget, reliability, throughput with downlink... | camara | eMBB | 1 | 000003 | waste management IoT | smart_city | Smart City Sector F | 30 | 99.5 | 300 | 25 | 500 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 3e3eed7afb82 | single_turn | You are a 5G/6G network orchestrator integrated with the CAMARA NetworkSliceBooking API. Given a natural language network intent, output a valid CAMARA NetworkSliceBooking JSON object with sliceType, sliceProfile (including latencyTarget, reliability, throughput with downlink/uplink, maxNumberOfUEs), areaOfService, and... | Deploy an eMBB slice in Smart City Sector F optimized for waste management IoT. The service must guarantee 300 Mbps downstream, 25 Mbps upstream, with end-to-end latency not exceeding 30 ms. Reliability target is 99.5%. Maximum 500 users. | {
"networkSliceBooking": {
"sliceType": "eMBB",
"sliceProfile": {
"latencyTarget": 30,
"reliability": 99.5,
"throughput": {
"downlink": 300,
"uplink": 25
},
"maxNumberOfUEs": 500
},
"areaOfService": {
"region": "Smart City Sector F",
"center": ... | deploy an embb slice in <region> optimized for <use_case>. the service must guarantee <num> mbps downstream, <num> mbps upstream, with end-to-end latency not exceeding <num> ms. reliability target is <num>%. maximum <num> users. | tpl_954037d24f92 | scn_b2cfa5df24db556e | jsonstruct_afb65569818f537c | networkSliceBooking | true | true | true | true | true | 2,048 | 417 | true | true | 0.0548 | 0.004994 | 0.0548 | train_base |
41059f3611a8 | [
{
"role": "system",
"content": "You are an O-RAN Non-RT RIC policy engine compliant with O-RAN WG2 A1 interface specification. Given a natural language description of a RAN policy requirement, output a valid A1 Policy JSON object with policyId, policyTypeId, scope (ueId, groupId, cellId), qosObjectives (gfb... | a1_policy | V2X | 4 | 000001 | HD map real-time update | automotive | Industrial Zone North | 15 | 99.9999 | 200 | 150 | 1,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 41059f3611a8 | single_turn | You are an O-RAN Non-RT RIC policy engine compliant with O-RAN WG2 A1 interface specification. Given a natural language description of a RAN policy requirement, output a valid A1 Policy JSON object with policyId, policyTypeId, scope (ueId, groupId, cellId), qosObjectives (gfbr, mfbr, priorityLevel, pdb), and resourceAl... | Please deploy a V2X network slice for HD map real-time update across Industrial Zone North. The slice must support 200 Mbps DL, 150 Mbps UL, and handle up to 1000 vehicles simultaneously with sub-15 ms latency. | {
"a1Policy": {
"policyId": "a1-pol-v2x-c74653",
"policyTypeId": "QoSTarget",
"scope": {
"ueId": null,
"groupId": "slice-v2x-72636b",
"cellId": "cell-007",
"sNSSAI": {
"sst": 4,
"sd": "000002"
}
},
"qosObjectives": {
"gfbr": 200,
"mfbr": 24... | please deploy a v2x network slice for <use_case> across <region>. the slice must support <num> mbps dl, <num> mbps ul, and handle up to <num> vehicles simultaneously with sub-<num> ms latency. | tpl_9a84a7a6fdb2 | scn_5efae1a11303f829 | jsonstruct_6ec15e705995c5fc | a1Policy | true | true | true | true | true | 2,048 | 440 | true | true | 0.013433 | 0.004994 | 0.013433 | train_base |
d74e9b5a422f | [
{
"role": "system",
"content": "You are a 5G O1 interface configuration manager compliant with 3GPP TS 28.541 NR Network Resource Model. Given a natural language request, output a valid O1 NRM configuration JSON with ManagedElement, GNBDUFunction, NRCellDU (including cellLocalId, arfcnDL, bSChannelBwDL), an... | o1_nrm | eMBB | 1 | 000003 | live 8K UHD broadcast | media | Industrial Zone North | 30 | 99.99 | 100 | 150 | 1,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | d74e9b5a422f | single_turn | You are a 5G O1 interface configuration manager compliant with 3GPP TS 28.541 NR Network Resource Model. Given a natural language request, output a valid O1 NRM configuration JSON with ManagedElement, GNBDUFunction, NRCellDU (including cellLocalId, arfcnDL, bSChannelBwDL), and rrmPolicyMemberList (with snssai, rrmPolic... | Please process a request for an eMBB network slice designed for live 8K UHD broadcast across Industrial Zone North. The slice must meet the following criteria: 100 Mbps DL, 150 Mbps UL, latency not exceeding 30 ms, and capable of supporting 1000 devices. | {
"ManagedElement": {
"id": "gNB-005",
"GNBDUFunction": {
"id": "DU-015",
"gNBId": 5,
"gNBIdLength": 22,
"NRCellDU": {
"id": "NRCellDU-015-004",
"cellLocalId": 4,
"operationalState": "ENABLED",
"administrativeState": "UNLOCKED",
"nrFrequencyRef":... | please process a request for an embb network slice designed for <use_case> across <region>. the slice must meet the following criteria: <num> mbps dl, <num> mbps ul, latency not exceeding <num> ms, and capable of supporting <num> devices. | tpl_509bdffc73c1 | scn_13e067205ea0eac7 | jsonstruct_243881afe5ee15a5 | ManagedElement | true | true | true | true | true | 2,048 | 559 | true | true | 0.013433 | 0.004994 | 0.013433 | train_base |
e8f5cdadaf37 | [
{
"role": "system",
"content": "You are a TM Forum TMF921-compliant Intent Management system. Given a natural language network intent, output a valid TMF921 Intent Management API v4 JSON object. The response must include the full Intent resource with id, href, name, description, lifecycleState, priority, in... | tmf921 | URLLC | 2 | 000003 | public WiFi mesh backhaul | smart_city | Industrial Zone North | 1 | 99.999 | 200 | 100 | 5,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | e8f5cdadaf37 | single_turn | You are a TM Forum TMF921-compliant Intent Management system. Given a natural language network intent, output a valid TMF921 Intent Management API v4 JSON object. The response must include the full Intent resource with id, href, name, description, lifecycleState, priority, intentExpression containing IntentExpectation ... | URGENT: A mission-critical URLLC network slice for public WiFi mesh backhaul must be deployed in Industrial Zone North. Max latency: 1 ms. Reliability required: 99.999%. Throughput: 200 Mbps DL, 100 Mbps UL. Support up to 5000 devices. | {
"id": "intent-282402678136",
"href": "/tmf-api/intentManagement/v4/intent/intent-282402678136",
"name": "URLLC Slice - Public Wifi Mesh Backhaul",
"description": "Intent for public WiFi mesh backhaul at Industrial Zone North with URLLC service level",
"lifecycleState": "Active",
"priority": 3,
"intentEx... | urgent: a mission-critical urllc network slice for <use_case> must be deployed in <region>. max latency: <num> ms. reliability required: <num>%. throughput: <num> mbps dl, <num> mbps ul. support up to <num> devices. | tpl_eacd12858abf | scn_7bf9ef4c16b4d6c0 | jsonstruct_295d771eeadc77de | tmf921_root | true | true | true | true | true | 2,048 | 1,309 | true | true | 0.013433 | 0.004994 | 0.013433 | train_base |
18e721e8b6db | [
{
"role": "system",
"content": "You are a 5G/6G network orchestrator integrated with the CAMARA NetworkSliceBooking API. Given a natural language network intent, output a valid CAMARA NetworkSliceBooking JSON object with sliceType, sliceProfile (including latencyTarget, reliability, throughput with downlink... | camara | eMBB | 1 | 000003 | offshore platform monitoring | maritime | Healthcare Park | 50 | 99 | 100 | 150 | 500 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 18e721e8b6db | single_turn | You are a 5G/6G network orchestrator integrated with the CAMARA NetworkSliceBooking API. Given a natural language network intent, output a valid CAMARA NetworkSliceBooking JSON object with sliceType, sliceProfile (including latencyTarget, reliability, throughput with downlink/uplink, maxNumberOfUEs), areaOfService, and... | Configure a broadband slice to support offshore platform monitoring across Healthcare Park. We need 100 Mbps downlink capacity with 150 Mbps uplink. The maximum tolerable latency is 50 ms with 99.0% service reliability for 500 simultaneous connections. | {
"networkSliceBooking": {
"sliceType": "eMBB",
"sliceProfile": {
"latencyTarget": 50,
"reliability": 99.0,
"throughput": {
"downlink": 100,
"uplink": 150
},
"maxNumberOfUEs": 500
},
"areaOfService": {
"region": "Healthcare Park",
"center": {
... | configure a broadband slice to support <use_case> across <region>. we need <num> mbps downlink capacity with <num> mbps uplink. the maximum tolerable latency is <num> ms with <num>% service reliability for <num> simultaneous connections. | tpl_779a00e3de0b | scn_5b7cb8e9f8ddcb15 | jsonstruct_afb65569818f537c | networkSliceBooking | true | true | true | true | true | 2,048 | 432 | true | true | 0.013461 | 0.004994 | 0.013461 | train_base |
e38e36c31db0 | [
{
"role": "system",
"content": "You are a 5G O1 interface configuration manager compliant with 3GPP TS 28.541 NR Network Resource Model. Given a natural language request, output a valid O1 NRM configuration JSON with ManagedElement, GNBDUFunction, NRCellDU (including cellLocalId, arfcnDL, bSChannelBwDL), an... | o1_nrm | URLLC | 2 | 000001 | terminal crowd management | aviation | Hospital Campus | 3 | 99.9999 | 20 | 50 | 500 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | e38e36c31db0 | single_turn | You are a 5G O1 interface configuration manager compliant with 3GPP TS 28.541 NR Network Resource Model. Given a natural language request, output a valid O1 NRM configuration JSON with ManagedElement, GNBDUFunction, NRCellDU (including cellLocalId, arfcnDL, bSChannelBwDL), and rrmPolicyMemberList (with snssai, rrmPolic... | Create a URLLC slice targeting terminal crowd management at Hospital Campus. Hard constraints: E2E latency ≤3 ms, reliability ≥99.9999%, guaranteed 20 Mbps DL throughput, 50 Mbps UL. Maximum connected UEs: 500. | {
"ManagedElement": {
"id": "gNB-019",
"GNBDUFunction": {
"id": "DU-037",
"gNBId": 19,
"gNBIdLength": 22,
"NRCellDU": {
"id": "NRCellDU-037-006",
"cellLocalId": 6,
"operationalState": "ENABLED",
"administrativeState": "UNLOCKED",
"nrFrequencyRef"... | create a urllc slice targeting <use_case> at <region>. hard constraints: e2e latency ≤<num> ms, reliability ≥<num>%, guaranteed <num> mbps dl throughput, <num> mbps ul. maximum connected ues: <num>. | tpl_9f12ddd27ba8 | scn_2a745ea3daee0b99 | jsonstruct_243881afe5ee15a5 | ManagedElement | true | true | true | true | true | 2,048 | 556 | true | true | 0.013828 | 0.004994 | 0.013828 | train_base |
4d43c25e0613 | [
{
"role": "system",
"content": "You are a 5G O1 interface configuration manager compliant with 3GPP TS 28.541 NR Network Resource Model. Given a natural language request, output a valid O1 NRM configuration JSON with ManagedElement, GNBDUFunction, NRCellDU (including cellLocalId, arfcnDL, bSChannelBwDL), an... | o1_nrm | HMTC | 5 | 000002 | worker safety wearable mesh | construction | Healthcare Park | 0.5 | 99.99999 | 500 | 200 | 1,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 4d43c25e0613 | single_turn | You are a 5G O1 interface configuration manager compliant with 3GPP TS 28.541 NR Network Resource Model. Given a natural language request, output a valid O1 NRM configuration JSON with ManagedElement, GNBDUFunction, NRCellDU (including cellLocalId, arfcnDL, bSChannelBwDL), and rrmPolicyMemberList (with snssai, rrmPolic... | Provision a high-performance MTC slice for worker safety wearable mesh. Location: Healthcare Park. Targets: 0.5 ms latency, 99.99999% reliability, 500/200 Mbps DL/UL bandwidth, 1000 machine endpoints. | {
"ManagedElement": {
"id": "gNB-005",
"GNBDUFunction": {
"id": "DU-030",
"gNBId": 5,
"gNBIdLength": 22,
"NRCellDU": {
"id": "NRCellDU-030-007",
"cellLocalId": 7,
"operationalState": "ENABLED",
"administrativeState": "UNLOCKED",
"nrFrequencyRef":... | provision a high-performance mtc slice for <use_case>. location: <region>. targets: <num> ms latency, <num>% reliability, <num>/<num> mbps dl/ul bandwidth, <num> machine endpoints. | tpl_9d407d3bb44b | scn_4817b5f469a0c844 | jsonstruct_243881afe5ee15a5 | ManagedElement | true | true | true | true | true | 2,048 | 558 | true | true | 0.013461 | 0.004994 | 0.013461 | train_base |
9813385d8221 | [
{
"role": "system",
"content": "You are a TM Forum TMF921-compliant Intent Management system. Given a natural language network intent, output a valid TMF921 Intent Management API v4 JSON object. The response must include the full Intent resource with id, href, name, description, lifecycleState, priority, in... | tmf921 | MPS | 5 | 000003 | RAN energy saving automation | telecom | Network Operations Center | 10 | 99.999 | 150 | 75 | 100 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 9813385d8221 | single_turn | You are a TM Forum TMF921-compliant Intent Management system. Given a natural language network intent, output a valid TMF921 Intent Management API v4 JSON object. The response must include the full Intent resource with id, href, name, description, lifecycleState, priority, intentExpression containing IntentExpectation ... | Provision an emergency services slice for RAN energy saving automation in Network Operations Center. Hard SLAs: 10 ms max latency, 99.999% min reliability. Throughput: 150 Mbps DL, 75 Mbps UL. Devices: 100 with highest ARP priority. | {
"id": "intent-8e6a3677a6e1",
"href": "/tmf-api/intentManagement/v4/intent/intent-8e6a3677a6e1",
"name": "MPS Slice - Ran Energy Saving Automation",
"description": "Intent for RAN energy saving automation at Network Operations Center with MPS service level",
"lifecycleState": "Active",
"priority": 1,
"in... | provision an emergency services slice for <use_case> in <region>. hard slas: <num> ms max latency, <num>% min reliability. throughput: <num> mbps dl, <num> mbps ul. devices: <num> with highest arp priority. | tpl_7ed4dc3df3a1 | scn_2d1cfe93a4b21c2c | jsonstruct_295d771eeadc77de | tmf921_root | true | true | true | true | true | 2,048 | 1,292 | true | true | 0.059976 | 0.004994 | 0.059976 | train_base |
126492daba3f | [
{
"role": "system",
"content": "You are an ETSI ZSM (Zero-touch Service Management) compliant intent handler following ETSI GS ZSM 009-1. Given a natural language network intent, output a valid ETSI ZSM Intent JSON object with intentId, intentType, intentOwner, intentExpression containing objectives with KP... | etsi_zsm | eMBB | 1 | 000003 | industrial AR assembly guidance | manufacturing | Factory Complex A | 80 | 99.5 | 800 | 75 | 500 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 126492daba3f | single_turn | You are an ETSI ZSM (Zero-touch Service Management) compliant intent handler following ETSI GS ZSM 009-1. Given a natural language network intent, output a valid ETSI ZSM Intent JSON object with intentId, intentType, intentOwner, intentExpression containing objectives with KPI targets, constraints, and context (tempora... | Slice request for industrial AR assembly guidance: Deployment Area - Factory Complex A; Target Throughput - 800 Mbps DL, 75 Mbps UL; Maximum Latency - 80 ms; Device Capacity - 500. | {
"zsmIntent": {
"intentId": "zsm-intent-c804d4a23f66",
"intentType": "ServiceIntent",
"intentOwner": {
"ownerId": "owner-48be72",
"ownerType": "ManagementFunction",
"ownerDomain": "manufacturing_management"
},
"intentExpression": {
"objectives": [
{
"obje... | slice request for <use_case>: deployment area - <region>; target throughput - <num> mbps dl, <num> mbps ul; maximum latency - <num> ms; device capacity - <num>. | tpl_20c44e9115ee | scn_264f74efc66c779f | jsonstruct_ac37180e6428f2c0 | zsmIntent | true | true | true | true | true | 2,048 | 888 | true | true | 0.013477 | 0.004994 | 0.013477 | train_base |
a96c6f52b629 | [
{
"role": "system",
"content": "You are a 3GPP Intent-Driven Management system compliant with TS 28.312 v18.8.0. Given a natural language network intent, output a valid 3GPP intent JSON object with intentExpectation containing expectationId, expectationVerb, expectationObject (with objectType and objectInst... | intent_3gpp | URLLC | 2 | 000003 | police body camera streaming | public_safety | Hospital Campus | 5 | 99.9999 | 20 | 100 | 5,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | a96c6f52b629 | single_turn | You are a 3GPP Intent-Driven Management system compliant with TS 28.312 v18.8.0. Given a natural language network intent, output a valid 3GPP intent JSON object with intentExpectation containing expectationId, expectationVerb, expectationObject (with objectType and objectInstance including sNSSAI), expectationTargets (... | Provision a deterministic low-latency network slice for police body camera streaming. Location: Hospital Campus. The latency SLA is 5 ms, reliability floor is 99.9999%. Provide 20 Mbps downstream and 100 Mbps upstream bandwidth for 5000 devices. | {
"intent": {
"id": "intent-URLLC-f813141c0d73",
"name": "Police Body Camera Streaming URLLC Intent",
"lifecycleStatus": "active",
"intentExpectation": [
{
"expectationId": "exp-8da61ec9ce35",
"expectationVerb": "DELIVER",
"expectationObject": {
"objectType": "N... | provision a deterministic low-latency network slice for <use_case>. location: <region>. the latency sla is <num> ms, reliability floor is <num>%. provide <num> mbps downstream and <num> mbps upstream bandwidth for <num> devices. | tpl_e2291246a84c | scn_db3e0d014001a84f | jsonstruct_7ef9b21573c6e0b2 | intent | true | true | true | true | true | 2,048 | 714 | true | true | 0.013828 | 0.004994 | 0.013828 | train_base |
940be9e3439e | [
{
"role": "system",
"content": "You are a 3GPP Intent-Driven Management system compliant with TS 28.312 v18.8.0. Given a natural language network intent, output a valid 3GPP intent JSON object with intentExpectation containing expectationId, expectationVerb, expectationObject (with objectType and objectInst... | intent_3gpp | V2X | 4 | 000001 | hazmat incident command | public_safety | Industrial Zone North | 1 | 99.99 | 25 | 100 | 500 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 940be9e3439e | single_turn | You are a 3GPP Intent-Driven Management system compliant with TS 28.312 v18.8.0. Given a natural language network intent, output a valid 3GPP intent JSON object with intentExpectation containing expectationId, expectationVerb, expectationObject (with objectType and objectInstance including sNSSAI), expectationTargets (... | Slice request for hazmat incident command in Industrial Zone North: 1 ms latency, 25/100 Mbps DL/UL, supporting 500 vehicles and RSUs. Reliability target: 99.99% | {
"intent": {
"id": "intent-V2X-e33088388790",
"name": "Hazmat Incident Command V2X Intent",
"lifecycleStatus": "active",
"intentExpectation": [
{
"expectationId": "exp-2e7df33206f0",
"expectationVerb": "DELIVER",
"expectationObject": {
"objectType": "NW_SLICE",... | slice request for <use_case> in <region>: <num> ms latency, <num>/<num> mbps dl/ul, supporting <num> vehicles and rsus. reliability target: <num>% | tpl_873cabb3c7e2 | scn_bb11b7cce4355954 | jsonstruct_7ef9b21573c6e0b2 | intent | true | true | true | true | true | 2,048 | 703 | true | true | 0.013433 | 0.004994 | 0.013433 | train_base |
7cb5ce5ca0da | [
{
"role": "system",
"content": "You are a TM Forum TMF921-compliant Intent Management system. Given a natural language network intent, output a valid TMF921 Intent Management API v4 JSON object. The response must include the full Intent resource with id, href, name, description, lifecycleState, priority, in... | tmf921 | MPS | 5 | 000004 | content delivery network edge | media | Hospital Campus | 5 | 99.999 | 200 | 100 | 100 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 7cb5ce5ca0da | single_turn | You are a TM Forum TMF921-compliant Intent Management system. Given a natural language network intent, output a valid TMF921 Intent Management API v4 JSON object. The response must include the full Intent resource with id, href, name, description, lifecycleState, priority, intentExpression containing IntentExpectation ... | Provision an emergency services slice for content delivery network edge in Hospital Campus. Hard SLAs: 5 ms max latency, 99.999% min reliability. Throughput: 200 Mbps DL, 100 Mbps UL. Devices: 100 with highest ARP priority. | {
"id": "intent-a58b933b6192",
"href": "/tmf-api/intentManagement/v4/intent/intent-a58b933b6192",
"name": "MPS Slice - Content Delivery Network Edge",
"description": "Intent for content delivery network edge at Hospital Campus with MPS service level",
"lifecycleState": "Active",
"priority": 1,
"intentExpr... | provision an emergency services slice for <use_case> in <region>. hard slas: <num> ms max latency, <num>% min reliability. throughput: <num> mbps dl, <num> mbps ul. devices: <num> with highest arp priority. | tpl_7ed4dc3df3a1 | scn_3d6375f045040840 | jsonstruct_295d771eeadc77de | tmf921_root | true | true | true | true | true | 2,048 | 1,287 | true | true | 0.013828 | 0.004994 | 0.013828 | train_base |
67baa8f2422f | [
{
"role": "system",
"content": "You are a 5G O1 interface configuration manager compliant with 3GPP TS 28.541 NR Network Resource Model. Given a natural language request, output a valid O1 NRM configuration JSON with ManagedElement, GNBDUFunction, NRCellDU (including cellLocalId, arfcnDL, bSChannelBwDL), an... | o1_nrm | eMBB | 1 | 000003 | livestock tracking network | agriculture | Smart Farm Sector | 30 | 99.5 | 800 | 75 | 500 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 67baa8f2422f | single_turn | You are a 5G O1 interface configuration manager compliant with 3GPP TS 28.541 NR Network Resource Model. Given a natural language request, output a valid O1 NRM configuration JSON with ManagedElement, GNBDUFunction, NRCellDU (including cellLocalId, arfcnDL, bSChannelBwDL), and rrmPolicyMemberList (with snssai, rrmPolic... | Slice configuration needed for livestock tracking network in Smart Farm Sector: 800 Mbps down, 75 Mbps up, max latency 30 ms, supporting 500 devices. | {
"ManagedElement": {
"id": "gNB-003",
"GNBDUFunction": {
"id": "DU-017",
"gNBId": 3,
"gNBIdLength": 22,
"NRCellDU": {
"id": "NRCellDU-017-004",
"cellLocalId": 4,
"operationalState": "ENABLED",
"administrativeState": "UNLOCKED",
"nrFrequencyRef":... | slice configuration needed for <use_case> in <region>: <num> mbps down, <num> mbps up, max latency <num> ms, supporting <num> devices. | tpl_dbb16939fc55 | scn_e6e5d43ea4662aa8 | jsonstruct_243881afe5ee15a5 | ManagedElement | true | true | true | true | true | 2,048 | 533 | true | true | 0.055216 | 0.004994 | 0.055216 | train_base |
d9bebbacfa9b | [
{
"role": "system",
"content": "You are a 5G/6G network orchestrator integrated with the CAMARA NetworkSliceBooking API. Given a natural language network intent, output a valid CAMARA NetworkSliceBooking JSON object with sliceType, sliceProfile (including latencyTarget, reliability, throughput with downlink... | camara | eMBB | 1 | 000001 | warehouse robot fleet | logistics | Factory Complex A | 80 | 99.99 | 200 | 200 | 50,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | d9bebbacfa9b | single_turn | You are a 5G/6G network orchestrator integrated with the CAMARA NetworkSliceBooking API. Given a natural language network intent, output a valid CAMARA NetworkSliceBooking JSON object with sliceType, sliceProfile (including latencyTarget, reliability, throughput with downlink/uplink, maxNumberOfUEs), areaOfService, and... | Configure a broadband slice to support warehouse robot fleet across Factory Complex A. We need 200 Mbps downlink capacity with 200 Mbps uplink. The maximum tolerable latency is 80 ms with 99.99% service reliability for 50000 simultaneous connections. | {
"networkSliceBooking": {
"sliceType": "eMBB",
"sliceProfile": {
"latencyTarget": 80,
"reliability": 99.99,
"throughput": {
"downlink": 200,
"uplink": 200
},
"maxNumberOfUEs": 50000
},
"areaOfService": {
"region": "Factory Complex A",
"center"... | configure a broadband slice to support <use_case> across <region>. we need <num> mbps downlink capacity with <num> mbps uplink. the maximum tolerable latency is <num> ms with <num>% service reliability for <num> simultaneous connections. | tpl_779a00e3de0b | scn_1e6f81d75c971945 | jsonstruct_afb65569818f537c | networkSliceBooking | true | true | true | true | true | 2,048 | 430 | true | true | 0.013477 | 0.004994 | 0.013477 | train_base |
aaea169dc74f | [
{
"role": "system",
"content": "You are a 5G O1 interface configuration manager compliant with 3GPP TS 28.541 NR Network Resource Model. Given a natural language request, output a valid O1 NRM configuration JSON with ManagedElement, GNBDUFunction, NRCellDU (including cellLocalId, arfcnDL, bSChannelBwDL), an... | o1_nrm | MPS | 5 | 000004 | harbor security surveillance | maritime | Factory Complex A | 1 | 99.9999 | 25 | 75 | 500 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | aaea169dc74f | single_turn | You are a 5G O1 interface configuration manager compliant with 3GPP TS 28.541 NR Network Resource Model. Given a natural language request, output a valid O1 NRM configuration JSON with ManagedElement, GNBDUFunction, NRCellDU (including cellLocalId, arfcnDL, bSChannelBwDL), and rrmPolicyMemberList (with snssai, rrmPolic... | For our harbor security surveillance initiative in Factory Complex A, please establish a network slice that ensures sub-1 ms latency, 25/75 Mbps DL/UL, and can support up to 500 endpoints. | {
"ManagedElement": {
"id": "gNB-042",
"GNBDUFunction": {
"id": "DU-043",
"gNBId": 42,
"gNBIdLength": 22,
"NRCellDU": {
"id": "NRCellDU-043-001",
"cellLocalId": 1,
"operationalState": "ENABLED",
"administrativeState": "UNLOCKED",
"nrFrequencyRef"... | for our <use_case> initiative in <region>, please establish a network slice that ensures sub-<num> ms latency, <num>/<num> mbps dl/ul, and can support up to <num> endpoints. | tpl_2d2b085b892f | scn_386ed49b5dea18c7 | jsonstruct_243881afe5ee15a5 | ManagedElement | true | true | true | true | true | 2,048 | 543 | true | true | 0.013477 | 0.004994 | 0.013477 | train_base |
1958abf651bd | [
{
"role": "system",
"content": "You are a TM Forum TMF921-compliant Intent Management system. Given a natural language network intent, output a valid TMF921 Intent Management API v4 JSON object. The response must include the full Intent resource with id, href, name, description, lifecycleState, priority, in... | tmf921 | URLLC | 2 | 000002 | stadium multi-angle replay | media | Factory Complex A | 0.5 | 99.9999 | 50 | 50 | 50 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 1958abf651bd | single_turn | You are a TM Forum TMF921-compliant Intent Management system. Given a natural language network intent, output a valid TMF921 Intent Management API v4 JSON object. The response must include the full Intent resource with id, href, name, description, lifecycleState, priority, intentExpression containing IntentExpectation ... | We need an ultra-reliable low-latency slice for stadium multi-angle replay at Factory Complex A. Critical requirements: latency must be below 0.5 ms, reliability at least 99.9999%, with 50 Mbps downlink and 50 Mbps uplink for 50 devices. | {
"id": "intent-ca12529ce89c",
"href": "/tmf-api/intentManagement/v4/intent/intent-ca12529ce89c",
"name": "URLLC Slice - Stadium Multi-Angle Replay",
"description": "Intent for stadium multi-angle replay at Factory Complex A with URLLC service level",
"lifecycleState": "Active",
"priority": 3,
"intentExpr... | we need an ultra-reliable low-latency slice for <use_case> at <region>. critical requirements: latency must be below <num> ms, reliability at least <num>%, with <num> mbps downlink and <num> mbps uplink for <num> devices. | tpl_4fe9bcb49c25 | scn_d901ba98c0e41a74 | jsonstruct_295d771eeadc77de | tmf921_root | true | true | true | true | true | 2,048 | 1,288 | true | true | 0.013477 | 0.004994 | 0.013477 | train_base |
cf9648042afe | [
{
"role": "system",
"content": "You are a TMF921-compliant Intent Assurance Reporter. Given a reporting request, output a comprehensive TMF921 fulfillment report JSON with measured KPIs, SLA compliance metrics, resource utilization, and trend analysis."
},
{
"role": "user",
"content": "Report on... | tmf921_lifecycle_report | eMBB | 1 | 000003 | crop health drone mapping | agriculture | Rural Coverage Area | 30 | 99.9 | 800 | 200 | 5,000 | report | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | cf9648042afe | single_turn | You are a TMF921-compliant Intent Assurance Reporter. Given a reporting request, output a comprehensive TMF921 fulfillment report JSON with measured KPIs, SLA compliance metrics, resource utilization, and trend analysis. | Report on the operational status of intent 'eMBB Slice - Crop Health Drone Mapping' including latency measurements, throughput utilization, reliability metrics, and connected device count. | {
"intentAssuranceReport": {
"intentId": "intent-876d1570225b",
"reportPeriod": {
"start": "2026-04-24T08:11:31Z",
"end": "2026-04-24T09:11:31Z"
},
"kpiMeasurements": [
{
"kpi": "latency",
"target": 30,
"measurements": [
18.01,
25.59,
... | report on the operational status of intent 'embb slice - <use_case>' including latency measurements, throughput utilization, reliability metrics, and connected device count. | tpl_af7eb11f5ae1 | scn_b1a89a9763a2b9af | jsonstruct_6e67347300b99cd1 | intentAssuranceReport | true | true | true | true | true | 2,048 | 830 | true | true | 0.058026 | 0.073127 | 0.290129 | train_base |
6a1e94f12145 | [
{
"role": "system",
"content": "You are an O-RAN Non-RT RIC policy engine compliant with O-RAN WG2 A1 interface specification. Given a natural language description of a RAN policy requirement, output a valid A1 Policy JSON object with policyId, policyTypeId, scope (ueId, groupId, cellId), qosObjectives (gfb... | a1_policy | URLLC | 2 | 000001 | police body camera streaming | public_safety | Disaster Response Area | 0.5 | 99.999 | 20 | 25 | 10 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 6a1e94f12145 | single_turn | You are an O-RAN Non-RT RIC policy engine compliant with O-RAN WG2 A1 interface specification. Given a natural language description of a RAN policy requirement, output a valid A1 Policy JSON object with policyId, policyTypeId, scope (ueId, groupId, cellId), qosObjectives (gfbr, mfbr, priorityLevel, pdb), and resourceAl... | To support police body camera streaming in Disaster Response Area, a network slice is required with a latency of 0.5 ms, capable of serving 10 devices, and offering 20 Mbps down and 25 Mbps up. | {
"a1Policy": {
"policyId": "a1-pol-urllc-eb37ad",
"policyTypeId": "QoSTarget",
"scope": {
"ueId": null,
"groupId": "slice-urllc-88e1d7",
"cellId": "cell-071",
"sNSSAI": {
"sst": 2,
"sd": "000001"
}
},
"qosObjectives": {
"gfbr": 20,
"mfbr":... | to support <use_case> in <region>, a network slice is required with a latency of <num> ms, capable of serving <num> devices, and offering <num> mbps down and <num> mbps up. | tpl_777df08a12c5 | scn_fcaf2935e48be42d | jsonstruct_6ec15e705995c5fc | a1Policy | true | true | true | true | true | 2,048 | 428 | true | true | 0.060412 | 0.004994 | 0.060412 | train_base |
e2c6c91a794b | [
{
"role": "system",
"content": "You are a TM Forum TMF921-compliant Intent Management system. Given a natural language network intent, output a valid TMF921 Intent Management API v4 JSON object. The response must include the full Intent resource with id, href, name, description, lifecycleState, priority, in... | tmf921 | eMBB | 1 | 000001 | irrigation IoT control | agriculture | Smart Farm Sector | 50 | 99.99 | 1,000 | 200 | 50,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | e2c6c91a794b | single_turn | You are a TM Forum TMF921-compliant Intent Management system. Given a natural language network intent, output a valid TMF921 Intent Management API v4 JSON object. The response must include the full Intent resource with id, href, name, description, lifecycleState, priority, intentExpression containing IntentExpectation ... | I need a high-bandwidth network slice for irrigation IoT control in Smart Farm Sector. The slice should support at least 1000 Mbps downlink and 200 Mbps uplink with latency under 50 ms for up to 50000 simultaneous users. | {
"id": "intent-6c5d4e880710",
"href": "/tmf-api/intentManagement/v4/intent/intent-6c5d4e880710",
"name": "eMBB Slice - Irrigation Iot Control",
"description": "Intent for irrigation IoT control at Smart Farm Sector with eMBB service level",
"lifecycleState": "Active",
"priority": 5,
"intentExpression": {... | i need a high-bandwidth network slice for <use_case> in <region>. the slice should support at least <num> mbps downlink and <num> mbps uplink with latency under <num> ms for up to <num> simultaneous users. | tpl_b957d155ad85 | scn_6cfa5d1625f499f8 | jsonstruct_295d771eeadc77de | tmf921_root | true | true | true | true | true | 2,048 | 1,297 | true | true | 0.055216 | 0.004994 | 0.055216 | train_base |
cea5f3433c8d | [
{
"role": "system",
"content": "You are an O-RAN Non-RT RIC policy engine compliant with O-RAN WG2 A1 interface specification. Given a natural language description of a RAN policy requirement, output a valid A1 Policy JSON object with policyId, policyTypeId, scope (ueId, groupId, cellId), qosObjectives (gfb... | a1_policy | eMBB | 1 | 000003 | network function virtualization orchestration | telecom | Healthcare Park | 20 | 99 | 800 | 75 | 50,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | cea5f3433c8d | single_turn | You are an O-RAN Non-RT RIC policy engine compliant with O-RAN WG2 A1 interface specification. Given a natural language description of a RAN policy requirement, output a valid A1 Policy JSON object with policyId, policyTypeId, scope (ueId, groupId, cellId), qosObjectives (gfbr, mfbr, priorityLevel, pdb), and resourceAl... | Deploy an eMBB slice in Healthcare Park optimized for network function virtualization orchestration. The service must guarantee 800 Mbps downstream, 75 Mbps upstream, with end-to-end latency not exceeding 20 ms. Reliability target is 99.0%. Maximum 50000 users. | {
"a1Policy": {
"policyId": "a1-pol-embb-8dedbf",
"policyTypeId": "QoSTarget",
"scope": {
"ueId": null,
"groupId": "slice-embb-d2fa78",
"cellId": "cell-040",
"sNSSAI": {
"sst": 1,
"sd": "000002"
}
},
"qosObjectives": {
"gfbr": 800,
"mfbr": ... | deploy an embb slice in <region> optimized for <use_case>. the service must guarantee <num> mbps downstream, <num> mbps upstream, with end-to-end latency not exceeding <num> ms. reliability target is <num>%. maximum <num> users. | tpl_954037d24f92 | scn_dc69eee20fbdaf53 | jsonstruct_6ec15e705995c5fc | a1Policy | true | true | true | true | true | 2,048 | 444 | true | true | 0.013461 | 0.004994 | 0.013461 | train_base |
7f478dc7e826 | [
{
"role": "system",
"content": "You are a 5G O1 interface configuration manager compliant with 3GPP TS 28.541 NR Network Resource Model. Given a natural language request, output a valid O1 NRM configuration JSON with ManagedElement, GNBDUFunction, NRCellDU (including cellLocalId, arfcnDL, bSChannelBwDL), an... | o1_nrm | mMTC | 3 | 000003 | greenhouse climate automation | agriculture | Agricultural Zone Delta | 1,000 | 99 | 5 | 5 | 100,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 7f478dc7e826 | single_turn | You are a 5G O1 interface configuration manager compliant with 3GPP TS 28.541 NR Network Resource Model. Given a natural language request, output a valid O1 NRM configuration JSON with ManagedElement, GNBDUFunction, NRCellDU (including cellLocalId, arfcnDL, bSChannelBwDL), and rrmPolicyMemberList (with snssai, rrmPolic... | Deploy a massive machine-type communications slice for greenhouse climate automation. Area: Agricultural Zone Delta. Device density: 100000 endpoints. Aggregate throughput: 5 Mbps DL, 5 Mbps UL. Latency: up to 1000 ms acceptable. Reliability: 99%. | {
"ManagedElement": {
"id": "gNB-019",
"GNBDUFunction": {
"id": "DU-039",
"gNBId": 19,
"gNBIdLength": 22,
"NRCellDU": {
"id": "NRCellDU-039-005",
"cellLocalId": 5,
"operationalState": "ENABLED",
"administrativeState": "UNLOCKED",
"nrFrequencyRef"... | deploy a massive machine-type communications slice for <use_case>. area: <region>. device density: <num> endpoints. aggregate throughput: <num> mbps dl, <num> mbps ul. latency: up to <num> ms acceptable. reliability: <num>%. | tpl_4bd502204cbc | scn_def70fb66f4cd737 | jsonstruct_243881afe5ee15a5 | ManagedElement | true | true | true | true | true | 2,048 | 562 | true | true | 0.054636 | 0.004994 | 0.054636 | train_base |
3239310c82df | [
{
"role": "system",
"content": "You are a 5G/6G network orchestrator integrated with the CAMARA NetworkSliceBooking API. Given a natural language network intent, output a valid CAMARA NetworkSliceBooking JSON object with sliceType, sliceProfile (including latencyTarget, reliability, throughput with downlink... | camara | V2X | 4 | 000001 | autonomous vehicle platooning | automotive | Highway Corridor M1 | 20 | 99.9999 | 25 | 150 | 5,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 3239310c82df | single_turn | You are a 5G/6G network orchestrator integrated with the CAMARA NetworkSliceBooking API. Given a natural language network intent, output a valid CAMARA NetworkSliceBooking JSON object with sliceType, sliceProfile (including latencyTarget, reliability, throughput with downlink/uplink, maxNumberOfUEs), areaOfService, and... | A V2X network slice is needed for autonomous vehicle platooning in Highway Corridor M1. Ensure it can manage 25 Mbps DL, 150 Mbps UL, sub-20 ms latency, and up to 5000 simultaneous vehicle connections. | {
"networkSliceBooking": {
"sliceType": "V2X",
"sliceProfile": {
"latencyTarget": 20,
"reliability": 99.9999,
"throughput": {
"downlink": 25,
"uplink": 150
},
"maxNumberOfUEs": 5000
},
"areaOfService": {
"region": "Highway Corridor M1",
"center... | a v2x network slice is needed for <use_case> in <region>. ensure it can manage <num> mbps dl, <num> mbps ul, sub-<num> ms latency, and up to <num> simultaneous vehicle connections. | tpl_cb06d7dbc109 | scn_270332dd77279ed7 | jsonstruct_afb65569818f537c | networkSliceBooking | true | true | true | true | true | 2,048 | 402 | true | true | 0.053838 | 0.004994 | 0.053838 | train_base |
93f97c81e9d2 | [
{
"role": "system",
"content": "You are an O-RAN Non-RT RIC policy engine compliant with O-RAN WG2 A1 interface specification. Given a natural language description of a RAN policy requirement, output a valid A1 Policy JSON object with policyId, policyTypeId, scope (ueId, groupId, cellId), qosObjectives (gfb... | a1_policy | MPS | 5 | 000003 | emergency triage communications | healthcare | Industrial Zone North | 20 | 99.9999 | 150 | 25 | 500 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 93f97c81e9d2 | single_turn | You are an O-RAN Non-RT RIC policy engine compliant with O-RAN WG2 A1 interface specification. Given a natural language description of a RAN policy requirement, output a valid A1 Policy JSON object with policyId, policyTypeId, scope (ueId, groupId, cellId), qosObjectives (gfbr, mfbr, priorityLevel, pdb), and resourceAl... | An emergency services slice is required for emergency triage communications in Industrial Zone North. The slice should ensure 20 ms max latency, 150 Mbps DL, 25 Mbps UL, and accommodate 500 devices with the highest ARP priority. | {
"a1Policy": {
"policyId": "a1-pol-mps-4c2f86",
"policyTypeId": "QoSTarget",
"scope": {
"ueId": null,
"groupId": "slice-mps-dc50c1",
"cellId": "cell-078",
"sNSSAI": {
"sst": 5,
"sd": "000004"
}
},
"qosObjectives": {
"gfbr": 150,
"mfbr": 18... | an emergency services slice is required for <use_case> in <region>. the slice should ensure <num> ms max latency, <num> mbps dl, <num> mbps ul, and accommodate <num> devices with the highest arp priority. | tpl_41a1c7a53ae8 | scn_8979729a30008bc8 | jsonstruct_6ec15e705995c5fc | a1Policy | true | true | true | true | true | 2,048 | 433 | true | true | 0.013433 | 0.004994 | 0.013433 | train_base |
323b685c0baa | [
{
"role": "system",
"content": "You are a 3GPP Intent-Driven Management system compliant with TS 28.312 v18.8.0. Given a natural language network intent, output a valid 3GPP intent JSON object with intentExpectation containing expectationId, expectationVerb, expectationObject (with objectType and objectInst... | intent_3gpp | eMBB | 1 | 000002 | live 8K UHD broadcast | media | Stadium Complex | 100 | 99.5 | 100 | 200 | 50,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 323b685c0baa | single_turn | You are a 3GPP Intent-Driven Management system compliant with TS 28.312 v18.8.0. Given a natural language network intent, output a valid 3GPP intent JSON object with intentExpectation containing expectationId, expectationVerb, expectationObject (with objectType and objectInstance including sNSSAI), expectationTargets (... | Set up an enhanced mobile broadband slice dedicated to live 8K UHD broadcast. Requirements: minimum 100 Mbps download speed, 200 Mbps upload, less than 100 ms round-trip delay, serving area is Stadium Complex, expecting 50000 connected devices. | {
"intent": {
"id": "intent-eMBB-331f84db6505",
"name": "Live 8K Uhd Broadcast eMBB Intent",
"lifecycleStatus": "active",
"intentExpectation": [
{
"expectationId": "exp-2109230f826b",
"expectationVerb": "DELIVER",
"expectationObject": {
"objectType": "NW_SLICE",... | set up an enhanced mobile broadband slice dedicated to <use_case>. requirements: minimum <num> mbps download speed, <num> mbps upload, less than <num> ms round-trip delay, serving area is <region>, expecting <num> connected devices. | tpl_c559e2f31975 | scn_295272a704dda958 | jsonstruct_7ef9b21573c6e0b2 | intent | true | true | true | true | true | 2,048 | 726 | true | true | 0.058321 | 0.004994 | 0.058321 | train_base |
c001940c23f5 | [
{
"role": "system",
"content": "You are a TM Forum TMF921-compliant Intent Management system. Given a natural language network intent, output a valid TMF921 Intent Management API v4 JSON object. The response must include the full Intent resource with id, href, name, description, lifecycleState, priority, in... | tmf921 | URLLC | 2 | 000002 | regulatory compliance monitoring | finance | Healthcare Park | 5 | 99.999 | 300 | 25 | 20 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | c001940c23f5 | single_turn | You are a TM Forum TMF921-compliant Intent Management system. Given a natural language network intent, output a valid TMF921 Intent Management API v4 JSON object. The response must include the full Intent resource with id, href, name, description, lifecycleState, priority, intentExpression containing IntentExpectation ... | Deploy a URLLC network slice for regulatory compliance monitoring in Healthcare Park with a strict latency limit of 5 ms. The slice should provide 300 Mbps DL and 25 Mbps UL throughput and be capable of handling up to 20 connected devices. | {
"id": "intent-1f4d86f3a864",
"href": "/tmf-api/intentManagement/v4/intent/intent-1f4d86f3a864",
"name": "URLLC Slice - Regulatory Compliance Monitoring",
"description": "Intent for regulatory compliance monitoring at Healthcare Park with URLLC service level",
"lifecycleState": "Active",
"priority": 1,
"... | deploy a urllc network slice for <use_case> in <region> with a strict latency limit of <num> ms. the slice should provide <num> mbps dl and <num> mbps ul throughput and be capable of handling up to <num> connected devices. | tpl_c47f79856694 | scn_9b0ccaf72bccb597 | jsonstruct_295d771eeadc77de | tmf921_root | true | true | true | true | true | 2,048 | 1,278 | true | true | 0.013461 | 0.004994 | 0.013461 | train_base |
a3af250ec977 | [
{
"role": "system",
"content": "You are a 3GPP Intent-Driven Management system compliant with TS 28.312 v18.8.0. Given a natural language network intent, output a valid 3GPP intent JSON object with intentExpectation containing expectationId, expectationVerb, expectationObject (with objectType and objectInst... | intent_3gpp | URLLC | 2 | 000001 | logistics convoy tracking | defense | Factory Complex A | 0.5 | 99.999 | 20 | 50 | 100 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | a3af250ec977 | single_turn | You are a 3GPP Intent-Driven Management system compliant with TS 28.312 v18.8.0. Given a natural language network intent, output a valid 3GPP intent JSON object with intentExpectation containing expectationId, expectationVerb, expectationObject (with objectType and objectInstance including sNSSAI), expectationTargets (... | Deploy a mission-critical URLLC network slice for logistics convoy tracking. The service area is Factory Complex A. Latency budget: 0.5 ms maximum. Reliability: 99.999%. Throughput needs: 20 Mbps DL, 50 Mbps UL. Device count: 100. | {
"intent": {
"id": "intent-URLLC-bfe64a7d0c02",
"name": "Logistics Convoy Tracking URLLC Intent",
"lifecycleStatus": "active",
"intentExpectation": [
{
"expectationId": "exp-34d56425f2ef",
"expectationVerb": "ENSURE",
"expectationObject": {
"objectType": "NW_SL... | deploy a mission-critical urllc network slice for <use_case>. the service area is <region>. latency budget: <num> ms maximum. reliability: <num>%. throughput needs: <num> mbps dl, <num> mbps ul. device count: <num>. | tpl_7f0aca540d6b | scn_f1b10587efe96f95 | jsonstruct_7ef9b21573c6e0b2 | intent | true | true | true | true | true | 2,048 | 722 | true | true | 0.013477 | 0.004994 | 0.013477 | train_base |
14578be16d1e | [
{
"role": "system",
"content": "You are a 5G O1 interface configuration manager compliant with 3GPP TS 28.541 NR Network Resource Model. Given a natural language request, output a valid O1 NRM configuration JSON with ManagedElement, GNBDUFunction, NRCellDU (including cellLocalId, arfcnDL, bSChannelBwDL), an... | o1_nrm | URLLC | 2 | 000001 | remote robotic surgery | healthcare | Hospital Campus | 7 | 99.9999 | 300 | 25 | 1,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 14578be16d1e | single_turn | You are a 5G O1 interface configuration manager compliant with 3GPP TS 28.541 NR Network Resource Model. Given a natural language request, output a valid O1 NRM configuration JSON with ManagedElement, GNBDUFunction, NRCellDU (including cellLocalId, arfcnDL, bSChannelBwDL), and rrmPolicyMemberList (with snssai, rrmPolic... | A network slice for remote robotic surgery must be deployed in Hospital Campus with 300 Mbps downlink, 25 Mbps uplink, and sub-7 ms latency, capable of supporting up to 1000 UEs. | {
"ManagedElement": {
"id": "gNB-032",
"GNBDUFunction": {
"id": "DU-022",
"gNBId": 32,
"gNBIdLength": 22,
"NRCellDU": {
"id": "NRCellDU-022-010",
"cellLocalId": 10,
"operationalState": "ENABLED",
"administrativeState": "UNLOCKED",
"nrFrequencyRef... | a network slice for <use_case> must be deployed in <region> with <num> mbps downlink, <num> mbps uplink, and sub-<num> ms latency, capable of supporting up to <num> ues. | tpl_979b0dc3d699 | scn_ebabd07484a49dec | jsonstruct_243881afe5ee15a5 | ManagedElement | true | true | true | true | true | 2,048 | 544 | true | true | 0.013828 | 0.004994 | 0.013828 | train_base |
18039f9525a2 | [
{
"role": "system",
"content": "You are a 5G/6G network orchestrator integrated with the CAMARA NetworkSliceBooking API. Given a natural language network intent, output a valid CAMARA NetworkSliceBooking JSON object with sliceType, sliceProfile (including latencyTarget, reliability, throughput with downlink... | camara | HMTC | 5 | 000001 | edge computing workload migration | telecom | Central Office Complex | 1 | 99.9999 | 200 | 50 | 500 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 18039f9525a2 | single_turn | You are a 5G/6G network orchestrator integrated with the CAMARA NetworkSliceBooking API. Given a natural language network intent, output a valid CAMARA NetworkSliceBooking JSON object with sliceType, sliceProfile (including latencyTarget, reliability, throughput with downlink/uplink, maxNumberOfUEs), areaOfService, and... | Configure an HMTC slice for next-gen edge computing workload migration in Central Office Complex. This requires deterministic 1 ms latency, 99.9999% reliability, 200/50 Mbps DL/UL, supporting 500 connected machines. | {
"networkSliceBooking": {
"sliceType": "HMTC",
"sliceProfile": {
"latencyTarget": 1,
"reliability": 99.9999,
"throughput": {
"downlink": 200,
"uplink": 50
},
"maxNumberOfUEs": 500
},
"areaOfService": {
"region": "Central Office Complex",
"cent... | configure an hmtc slice for next-gen <use_case> in <region>. this requires deterministic <num> ms latency, <num>% reliability, <num>/<num> mbps dl/ul, supporting <num> connected machines. | tpl_ea7b63d611a0 | scn_3885504ceb13ba61 | jsonstruct_afb65569818f537c | networkSliceBooking | true | true | true | true | true | 2,048 | 396 | true | true | 0.060746 | 0.004994 | 0.060746 | train_base |
a5ae01ca9198 | [
{
"role": "system",
"content": "You are an O-RAN Non-RT RIC policy engine compliant with O-RAN WG2 A1 interface specification. Given a natural language description of a RAN policy requirement, output a valid A1 Policy JSON object with policyId, policyTypeId, scope (ueId, groupId, cellId), qosObjectives (gfb... | a1_policy | eMBB | 1 | 000003 | ambulance telemedicine | healthcare | Medical Center District | 30 | 99 | 200 | 100 | 5,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | a5ae01ca9198 | single_turn | You are an O-RAN Non-RT RIC policy engine compliant with O-RAN WG2 A1 interface specification. Given a natural language description of a RAN policy requirement, output a valid A1 Policy JSON object with policyId, policyTypeId, scope (ueId, groupId, cellId), qosObjectives (gfbr, mfbr, priorityLevel, pdb), and resourceAl... | Request a new eMBB network slice: purpose is ambulance telemedicine, deployment area Medical Center District, 200/100 Mbps DL/UL targets, 30 ms max latency, 99.0% reliability SLA, device pool of 5000. | {
"a1Policy": {
"policyId": "a1-pol-embb-e925b3",
"policyTypeId": "QoSTarget",
"scope": {
"ueId": null,
"groupId": "slice-embb-260851",
"cellId": "cell-041",
"sNSSAI": {
"sst": 1,
"sd": "000001"
}
},
"qosObjectives": {
"gfbr": 200,
"mfbr": ... | request a new embb network slice: purpose is <use_case>, deployment area <region>, <num>/<num> mbps dl/ul targets, <num> ms max latency, <num>% reliability sla, device pool of <num>. | tpl_0828b1dcbee9 | scn_02a6680bb750dfc5 | jsonstruct_6ec15e705995c5fc | a1Policy | true | true | true | true | true | 2,048 | 442 | true | true | 0.013422 | 0.004994 | 0.013422 | train_base |
7388160846e9 | [
{
"role": "system",
"content": "You are a TM Forum TMF921-compliant Intent Management system. Given a natural language network intent, output a valid TMF921 Intent Management API v4 JSON object. The response must include the full Intent resource with id, href, name, description, lifecycleState, priority, in... | tmf921 | HMTC | 5 | 000001 | smart grid protection relay | energy | Medical Center District | 1 | 99.9999 | 1,000 | 500 | 100 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 7388160846e9 | single_turn | You are a TM Forum TMF921-compliant Intent Management system. Given a natural language network intent, output a valid TMF921 Intent Management API v4 JSON object. The response must include the full Intent resource with id, href, name, description, lifecycleState, priority, intentExpression containing IntentExpectation ... | Configure an HMTC slice for next-gen smart grid protection relay in Medical Center District. This requires deterministic 1 ms latency, 99.9999% reliability, 1000/500 Mbps DL/UL, supporting 100 connected machines. | {
"id": "intent-c2c318f3361c",
"href": "/tmf-api/intentManagement/v4/intent/intent-c2c318f3361c",
"name": "HMTC Slice - Smart Grid Protection Relay",
"description": "Intent for smart grid protection relay at Medical Center District with HMTC service level",
"lifecycleState": "Active",
"priority": 4,
"inte... | configure an hmtc slice for next-gen <use_case> in <region>. this requires deterministic <num> ms latency, <num>% reliability, <num>/<num> mbps dl/ul, supporting <num> connected machines. | tpl_ea7b63d611a0 | scn_3e9706dd7267ce3e | jsonstruct_295d771eeadc77de | tmf921_root | true | true | true | true | true | 2,048 | 1,284 | true | true | 0.013422 | 0.004994 | 0.013422 | train_base |
ce1245d46873 | [
{
"role": "system",
"content": "You are an O-RAN Non-RT RIC policy engine compliant with O-RAN WG2 A1 interface specification. Given a natural language description of a RAN policy requirement, output a valid A1 Policy JSON object with policyId, policyTypeId, scope (ueId, groupId, cellId), qosObjectives (gfb... | a1_policy | URLLC | 2 | 000001 | network digital twin | telecom | Hospital Campus | 3 | 99.999 | 100 | 75 | 5,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | ce1245d46873 | single_turn | You are an O-RAN Non-RT RIC policy engine compliant with O-RAN WG2 A1 interface specification. Given a natural language description of a RAN policy requirement, output a valid A1 Policy JSON object with policyId, policyTypeId, scope (ueId, groupId, cellId), qosObjectives (gfbr, mfbr, priorityLevel, pdb), and resourceAl... | A network slice for network digital twin must be deployed in Hospital Campus with 100 Mbps downlink, 75 Mbps uplink, and sub-3 ms latency, capable of supporting up to 5000 UEs. | {
"a1Policy": {
"policyId": "a1-pol-urllc-e0736e",
"policyTypeId": "QoSTarget",
"scope": {
"ueId": null,
"groupId": "slice-urllc-a66f21",
"cellId": "cell-018",
"sNSSAI": {
"sst": 2,
"sd": "000003"
}
},
"qosObjectives": {
"gfbr": 100,
"mfbr"... | a network slice for <use_case> must be deployed in <region> with <num> mbps downlink, <num> mbps uplink, and sub-<num> ms latency, capable of supporting up to <num> ues. | tpl_979b0dc3d699 | scn_2a69afb231ecc4fb | jsonstruct_6ec15e705995c5fc | a1Policy | true | true | true | true | true | 2,048 | 431 | true | true | 0.013828 | 0.004994 | 0.013828 | train_base |
616291222415 | [
{
"role": "system",
"content": "You are a TM Forum TMF921-compliant Intent Management system. Given a natural language network intent, output a valid TMF921 Intent Management API v4 JSON object. The response must include the full Intent resource with id, href, name, description, lifecycleState, priority, in... | tmf921 | URLLC | 2 | 000002 | runway FOD detection | aviation | Medical Center District | 1 | 99.9999 | 100 | 150 | 100 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 616291222415 | single_turn | You are a TM Forum TMF921-compliant Intent Management system. Given a natural language network intent, output a valid TMF921 Intent Management API v4 JSON object. The response must include the full Intent resource with id, href, name, description, lifecycleState, priority, intentExpression containing IntentExpectation ... | Urgent: configure a low-latency slice for runway FOD detection in Medical Center District. This is safety-critical — latency cannot exceed 1 ms, reliability must be 99.9999% or higher. Bandwidth: 100/150 Mbps DL/UL. Supporting 100 endpoints. | {
"id": "intent-8c7c1963dec5",
"href": "/tmf-api/intentManagement/v4/intent/intent-8c7c1963dec5",
"name": "URLLC Slice - Runway Fod Detection",
"description": "Intent for runway FOD detection at Medical Center District with URLLC service level",
"lifecycleState": "Active",
"priority": 3,
"intentExpression... | urgent: configure a low-latency slice for <use_case> in <region>. this is safety-critical — latency cannot exceed <num> ms, reliability must be <num>% or higher. bandwidth: <num>/<num> mbps dl/ul. supporting <num> endpoints. | tpl_373afd67e108 | scn_c8ea9a3fbd2b8282 | jsonstruct_295d771eeadc77de | tmf921_root | true | true | true | true | true | 2,048 | 1,300 | true | true | 0.013422 | 0.004994 | 0.013422 | train_base |
c8016719d3cc | [
{
"role": "system",
"content": "You are an O-RAN Non-RT RIC policy engine compliant with O-RAN WG2 A1 interface specification. Given a natural language description of a RAN policy requirement, output a valid A1 Policy JSON object with policyId, policyTypeId, scope (ueId, groupId, cellId), qosObjectives (gfb... | a1_policy | URLLC | 2 | 000003 | ATM network management | finance | Industrial Zone North | 10 | 99.999 | 20 | 25 | 500 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | c8016719d3cc | single_turn | You are an O-RAN Non-RT RIC policy engine compliant with O-RAN WG2 A1 interface specification. Given a natural language description of a RAN policy requirement, output a valid A1 Policy JSON object with policyId, policyTypeId, scope (ueId, groupId, cellId), qosObjectives (gfbr, mfbr, priorityLevel, pdb), and resourceAl... | Provision a deterministic low-latency network slice for ATM network management. Location: Industrial Zone North. The latency SLA is 10 ms, reliability floor is 99.999%. Provide 20 Mbps downstream and 25 Mbps upstream bandwidth for 500 devices. | {
"a1Policy": {
"policyId": "a1-pol-urllc-2f3d3c",
"policyTypeId": "QoSTarget",
"scope": {
"ueId": null,
"groupId": "slice-urllc-ec4c9d",
"cellId": "cell-071",
"sNSSAI": {
"sst": 2,
"sd": "000001"
}
},
"qosObjectives": {
"gfbr": 20,
"mfbr":... | provision a deterministic low-latency network slice for <use_case>. location: <region>. the latency sla is <num> ms, reliability floor is <num>%. provide <num> mbps downstream and <num> mbps upstream bandwidth for <num> devices. | tpl_e2291246a84c | scn_700665aecc486223 | jsonstruct_6ec15e705995c5fc | a1Policy | true | true | true | true | true | 2,048 | 442 | true | true | 0.013433 | 0.004994 | 0.013433 | train_base |
e550dbfbf625 | [
{
"role": "system",
"content": "You are an O-RAN Non-RT RIC policy engine compliant with O-RAN WG2 A1 interface specification. Given a natural language description of a RAN policy requirement, output a valid A1 Policy JSON object with policyId, policyTypeId, scope (ueId, groupId, cellId), qosObjectives (gfb... | a1_policy | V2X | 4 | 000001 | warehouse robot fleet | logistics | Hospital Campus | 20 | 99.999 | 50 | 100 | 100 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | e550dbfbf625 | single_turn | You are an O-RAN Non-RT RIC policy engine compliant with O-RAN WG2 A1 interface specification. Given a natural language description of a RAN policy requirement, output a valid A1 Policy JSON object with policyId, policyTypeId, scope (ueId, groupId, cellId), qosObjectives (gfbr, mfbr, priorityLevel, pdb), and resourceAl... | Provision a vehicular communications slice for warehouse robot fleet in Hospital Campus. Maximum allowable latency: 20 ms. Reliability SLA: 99.999%. DL/UL throughput: 50/100 Mbps. Connected vehicles: up to 100. | {
"a1Policy": {
"policyId": "a1-pol-v2x-c3f6c8",
"policyTypeId": "QoSTarget",
"scope": {
"ueId": null,
"groupId": "slice-v2x-f45888",
"cellId": "cell-022",
"sNSSAI": {
"sst": 4,
"sd": "000001"
}
},
"qosObjectives": {
"gfbr": 50,
"mfbr": 60.... | provision a vehicular communications slice for <use_case> in <region>. maximum allowable latency: <num> ms. reliability sla: <num>%. dl/ul throughput: <num>/<num> mbps. connected vehicles: up to <num>. | tpl_1f4deeddd9a2 | scn_ef9815d80c024b29 | jsonstruct_6ec15e705995c5fc | a1Policy | true | true | true | true | true | 2,048 | 438 | true | true | 0.013828 | 0.004994 | 0.013828 | train_base |
93280611cab7 | [
{
"role": "system",
"content": "You are a 3GPP Intent-Driven Management system compliant with TS 28.312 v18.8.0. Given a natural language network intent, output a valid 3GPP intent JSON object with intentExpectation containing expectationId, expectationVerb, expectationObject (with objectType and objectInst... | intent_3gpp | URLLC | 2 | 000001 | port crane remote operation | logistics | Hospital Campus | 3 | 99.999 | 300 | 25 | 500 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 93280611cab7 | single_turn | You are a 3GPP Intent-Driven Management system compliant with TS 28.312 v18.8.0. Given a natural language network intent, output a valid 3GPP intent JSON object with intentExpectation containing expectationId, expectationVerb, expectationObject (with objectType and objectInstance including sNSSAI), expectationTargets (... | We require a URLLC-grade slice in Hospital Campus for port crane remote operation. Performance envelope: 3 ms max latency, 99.999% min reliability, 300 Mbps/25 Mbps DL/UL, serving up to 500 UEs. | {
"intent": {
"id": "intent-URLLC-beec679ff349",
"name": "Port Crane Remote Operation URLLC Intent",
"lifecycleStatus": "active",
"intentExpectation": [
{
"expectationId": "exp-2380d90250f6",
"expectationVerb": "DELIVER",
"expectationObject": {
"objectType": "NW... | we require a urllc-grade slice in <region> for <use_case>. performance envelope: <num> ms max latency, <num>% min reliability, <num> mbps/<num> mbps dl/ul, serving up to <num> ues. | tpl_bc17c9d90fe4 | scn_4e0734f354f8058f | jsonstruct_7ef9b21573c6e0b2 | intent | true | true | true | true | true | 2,048 | 709 | true | true | 0.013828 | 0.004994 | 0.013828 | train_base |
b00f443dc1fd | [
{
"role": "system",
"content": "You are a TM Forum TMF921-compliant Intent Management system. Given a natural language network intent, output a valid TMF921 Intent Management API v4 JSON object. The response must include the full Intent resource with id, href, name, description, lifecycleState, priority, in... | tmf921 | URLLC | 2 | 000001 | social media live stream | media | Factory Complex A | 10 | 99.999 | 300 | 75 | 50 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | b00f443dc1fd | single_turn | You are a TM Forum TMF921-compliant Intent Management system. Given a natural language network intent, output a valid TMF921 Intent Management API v4 JSON object. The response must include the full Intent resource with id, href, name, description, lifecycleState, priority, intentExpression containing IntentExpectation ... | Urgent: configure a low-latency slice for social media live stream in Factory Complex A. This is safety-critical — latency cannot exceed 10 ms, reliability must be 99.999% or higher. Bandwidth: 300/75 Mbps DL/UL. Supporting 50 endpoints. | {
"id": "intent-4e14d45c3451",
"href": "/tmf-api/intentManagement/v4/intent/intent-4e14d45c3451",
"name": "URLLC Slice - Social Media Live Stream",
"description": "Intent for social media live stream at Factory Complex A with URLLC service level",
"lifecycleState": "Active",
"priority": 2,
"intentExpressi... | urgent: configure a low-latency slice for <use_case> in <region>. this is safety-critical — latency cannot exceed <num> ms, reliability must be <num>% or higher. bandwidth: <num>/<num> mbps dl/ul. supporting <num> endpoints. | tpl_373afd67e108 | scn_001c578c8e79a203 | jsonstruct_295d771eeadc77de | tmf921_root | true | true | true | true | true | 2,048 | 1,294 | true | true | 0.013477 | 0.004994 | 0.013477 | train_base |
6879440506d0 | [
{
"role": "system",
"content": "You are a TM Forum TMF921-compliant Intent Management system. Given a natural language network intent, output a valid TMF921 Intent Management API v4 JSON object. The response must include the full Intent resource with id, href, name, description, lifecycleState, priority, in... | tmf921 | eMBB | 1 | 000002 | remote vehicle teleoperation | automotive | Autonomous Test Track | 30 | 99 | 100 | 150 | 50,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 6879440506d0 | single_turn | You are a TM Forum TMF921-compliant Intent Management system. Given a natural language network intent, output a valid TMF921 Intent Management API v4 JSON object. The response must include the full Intent resource with id, href, name, description, lifecycleState, priority, intentExpression containing IntentExpectation ... | We need a dedicated slice for remote vehicle teleoperation across Autonomous Test Track with 100 Mbps downlink, 150 Mbps uplink, and a maximum latency of 30 ms for 50000 users. | {
"id": "intent-026f5329b63b",
"href": "/tmf-api/intentManagement/v4/intent/intent-026f5329b63b",
"name": "eMBB Slice - Remote Vehicle Teleoperation",
"description": "Intent for remote vehicle teleoperation at Autonomous Test Track with eMBB service level",
"lifecycleState": "Active",
"priority": 4,
"inte... | we need a dedicated slice for <use_case> across <region> with <num> mbps downlink, <num> mbps uplink, and a maximum latency of <num> ms for <num> users. | tpl_7a76f1fccff4 | scn_39096d68b7c7563d | jsonstruct_295d771eeadc77de | tmf921_root | true | true | true | true | true | 2,048 | 1,282 | true | true | 0.063888 | 0.004994 | 0.063888 | train_base |
2d51e382f770 | [
{
"role": "system",
"content": "You are a 5G/6G network orchestrator integrated with the CAMARA NetworkSliceBooking API. Given a natural language network intent, output a valid CAMARA NetworkSliceBooking JSON object with sliceType, sliceProfile (including latencyTarget, reliability, throughput with downlink... | camara | mMTC | 3 | 000002 | industrial AR assembly guidance | manufacturing | Industrial Zone North | 200 | 99.9 | 0.5 | 10 | 50,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 2d51e382f770 | single_turn | You are a 5G/6G network orchestrator integrated with the CAMARA NetworkSliceBooking API. Given a natural language network intent, output a valid CAMARA NetworkSliceBooking JSON object with sliceType, sliceProfile (including latencyTarget, reliability, throughput with downlink/uplink, maxNumberOfUEs), areaOfService, and... | A high-density IoT slice for industrial AR assembly guidance in Industrial Zone North is required, supporting 50000 devices. The slice needs to deliver 0.5 Mbps DL and 10 Mbps UL throughput, with a latency threshold of 200 ms. | {
"networkSliceBooking": {
"sliceType": "mMTC",
"sliceProfile": {
"latencyTarget": 200,
"reliability": 99.9,
"throughput": {
"downlink": 0.5,
"uplink": 10
},
"maxNumberOfUEs": 50000
},
"areaOfService": {
"region": "Industrial Zone North",
"cent... | a high-density iot slice for <use_case> in <region> is required, supporting <num> devices. the slice needs to deliver <num> mbps dl and <num> mbps ul throughput, with a latency threshold of <num> ms. | tpl_4f453ff3642e | scn_554261b71d8de36b | jsonstruct_83ddef1164210dd1 | networkSliceBooking | true | true | true | true | true | 2,048 | 396 | true | true | 0.013433 | 0.004994 | 0.013433 | train_base |
470a5e279d1a | [
{
"role": "system",
"content": "You are an O-RAN Non-RT RIC policy engine compliant with O-RAN WG2 A1 interface specification. Given a natural language description of a RAN policy requirement, output a valid A1 Policy JSON object with policyId, policyTypeId, scope (ueId, groupId, cellId), qosObjectives (gfb... | a1_policy | MPS | 5 | 000004 | fleet management telemetry | automotive | Autonomous Test Track | 30 | 99.9999 | 75 | 25 | 500 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 470a5e279d1a | single_turn | You are an O-RAN Non-RT RIC policy engine compliant with O-RAN WG2 A1 interface specification. Given a natural language description of a RAN policy requirement, output a valid A1 Policy JSON object with policyId, policyTypeId, scope (ueId, groupId, cellId), qosObjectives (gfbr, mfbr, priorityLevel, pdb), and resourceAl... | Deploy a priority public safety network slice for fleet management telemetry in Autonomous Test Track. Performance: latency ≤30 ms, reliability ≥99.9999%, DL 75 Mbps, UL 25 Mbps, 500 user devices with preemption priority. | {
"a1Policy": {
"policyId": "a1-pol-mps-cecd07",
"policyTypeId": "QoSTarget",
"scope": {
"ueId": null,
"groupId": "slice-mps-55e1f4",
"cellId": "cell-062",
"sNSSAI": {
"sst": 5,
"sd": "000003"
}
},
"qosObjectives": {
"gfbr": 75,
"mfbr": 90.... | deploy a priority public safety network slice for <use_case> in <region>. performance: latency ≤<num> ms, reliability ≥<num>%, dl <num> mbps, ul <num> mbps, <num> user devices with preemption priority. | tpl_77b26e393a17 | scn_beb30d2eb3787bda | jsonstruct_6ec15e705995c5fc | a1Policy | true | true | true | true | true | 2,048 | 433 | true | true | 0.063888 | 0.004994 | 0.063888 | train_base |
1348022f3373 | [
{
"role": "system",
"content": "You are a TMF921-compliant Intent Assurance system. Given a monitoring request, output a TMF921 Intent fulfillment report JSON with current KPI measurements, target compliance status, and fulfillmentInfo."
},
{
"role": "user",
"content": "Provide an assurance repo... | tmf921_lifecycle_monitor | HMTC | 5 | 000001 | police body camera streaming | public_safety | Hospital Campus | 3 | 99.9999 | 100 | 500 | 1,000 | monitor | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 1348022f3373 | single_turn | You are a TMF921-compliant Intent Assurance system. Given a monitoring request, output a TMF921 Intent fulfillment report JSON with current KPI measurements, target compliance status, and fulfillmentInfo. | Provide an assurance report for intent intent-34a9cbdb77fc covering police body camera streaming at Hospital Campus. Are all SLA targets being met? | {
"intentFulfillmentReport": {
"intentId": "intent-34a9cbdb77fc",
"reportTimestamp": "2026-04-24T09:11:31Z",
"fulfillmentStatus": "Fulfilled",
"kpiMeasurements": [
{
"kpi": "latency",
"target": 3,
"measured": 2.85,
"unit": "ms",
"compliant": true
},
... | provide an assurance report for intent intent-<hex> covering <use_case> at <region>. are all sla targets being met? | tpl_93e65e7464fc | scn_97f1a9ec13683d52 | jsonstruct_10a4675447b72ed1 | intentFulfillmentReport | true | true | true | true | true | 2,048 | 427 | true | true | 0.013828 | 0.065372 | 0.069138 | train_base |
19fda3174807 | [
{
"role": "system",
"content": "You are a TM Forum TMF921-compliant Intent Management system. Given a natural language network intent, output a valid TMF921 Intent Management API v4 JSON object. The response must include the full Intent resource with id, href, name, description, lifecycleState, priority, in... | tmf921 | eMBB | 1 | 000002 | CNC machine remote control | manufacturing | Factory Complex A | 80 | 99 | 1,000 | 25 | 10,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 19fda3174807 | single_turn | You are a TM Forum TMF921-compliant Intent Management system. Given a natural language network intent, output a valid TMF921 Intent Management API v4 JSON object. The response must include the full Intent resource with id, href, name, description, lifecycleState, priority, intentExpression containing IntentExpectation ... | I need a high-bandwidth network slice for CNC machine remote control in Factory Complex A. The slice should support at least 1000 Mbps downlink and 25 Mbps uplink with latency under 80 ms for up to 10000 simultaneous users. | {
"id": "intent-bbf9b374c2f5",
"href": "/tmf-api/intentManagement/v4/intent/intent-bbf9b374c2f5",
"name": "eMBB Slice - Cnc Machine Remote Control",
"description": "Intent for CNC machine remote control at Factory Complex A with eMBB service level",
"lifecycleState": "Active",
"priority": 5,
"intentExpres... | i need a high-bandwidth network slice for <use_case> in <region>. the slice should support at least <num> mbps downlink and <num> mbps uplink with latency under <num> ms for up to <num> simultaneous users. | tpl_b957d155ad85 | scn_46eb07d2ee120f49 | jsonstruct_295d771eeadc77de | tmf921_root | true | true | true | true | true | 2,048 | 1,289 | true | true | 0.013477 | 0.004994 | 0.013477 | train_base |
b091d5786d50 | [
{
"role": "system",
"content": "You are a 3GPP Intent-Driven Management system compliant with TS 28.312 v18.8.0. Given a natural language network intent, output a valid 3GPP intent JSON object with intentExpectation containing expectationId, expectationVerb, expectationObject (with objectType and objectInst... | intent_3gpp | URLLC | 2 | 000001 | soil moisture sensor mesh | agriculture | Agricultural Zone Delta | 2 | 99.999 | 20 | 75 | 1,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | b091d5786d50 | single_turn | You are a 3GPP Intent-Driven Management system compliant with TS 28.312 v18.8.0. Given a natural language network intent, output a valid 3GPP intent JSON object with intentExpectation containing expectationId, expectationVerb, expectationObject (with objectType and objectInstance including sNSSAI), expectationTargets (... | For soil moisture sensor mesh in Agricultural Zone Delta, please allocate a network slice with 20 Mbps downlink, 75 Mbps uplink, and sub-2 ms latency, ensuring it can support up to 1000 UEs. | {
"intent": {
"id": "intent-URLLC-bd5780eda18b",
"name": "Soil Moisture Sensor Mesh URLLC Intent",
"lifecycleStatus": "active",
"intentExpectation": [
{
"expectationId": "exp-7799f9271989",
"expectationVerb": "DELIVER",
"expectationObject": {
"objectType": "NW_S... | for <use_case> in <region>, please allocate a network slice with <num> mbps downlink, <num> mbps uplink, and sub-<num> ms latency, ensuring it can support up to <num> ues. | tpl_94ecf83acc2a | scn_31a7714036037468 | jsonstruct_7ef9b21573c6e0b2 | intent | true | true | true | true | true | 2,048 | 707 | true | true | 0.054636 | 0.004994 | 0.054636 | train_base |
19962b5bf6c6 | [
{
"role": "system",
"content": "You are a 5G/6G network orchestrator integrated with the CAMARA NetworkSliceBooking API. Given a natural language network intent, output a valid CAMARA NetworkSliceBooking JSON object with sliceType, sliceProfile (including latencyTarget, reliability, throughput with downlink... | camara | MPS | 5 | 000004 | warehouse fulfillment robotics | retail | Healthcare Park | 20 | 99.9999 | 150 | 25 | 1,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 19962b5bf6c6 | single_turn | You are a 5G/6G network orchestrator integrated with the CAMARA NetworkSliceBooking API. Given a natural language network intent, output a valid CAMARA NetworkSliceBooking JSON object with sliceType, sliceProfile (including latencyTarget, reliability, throughput with downlink/uplink, maxNumberOfUEs), areaOfService, and... | Could you configure a mission-critical network slice for warehouse fulfillment robotics in Healthcare Park? It should offer sub-20 ms latency, 150/25 Mbps DL/UL, and support for 1000 endpoints. | {
"networkSliceBooking": {
"sliceType": "MPS",
"sliceProfile": {
"latencyTarget": 20,
"reliability": 99.9999,
"throughput": {
"downlink": 150,
"uplink": 25
},
"maxNumberOfUEs": 1000
},
"areaOfService": {
"region": "Healthcare Park",
"center": {... | could you configure a mission-critical network slice for <use_case> in <region>? it should offer sub-<num> ms latency, <num>/<num> mbps dl/ul, and support for <num> endpoints. | tpl_63a0b6e99b8b | scn_c1cea714e5dde469 | jsonstruct_afb65569818f537c | networkSliceBooking | true | true | true | true | true | 2,048 | 424 | true | true | 0.013461 | 0.004994 | 0.013461 | train_base |
4b28662a5734 | [
{
"role": "system",
"content": "You are a 3GPP Intent-Driven Management system compliant with TS 28.312 v18.8.0. Given a natural language network intent, output a valid 3GPP intent JSON object with intentExpectation containing expectationId, expectationVerb, expectationObject (with objectType and objectInst... | intent_3gpp | HMTC | 5 | 000001 | AGV fleet management | manufacturing | Industrial Zone North | 2 | 99.99999 | 2,000 | 50 | 1,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 4b28662a5734 | single_turn | You are a 3GPP Intent-Driven Management system compliant with TS 28.312 v18.8.0. Given a natural language network intent, output a valid 3GPP intent JSON object with intentExpectation containing expectationId, expectationVerb, expectationObject (with objectType and objectInstance including sNSSAI), expectationTargets (... | We are seeking a 6G HMTC slice for the AGV fleet management application in Industrial Zone North. Key requirements are 2 ms latency, 2000 Mbps DL, 50 Mbps UL, and the ability to handle 1000 connected devices. | {
"intent": {
"id": "intent-HMTC-b7a5684a133c",
"name": "Agv Fleet Management HMTC Intent",
"lifecycleStatus": "active",
"intentExpectation": [
{
"expectationId": "exp-bd782e012f4c",
"expectationVerb": "ENSURE",
"expectationObject": {
"objectType": "NW_SLICE",
... | we are seeking a 6g hmtc slice for the <use_case> application in <region>. key requirements are <num> ms latency, <num> mbps dl, <num> mbps ul, and the ability to handle <num> connected devices. | tpl_9e4b4c5591ae | scn_e864a98640a4c220 | jsonstruct_7ef9b21573c6e0b2 | intent | true | true | true | true | true | 2,048 | 712 | true | true | 0.013433 | 0.004994 | 0.013433 | train_base |
f70d1e50c4a5 | [
{
"role": "system",
"content": "You are a TM Forum TMF921-compliant Intent Management system. Given a natural language network intent, output a valid TMF921 Intent Management API v4 JSON object. The response must include the full Intent resource with id, href, name, description, lifecycleState, priority, in... | tmf921 | URLLC | 2 | 000002 | predictive maintenance sensing | manufacturing | Factory Complex A | 2 | 99.999 | 150 | 25 | 50 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | f70d1e50c4a5 | single_turn | You are a TM Forum TMF921-compliant Intent Management system. Given a natural language network intent, output a valid TMF921 Intent Management API v4 JSON object. The response must include the full Intent resource with id, href, name, description, lifecycleState, priority, intentExpression containing IntentExpectation ... | To support predictive maintenance sensing in Factory Complex A, a network slice is required with a latency of 2 ms, capable of serving 50 devices, and offering 150 Mbps down and 25 Mbps up. | {
"id": "intent-c80f77194573",
"href": "/tmf-api/intentManagement/v4/intent/intent-c80f77194573",
"name": "URLLC Slice - Predictive Maintenance Sensing",
"description": "Intent for predictive maintenance sensing at Factory Complex A with URLLC service level",
"lifecycleState": "Active",
"priority": 1,
"in... | to support <use_case> in <region>, a network slice is required with a latency of <num> ms, capable of serving <num> devices, and offering <num> mbps down and <num> mbps up. | tpl_777df08a12c5 | scn_d42ffd641f134ce3 | jsonstruct_295d771eeadc77de | tmf921_root | true | true | true | true | true | 2,048 | 1,275 | true | true | 0.013477 | 0.004994 | 0.013477 | train_base |
9569e55d8d14 | [
{
"role": "system",
"content": "You are a 5G/6G network orchestrator integrated with the CAMARA NetworkSliceBooking API. Given a natural language network intent, output a valid CAMARA NetworkSliceBooking JSON object with sliceType, sliceProfile (including latencyTarget, reliability, throughput with downlink... | camara | eMBB | 1 | 000002 | fleet route optimization | logistics | Healthcare Park | 80 | 99.5 | 300 | 200 | 500 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 9569e55d8d14 | single_turn | You are a 5G/6G network orchestrator integrated with the CAMARA NetworkSliceBooking API. Given a natural language network intent, output a valid CAMARA NetworkSliceBooking JSON object with sliceType, sliceProfile (including latencyTarget, reliability, throughput with downlink/uplink, maxNumberOfUEs), areaOfService, and... | Critical: Deploy an eMBB slice in Healthcare Park for fleet route optimization with 300 Mbps download speed, 200 Mbps upload speed, and a latency limit of 80 ms, accommodating 500 users. | {
"networkSliceBooking": {
"sliceType": "eMBB",
"sliceProfile": {
"latencyTarget": 80,
"reliability": 99.5,
"throughput": {
"downlink": 300,
"uplink": 200
},
"maxNumberOfUEs": 500
},
"areaOfService": {
"region": "Healthcare Park",
"center": {
... | critical: deploy an embb slice in <region> for <use_case> with <num> mbps download speed, <num> mbps upload speed, and a latency limit of <num> ms, accommodating <num> users. | tpl_a27d7dfc4683 | scn_408ba0abfb964479 | jsonstruct_afb65569818f537c | networkSliceBooking | true | true | true | true | true | 2,048 | 390 | true | true | 0.013461 | 0.004994 | 0.013461 | train_base |
387007c002e9 | [
{
"role": "system",
"content": "You are a 3GPP Intent-Driven Management system compliant with TS 28.312 v18.8.0. Given a natural language network intent, output a valid 3GPP intent JSON object with intentExpectation containing expectationId, expectationVerb, expectationObject (with objectType and objectInst... | intent_3gpp | MPS | 5 | 000003 | wildfire drone surveillance | public_safety | Border Sector C | 30 | 99.9999 | 75 | 10 | 50 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 387007c002e9 | single_turn | You are a 3GPP Intent-Driven Management system compliant with TS 28.312 v18.8.0. Given a natural language network intent, output a valid 3GPP intent JSON object with intentExpectation containing expectationId, expectationVerb, expectationObject (with objectType and objectInstance including sNSSAI), expectationTargets (... | Configure a mission-critical public safety slice for wildfire drone surveillance at Border Sector C. This requires 30 ms max latency, 99.9999% reliability, 75 Mbps DL, 10 Mbps UL throughput for 50 first responder devices. | {
"intent": {
"id": "intent-MPS-089d3d7d3bbd",
"name": "Wildfire Drone Surveillance MPS Intent",
"lifecycleStatus": "active",
"intentExpectation": [
{
"expectationId": "exp-e1865043010a",
"expectationVerb": "ENSURE",
"expectationObject": {
"objectType": "NW_SLIC... | configure a mission-critical public safety slice for <use_case> at <region>. this requires <num> ms max latency, <num>% reliability, <num> mbps dl, <num> mbps ul throughput for <num> first responder devices. | tpl_7f08344411d9 | scn_602fec1dc22dea87 | jsonstruct_7ef9b21573c6e0b2 | intent | true | true | true | true | true | 2,048 | 706 | true | true | 0.057735 | 0.004994 | 0.057735 | train_base |
3f25d11895fd | [
{
"role": "system",
"content": "You are a TM Forum TMF921-compliant Intent Management system. Given a natural language network intent, output a valid TMF921 Intent Management API v4 JSON object. The response must include the full Intent resource with id, href, name, description, lifecycleState, priority, in... | tmf921 | V2X | 4 | 000001 | last-mile delivery tracking | logistics | Factory Complex A | 5 | 99.99 | 200 | 75 | 1,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 3f25d11895fd | single_turn | You are a TM Forum TMF921-compliant Intent Management system. Given a natural language network intent, output a valid TMF921 Intent Management API v4 JSON object. The response must include the full Intent resource with id, href, name, description, lifecycleState, priority, intentExpression containing IntentExpectation ... | For our last-mile delivery tracking deployment in Factory Complex A, we need a dedicated vehicular communications slice that supports 200 Mbps down and 75 Mbps up, with a maximum latency of 5 ms and can handle up to 1000 connected vehicles. | {
"id": "intent-9e57cc540c90",
"href": "/tmf-api/intentManagement/v4/intent/intent-9e57cc540c90",
"name": "V2X Slice - Last-Mile Delivery Tracking",
"description": "Intent for last-mile delivery tracking at Factory Complex A with V2X service level",
"lifecycleState": "Active",
"priority": 3,
"intentExpres... | for our <use_case> deployment in <region>, we need a dedicated vehicular communications slice that supports <num> mbps down and <num> mbps up, with a maximum latency of <num> ms and can handle up to <num> connected vehicles. | tpl_63eae055e7b7 | scn_75fb81b0fba515eb | jsonstruct_295d771eeadc77de | tmf921_root | true | true | true | true | true | 2,048 | 1,284 | true | true | 0.013477 | 0.004994 | 0.013477 | train_base |
30e7d0d1b4ac | [
{
"role": "system",
"content": "You are an ETSI ZSM (Zero-touch Service Management) compliant intent handler following ETSI GS ZSM 009-1. Given a natural language network intent, output a valid ETSI ZSM Intent JSON object with intentId, intentType, intentOwner, intentExpression containing objectives with KP... | etsi_zsm | URLLC | 2 | 000003 | EV charging coordination | automotive | Medical Center District | 7 | 99.999 | 300 | 50 | 10 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 30e7d0d1b4ac | single_turn | You are an ETSI ZSM (Zero-touch Service Management) compliant intent handler following ETSI GS ZSM 009-1. Given a natural language network intent, output a valid ETSI ZSM Intent JSON object with intentId, intentType, intentOwner, intentExpression containing objectives with KPI targets, constraints, and context (tempora... | Our automotive operation requires an ultra-reliable connection for EV charging coordination. Deploy at Medical Center District with sub-7 ms latency, 99.999% packet delivery reliability, 300 Mbps downlink, 50 Mbps uplink, 10 max UEs. | {
"zsmIntent": {
"intentId": "zsm-intent-0d3f3e6a7463",
"intentType": "NetworkSliceIntent",
"intentOwner": {
"ownerId": "owner-ff3e6f",
"ownerType": "ManagementFunction",
"ownerDomain": "automotive_management"
},
"intentExpression": {
"objectives": [
{
"ob... | our <sector> operation requires an ultra-reliable connection for <use_case>. deploy at <region> with sub-<num> ms latency, <num>% packet delivery reliability, <num> mbps downlink, <num> mbps uplink, <num> max ues. | tpl_418bc6d4f22c | scn_5e67d52efe401ba4 | jsonstruct_ac37180e6428f2c0 | zsmIntent | true | true | true | true | true | 2,048 | 894 | true | true | 0.013422 | 0.004994 | 0.013422 | train_base |
a021c064e44a | [
{
"role": "system",
"content": "You are a TM Forum TMF921-compliant Intent Management system. Given a natural language network intent, output a valid TMF921 Intent Management API v4 JSON object. The response must include the full Intent resource with id, href, name, description, lifecycleState, priority, in... | tmf921 | HMTC | 5 | 000002 | greenhouse climate automation | agriculture | Rural Coverage Area | 3 | 99.99999 | 2,000 | 500 | 1,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | a021c064e44a | single_turn | You are a TM Forum TMF921-compliant Intent Management system. Given a natural language network intent, output a valid TMF921 Intent Management API v4 JSON object. The response must include the full Intent resource with id, href, name, description, lifecycleState, priority, intentExpression containing IntentExpectation ... | We are seeking a 6G HMTC slice for the greenhouse climate automation application in Rural Coverage Area. Key requirements are 3 ms latency, 2000 Mbps DL, 500 Mbps UL, and the ability to handle 1000 connected devices. | {
"id": "intent-7415cbe50002",
"href": "/tmf-api/intentManagement/v4/intent/intent-7415cbe50002",
"name": "HMTC Slice - Greenhouse Climate Automation",
"description": "Intent for greenhouse climate automation at Rural Coverage Area with HMTC service level",
"lifecycleState": "Active",
"priority": 4,
"inte... | we are seeking a 6g hmtc slice for the <use_case> application in <region>. key requirements are <num> ms latency, <num> mbps dl, <num> mbps ul, and the ability to handle <num> connected devices. | tpl_9e4b4c5591ae | scn_364d35c5e87c53c0 | jsonstruct_295d771eeadc77de | tmf921_root | true | true | true | true | true | 2,048 | 1,291 | true | true | 0.058026 | 0.004994 | 0.058026 | train_base |
ee41ea7cd951 | [
{
"role": "system",
"content": "You are a 3GPP Intent-Driven Management system compliant with TS 28.312 v18.8.0. Given a natural language network intent, output a valid 3GPP intent JSON object with intentExpectation containing expectationId, expectationVerb, expectationObject (with objectType and objectInst... | intent_3gpp | eMBB | 1 | 000003 | joint force C2 network | defense | Naval Port Zone | 80 | 99.9 | 300 | 50 | 1,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | ee41ea7cd951 | single_turn | You are a 3GPP Intent-Driven Management system compliant with TS 28.312 v18.8.0. Given a natural language network intent, output a valid 3GPP intent JSON object with intentExpectation containing expectationId, expectationVerb, expectationObject (with objectType and objectInstance including sNSSAI), expectationTargets (... | We require an eMBB network slice in Naval Port Zone for joint force C2 network that guarantees 300 Mbps download, 50 Mbps upload, and end-to-end latency below 80 ms, capable of handling 1000 users. | {
"intent": {
"id": "intent-eMBB-d4418407a186",
"name": "Joint Force C2 Network eMBB Intent",
"lifecycleStatus": "active",
"intentExpectation": [
{
"expectationId": "exp-7593075f9b6e",
"expectationVerb": "DELIVER",
"expectationObject": {
"objectType": "NW_SLICE"... | we require an embb network slice in <region> for <use_case> that guarantees <num> mbps download, <num> mbps upload, and end-to-end latency below <num> ms, capable of handling <num> users. | tpl_f8ee7d970180 | scn_3786e50c5d99d594 | jsonstruct_7ef9b21573c6e0b2 | intent | true | true | true | true | true | 2,048 | 711 | true | true | 0.055132 | 0.004994 | 0.055132 | train_base |
b912b3f1b94f | [
{
"role": "system",
"content": "You are a 5G O1 interface configuration manager compliant with 3GPP TS 28.541 NR Network Resource Model. Given a natural language request, output a valid O1 NRM configuration JSON with ManagedElement, GNBDUFunction, NRCellDU (including cellLocalId, arfcnDL, bSChannelBwDL), an... | o1_nrm | MPS | 5 | 000003 | search and rescue communications | public_safety | Industrial Zone North | 30 | 99.9999 | 25 | 10 | 5,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | b912b3f1b94f | single_turn | You are a 5G O1 interface configuration manager compliant with 3GPP TS 28.541 NR Network Resource Model. Given a natural language request, output a valid O1 NRM configuration JSON with ManagedElement, GNBDUFunction, NRCellDU (including cellLocalId, arfcnDL, bSChannelBwDL), and rrmPolicyMemberList (with snssai, rrmPolic... | For the search and rescue communications project in Industrial Zone North, we need a network slice with sub-30 ms latency, 25/10 Mbps DL/UL, and the ability to handle 5000 simultaneous endpoints. | {
"ManagedElement": {
"id": "gNB-010",
"GNBDUFunction": {
"id": "DU-026",
"gNBId": 10,
"gNBIdLength": 22,
"NRCellDU": {
"id": "NRCellDU-026-004",
"cellLocalId": 4,
"operationalState": "ENABLED",
"administrativeState": "UNLOCKED",
"nrFrequencyRef"... | for the <use_case> project in <region>, we need a network slice with sub-<num> ms latency, <num>/<num> mbps dl/ul, and the ability to handle <num> simultaneous endpoints. | tpl_8a41e4c96b92 | scn_b59cc70a54de8fa4 | jsonstruct_243881afe5ee15a5 | ManagedElement | true | true | true | true | true | 2,048 | 546 | true | true | 0.013433 | 0.004994 | 0.013433 | train_base |
0abaa5ab2efe | [
{
"role": "system",
"content": "You are a 5G/6G network orchestrator integrated with the CAMARA NetworkSliceBooking API. Given a natural language network intent, output a valid CAMARA NetworkSliceBooking JSON object with sliceType, sliceProfile (including latencyTarget, reliability, throughput with downlink... | camara | URLLC | 2 | 000003 | AMBER alert broadcast system | public_safety | Factory Complex A | 2 | 99.9999 | 100 | 10 | 500 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 0abaa5ab2efe | single_turn | You are a 5G/6G network orchestrator integrated with the CAMARA NetworkSliceBooking API. Given a natural language network intent, output a valid CAMARA NetworkSliceBooking JSON object with sliceType, sliceProfile (including latencyTarget, reliability, throughput with downlink/uplink, maxNumberOfUEs), areaOfService, and... | In order to facilitate AMBER alert broadcast system in Factory Complex A, we need a URLLC-grade slice with a performance envelope of 2 ms max latency, 99.9999% reliability, 100 Mbps/10 Mbps DL/UL, and up to 500 UEs supported. | {
"networkSliceBooking": {
"sliceType": "URLLC",
"sliceProfile": {
"latencyTarget": 2,
"reliability": 99.9999,
"throughput": {
"downlink": 100,
"uplink": 10
},
"maxNumberOfUEs": 500
},
"areaOfService": {
"region": "Factory Complex A",
"center":... | in order to facilitate <use_case> in <region>, we need a urllc-grade slice with a performance envelope of <num> ms max latency, <num>% reliability, <num> mbps/<num> mbps dl/ul, and up to <num> ues supported. | tpl_f3019fd6445c | scn_8d89c808f869452a | jsonstruct_afb65569818f537c | networkSliceBooking | true | true | true | true | true | 2,048 | 414 | true | true | 0.013477 | 0.004994 | 0.013477 | train_base |
c70eb0947b74 | [
{
"role": "system",
"content": "You are an ETSI ZSM (Zero-touch Service Management) compliant intent handler following ETSI GS ZSM 009-1. Given a natural language network intent, output a valid ETSI ZSM Intent JSON object with intentId, intentType, intentOwner, intentExpression containing objectives with KP... | etsi_zsm | mMTC | 3 | 000002 | industrial AR assembly guidance | manufacturing | Medical Center District | 500 | 99 | 25 | 10 | 5,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | c70eb0947b74 | single_turn | You are an ETSI ZSM (Zero-touch Service Management) compliant intent handler following ETSI GS ZSM 009-1. Given a natural language network intent, output a valid ETSI ZSM Intent JSON object with intentId, intentType, intentOwner, intentExpression containing objectives with KPI targets, constraints, and context (tempora... | Deploy a massive machine-type communications slice for industrial AR assembly guidance. Area: Medical Center District. Device density: 5000 endpoints. Aggregate throughput: 25 Mbps DL, 10 Mbps UL. Latency: up to 500 ms acceptable. Reliability: 99%. | {
"zsmIntent": {
"intentId": "zsm-intent-11bc11503ab0",
"intentType": "QoSIntent",
"intentOwner": {
"ownerId": "owner-9f5106",
"ownerType": "ManagementFunction",
"ownerDomain": "manufacturing_management"
},
"intentExpression": {
"objectives": [
{
"objectiv... | deploy a massive machine-type communications slice for <use_case>. area: <region>. device density: <num> endpoints. aggregate throughput: <num> mbps dl, <num> mbps ul. latency: up to <num> ms acceptable. reliability: <num>%. | tpl_4bd502204cbc | scn_71ea16f859f54088 | jsonstruct_ac37180e6428f2c0 | zsmIntent | true | true | true | true | true | 2,048 | 899 | true | true | 0.013422 | 0.004994 | 0.013422 | train_base |
6d142a1feae0 | [
{
"role": "system",
"content": "You are a 3GPP Intent-Driven Management system compliant with TS 28.312 v18.8.0. Given a natural language network intent, output a valid 3GPP intent JSON object with intentExpectation containing expectationId, expectationVerb, expectationObject (with objectType and objectInst... | intent_3gpp | URLLC | 2 | 000001 | supply chain visibility | retail | Shopping Mall Complex | 7 | 99.999 | 50 | 75 | 20 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 6d142a1feae0 | single_turn | You are a 3GPP Intent-Driven Management system compliant with TS 28.312 v18.8.0. Given a natural language network intent, output a valid 3GPP intent JSON object with intentExpectation containing expectationId, expectationVerb, expectationObject (with objectType and objectInstance including sNSSAI), expectationTargets (... | Please allocate a mission-critical URLLC network slice for supply chain visibility within the Shopping Mall Complex region. Key requirements include a latency budget of 7 ms, 99.999% reliability, and throughput of 50 Mbps DL and 75 Mbps UL, supporting up to 20 devices. | {
"intent": {
"id": "intent-URLLC-36beb173eed5",
"name": "Supply Chain Visibility URLLC Intent",
"lifecycleStatus": "active",
"intentExpectation": [
{
"expectationId": "exp-73a7c08aa443",
"expectationVerb": "ENSURE",
"expectationObject": {
"objectType": "NW_SLIC... | please allocate a mission-critical urllc network slice for <use_case> within the <region> region. key requirements include a latency budget of <num> ms, <num>% reliability, and throughput of <num> mbps dl and <num> mbps ul, supporting up to <num> devices. | tpl_5f1994e48d3e | scn_843d9fad064e66cb | jsonstruct_7ef9b21573c6e0b2 | intent | true | true | true | true | true | 2,048 | 711 | true | true | 0.062017 | 0.004994 | 0.062017 | train_base |
8d4929aa9067 | [
{
"role": "system",
"content": "You are a TM Forum TMF921-compliant Intent Management system. Given a natural language network intent, output a valid TMF921 Intent Management API v4 JSON object. The response must include the full Intent resource with id, href, name, description, lifecycleState, priority, in... | tmf921 | V2X | 4 | 000002 | AR product visualization | retail | Hospital Campus | 10 | 99.999 | 150 | 100 | 100 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 8d4929aa9067 | single_turn | You are a TM Forum TMF921-compliant Intent Management system. Given a natural language network intent, output a valid TMF921 Intent Management API v4 JSON object. The response must include the full Intent resource with id, href, name, description, lifecycleState, priority, intentExpression containing IntentExpectation ... | Set up a vehicle-to-everything communication slice for AR product visualization in Hospital Campus. Latency must be under 10 ms with 99.999% reliability. Throughput: 150 Mbps DL, 100 Mbps UL for 100 vehicles. | {
"id": "intent-0c10323f38e0",
"href": "/tmf-api/intentManagement/v4/intent/intent-0c10323f38e0",
"name": "V2X Slice - Ar Product Visualization",
"description": "Intent for AR product visualization at Hospital Campus with V2X service level",
"lifecycleState": "Active",
"priority": 1,
"intentExpression": {... | set up a vehicle-to-everything communication slice for <use_case> in <region>. latency must be under <num> ms with <num>% reliability. throughput: <num> mbps dl, <num> mbps ul for <num> vehicles. | tpl_faa2df0e87ac | scn_57cadd3f4f1fc07b | jsonstruct_295d771eeadc77de | tmf921_root | true | true | true | true | true | 2,048 | 1,288 | true | true | 0.013828 | 0.004994 | 0.013828 | train_base |
b53c6ee83732 | [
{
"role": "system",
"content": "You are a 3GPP Intent-Driven Management system compliant with TS 28.312 v18.8.0. Given a natural language network intent, output a valid 3GPP intent JSON object with intentExpectation containing expectationId, expectationVerb, expectationObject (with objectType and objectInst... | intent_3gpp | mMTC | 3 | 000003 | runway FOD detection | aviation | Healthcare Park | 500 | 99 | 0.5 | 5 | 1,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | b53c6ee83732 | single_turn | You are a 3GPP Intent-Driven Management system compliant with TS 28.312 v18.8.0. Given a natural language network intent, output a valid 3GPP intent JSON object with intentExpectation containing expectationId, expectationVerb, expectationObject (with objectType and objectInstance including sNSSAI), expectationTargets (... | We're deploying 1000 IoT devices for runway FOD detection at Healthcare Park. Need a dedicated slice with 0.5 Mbps DL, 5 Mbps UL, 500 ms max latency, and 99% reliability. | {
"intent": {
"id": "intent-mMTC-4423f00aa17f",
"name": "Runway Fod Detection mMTC Intent",
"lifecycleStatus": "active",
"intentExpectation": [
{
"expectationId": "exp-4831fa11fde3",
"expectationVerb": "ENSURE",
"expectationObject": {
"objectType": "NW_SLICE",
... | we're deploying <num> iot devices for <use_case> at <region>. need a dedicated slice with <num> mbps dl, <num> mbps ul, <num> ms max latency, and <num>% reliability. | tpl_6b1d21d0b43a | scn_2a693d535c57e420 | jsonstruct_d902f84b60806f42 | intent | true | true | true | true | true | 2,048 | 700 | true | true | 0.013461 | 0.004994 | 0.013461 | train_base |
98259612f99d | [
{
"role": "system",
"content": "You are a 3GPP Intent-Driven Management system compliant with TS 28.312 v18.8.0. Given a natural language network intent, output a valid 3GPP intent JSON object with intentExpectation containing expectationId, expectationVerb, expectationObject (with objectType and objectInst... | intent_3gpp | V2X | 4 | 000002 | AMBER alert broadcast system | public_safety | Hospital Campus | 20 | 99.9999 | 150 | 75 | 500 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 98259612f99d | single_turn | You are a 3GPP Intent-Driven Management system compliant with TS 28.312 v18.8.0. Given a natural language network intent, output a valid 3GPP intent JSON object with intentExpectation containing expectationId, expectationVerb, expectationObject (with objectType and objectInstance including sNSSAI), expectationTargets (... | URGENT: Our public_safety project in Hospital Campus demands a V2X slice for AMBER alert broadcast system with strict latency requirements (≤20 ms), robust reliability (≥99.9999%), and sufficient bandwidth (150 Mbps DL, 75 Mbps UL) to handle 500 UEs. | {
"intent": {
"id": "intent-V2X-df3965b25cda",
"name": "Amber Alert Broadcast System V2X Intent",
"lifecycleStatus": "active",
"intentExpectation": [
{
"expectationId": "exp-6ae6dce4e99c",
"expectationVerb": "ENSURE",
"expectationObject": {
"objectType": "NW_SLI... | urgent: our <sector> project in <region> demands a v2x slice for <use_case> with strict latency requirements (≤<num> ms), robust reliability (≥<num>%), and sufficient bandwidth (<num> mbps dl, <num> mbps ul) to handle <num> ues. | tpl_1968a54cf5e5 | scn_9590219cc87a6997 | jsonstruct_7ef9b21573c6e0b2 | intent | true | true | true | true | true | 2,048 | 725 | true | true | 0.013828 | 0.004994 | 0.013828 | train_base |
6f66f4ad8240 | [
{
"role": "system",
"content": "You are a TM Forum TMF921-compliant Intent Management system with input validation. Given a natural language network intent, first validate for completeness, consistency, and feasibility. Output an error response for invalid/ambiguous/contradictory/out-of-scope requests."
}... | adversarial_out_of_scope | N/A | 0 | 000000 | adversarial_out_of_scope | adversarial | N/A | 0 | 0 | 0 | 0 | 0 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 6f66f4ad8240 | single_turn | You are a TM Forum TMF921-compliant Intent Management system with input validation. Given a natural language network intent, first validate for completeness, consistency, and feasibility. Output an error response for invalid/ambiguous/contradictory/out-of-scope requests. | Request for a list of local volunteer opportunities | {
"status": "OUT_OF_SCOPE",
"message": "Request outside scope. This system handles 5G/6G network slice intent translation only.",
"supportedOperations": [
"slice creation",
"lifecycle management",
"SLA assurance"
]
} | request for a list of local volunteer opportunities | tpl_6d8128365388 | scn_67d9436d5ad72827 | jsonstruct_ba2ef91dfa6fd032 | status+message+supportedOperations | true | true | true | true | true | 2,048 | 129 | true | true | 0.077615 | 0.004994 | 0.776151 | train_base |
ab50a6f316a7 | [
{
"role": "system",
"content": "You are a 3GPP Intent-Driven Management system compliant with TS 28.312 v18.8.0. Given a natural language network intent, output a valid 3GPP intent JSON object with intentExpectation containing expectationId, expectationVerb, expectationObject (with objectType and objectInst... | intent_3gpp | eMBB | 1 | 000001 | drone detection and mitigation | aviation | Medical Center District | 30 | 99.99 | 200 | 50 | 10,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | ab50a6f316a7 | single_turn | You are a 3GPP Intent-Driven Management system compliant with TS 28.312 v18.8.0. Given a natural language network intent, output a valid 3GPP intent JSON object with intentExpectation containing expectationId, expectationVerb, expectationObject (with objectType and objectInstance including sNSSAI), expectationTargets (... | Our aviation department needs a dedicated network slice for drone detection and mitigation operations in Medical Center District, with key performance targets of 200 Mbps DL, 50 Mbps UL, and a maximum latency of 30 ms, catering to 10000 users. | {
"intent": {
"id": "intent-eMBB-1842fc658481",
"name": "Drone Detection And Mitigation eMBB Intent",
"lifecycleStatus": "active",
"intentExpectation": [
{
"expectationId": "exp-319d85d00508",
"expectationVerb": "DELIVER",
"expectationObject": {
"objectType": "N... | our <sector> department needs a dedicated network slice for <use_case> operations in <region>, with key performance targets of <num> mbps dl, <num> mbps ul, and a maximum latency of <num> ms, catering to <num> users. | tpl_3bc06747f281 | scn_f005d2142c94968b | jsonstruct_7ef9b21573c6e0b2 | intent | true | true | true | true | true | 2,048 | 716 | true | true | 0.013422 | 0.004994 | 0.013422 | train_base |
67db532c411a | [
{
"role": "system",
"content": "You are a TMF921-compliant Intent Lifecycle Manager. Given a request to activate an intent, output the TMF921 Intent PATCH operation JSON that transitions the intent to Active state and initiates fulfillment."
},
{
"role": "user",
"content": "Please activate inten... | tmf921_lifecycle_activate | V2X | 4 | 000001 | first responder PTT network | public_safety | Healthcare Park | 3 | 99.999 | 300 | 150 | 5,000 | activate | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 67db532c411a | single_turn | You are a TMF921-compliant Intent Lifecycle Manager. Given a request to activate an intent, output the TMF921 Intent PATCH operation JSON that transitions the intent to Active state and initiates fulfillment. | Please activate intent intent-fd1f2a7570fb for first responder PTT network. Start the network slice provisioning now. | {
"intentPatch": {
"id": "intent-fd1f2a7570fb",
"lifecycleState": "Active",
"fulfillmentInfo": {
"fulfillmentStatus": "InProgress",
"fulfillmentDate": "2026-04-24T09:11:31Z",
"activationTrigger": "ManualActivation"
},
"@type": "IntentUpdate"
}
} | please activate intent intent-<hex> for <use_case>. start the network slice provisioning now. | tpl_5a527ce25737 | scn_fddbb2f1a009866c | jsonstruct_ac1a8f49ce8a5fc5 | intentPatch | true | true | true | true | true | 2,048 | 183 | true | true | 0.013461 | 0.068843 | 0.067304 | train_base |
c71877092ec0 | [
{
"role": "system",
"content": "You are a 3GPP Intent-Driven Management system compliant with TS 28.312 v18.8.0. Given a natural language network intent, output a valid 3GPP intent JSON object with intentExpectation containing expectationId, expectationVerb, expectationObject (with objectType and objectInst... | intent_3gpp | MPS | 5 | 000004 | autonomous vehicle platooning | automotive | Hospital Campus | 20 | 99.999 | 25 | 25 | 10 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | c71877092ec0 | single_turn | You are a 3GPP Intent-Driven Management system compliant with TS 28.312 v18.8.0. Given a natural language network intent, output a valid 3GPP intent JSON object with intentExpectation containing expectationId, expectationVerb, expectationObject (with objectType and objectInstance including sNSSAI), expectationTargets (... | Urgent public safety requirement: autonomous vehicle platooning at Hospital Campus. Allocate dedicated MPS slice with 20 ms latency ceiling, 99.999% reliability floor, 25 Mbps DL, 25 Mbps UL, capacity 10 devices. | {
"intent": {
"id": "intent-MPS-5b208c7fbe9c",
"name": "Autonomous Vehicle Platooning MPS Intent",
"lifecycleStatus": "active",
"intentExpectation": [
{
"expectationId": "exp-7dca1174fb99",
"expectationVerb": "ENSURE",
"expectationObject": {
"objectType": "NW_SL... | urgent public safety requirement: <use_case> at <region>. allocate dedicated mps slice with <num> ms latency ceiling, <num>% reliability floor, <num> mbps dl, <num> mbps ul, capacity <num> devices. | tpl_68539070d455 | scn_ec3b8e4701d25d44 | jsonstruct_7ef9b21573c6e0b2 | intent | true | true | true | true | true | 2,048 | 704 | true | true | 0.013828 | 0.004994 | 0.013828 | train_base |
ce17b79bdd1d | [
{
"role": "system",
"content": "You are an ETSI ZSM (Zero-touch Service Management) compliant intent handler following ETSI GS ZSM 009-1. Given a natural language network intent, output a valid ETSI ZSM Intent JSON object with intentId, intentType, intentOwner, intentExpression containing objectives with KP... | etsi_zsm | MPS | 5 | 000003 | joint force C2 network | defense | Naval Port Zone | 20 | 99.999 | 75 | 25 | 100 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | ce17b79bdd1d | single_turn | You are an ETSI ZSM (Zero-touch Service Management) compliant intent handler following ETSI GS ZSM 009-1. Given a natural language network intent, output a valid ETSI ZSM Intent JSON object with intentId, intentType, intentOwner, intentExpression containing objectives with KPI targets, constraints, and context (tempora... | In the Naval Port Zone sector, a priority public safety network slice is needed for joint force C2 network, requiring a latency of ≤20 ms, DL throughput of 75 Mbps, UL throughput of 25 Mbps, and the capacity to support 100 user devices with preemption priority. | {
"zsmIntent": {
"intentId": "zsm-intent-7d4a5ac390fe",
"intentType": "QoSIntent",
"intentOwner": {
"ownerId": "owner-741ee7",
"ownerType": "ManagementFunction",
"ownerDomain": "defense_management"
},
"intentExpression": {
"objectives": [
{
"objectiveId": ... | in the <region> sector, a priority public safety network slice is needed for <use_case>, requiring a latency of ≤<num> ms, dl throughput of <num> mbps, ul throughput of <num> mbps, and the capacity to support <num> user devices with preemption priority. | tpl_353ebc2a2339 | scn_8bd8c109515f0272 | jsonstruct_ac37180e6428f2c0 | zsmIntent | true | true | true | true | true | 2,048 | 900 | true | true | 0.055132 | 0.004994 | 0.055132 | train_base |
55ab4f48b7ac | [
{
"role": "system",
"content": "You are a TM Forum TMF921-compliant Intent Management system. Given a natural language network intent, output a valid TMF921 Intent Management API v4 JSON object. The response must include the full Intent resource with id, href, name, description, lifecycleState, priority, in... | tmf921 | HMTC | 5 | 000001 | power line drone inspection | energy | Wind Farm Zone | 3 | 99.99999 | 100 | 100 | 1,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 55ab4f48b7ac | single_turn | You are a TM Forum TMF921-compliant Intent Management system. Given a natural language network intent, output a valid TMF921 Intent Management API v4 JSON object. The response must include the full Intent resource with id, href, name, description, lifecycleState, priority, intentExpression containing IntentExpectation ... | Configure an HMTC slice for next-gen power line drone inspection in Wind Farm Zone. This requires deterministic 3 ms latency, 99.99999% reliability, 100/100 Mbps DL/UL, supporting 1000 connected machines. | {
"id": "intent-643e11c19e6f",
"href": "/tmf-api/intentManagement/v4/intent/intent-643e11c19e6f",
"name": "HMTC Slice - Power Line Drone Inspection",
"description": "Intent for power line drone inspection at Wind Farm Zone with HMTC service level",
"lifecycleState": "Active",
"priority": 3,
"intentExpress... | configure an hmtc slice for next-gen <use_case> in <region>. this requires deterministic <num> ms latency, <num>% reliability, <num>/<num> mbps dl/ul, supporting <num> connected machines. | tpl_ea7b63d611a0 | scn_49f07f9b571b9742 | jsonstruct_295d771eeadc77de | tmf921_root | true | true | true | true | true | 2,048 | 1,288 | true | true | 0.062869 | 0.004994 | 0.062869 | train_base |
88469ade3193 | [
{
"role": "system",
"content": "You are a 3GPP Intent-Driven Management system compliant with TS 28.312 v18.8.0. Given a natural language network intent, output a valid 3GPP intent JSON object with intentExpectation containing expectationId, expectationVerb, expectationObject (with objectType and objectInst... | intent_3gpp | eMBB | 1 | 000003 | V2X intersection management | automotive | Medical Center District | 80 | 99.99 | 800 | 100 | 500 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 88469ade3193 | single_turn | You are a 3GPP Intent-Driven Management system compliant with TS 28.312 v18.8.0. Given a natural language network intent, output a valid 3GPP intent JSON object with intentExpectation containing expectationId, expectationVerb, expectationObject (with objectType and objectInstance including sNSSAI), expectationTargets (... | Deploy an eMBB slice in Medical Center District optimized for V2X intersection management. The service must guarantee 800 Mbps downstream, 100 Mbps upstream, with end-to-end latency not exceeding 80 ms. Reliability target is 99.99%. Maximum 500 users. | {
"intent": {
"id": "intent-eMBB-0b2e1e586c70",
"name": "V2X Intersection Management eMBB Intent",
"lifecycleStatus": "active",
"intentExpectation": [
{
"expectationId": "exp-081ffc4dedec",
"expectationVerb": "DELIVER",
"expectationObject": {
"objectType": "NW_S... | deploy an embb slice in <region> optimized for <use_case>. the service must guarantee <num> mbps downstream, <num> mbps upstream, with end-to-end latency not exceeding <num> ms. reliability target is <num>%. maximum <num> users. | tpl_954037d24f92 | scn_6bdfff31980de6fb | jsonstruct_7ef9b21573c6e0b2 | intent | true | true | true | true | true | 2,048 | 719 | true | true | 0.013422 | 0.004994 | 0.013422 | train_base |
dcc66785c181 | [
{
"role": "system",
"content": "You are an ETSI ZSM (Zero-touch Service Management) compliant intent handler following ETSI GS ZSM 009-1. Given a natural language network intent, output a valid ETSI ZSM Intent JSON object with intentId, intentType, intentOwner, intentExpression containing objectives with KP... | etsi_zsm | V2X | 4 | 000002 | warehouse robot fleet | logistics | Factory Complex A | 15 | 99.999 | 100 | 10 | 500 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | dcc66785c181 | single_turn | You are an ETSI ZSM (Zero-touch Service Management) compliant intent handler following ETSI GS ZSM 009-1. Given a natural language network intent, output a valid ETSI ZSM Intent JSON object with intentId, intentType, intentOwner, intentExpression containing objectives with KPI targets, constraints, and context (tempora... | To facilitate our logistics project's warehouse robot fleet in Factory Complex A, a V2X slice is required, featuring ≤15 ms latency, 100 Mbps DL, 10 Mbps UL, and a user capacity of 500 UEs. | {
"zsmIntent": {
"intentId": "zsm-intent-32549f4dbf26",
"intentType": "NetworkSliceIntent",
"intentOwner": {
"ownerId": "owner-8938dd",
"ownerType": "ManagementFunction",
"ownerDomain": "logistics_management"
},
"intentExpression": {
"objectives": [
{
"obj... | to facilitate our <sector> project's <use_case> in <region>, a v2x slice is required, featuring ≤<num> ms latency, <num> mbps dl, <num> mbps ul, and a user capacity of <num> ues. | tpl_e382984e2d89 | scn_6a01358c1985154f | jsonstruct_ac37180e6428f2c0 | zsmIntent | true | true | true | true | true | 2,048 | 893 | true | true | 0.013477 | 0.004994 | 0.013477 | train_base |
4786680e67db | [
{
"role": "system",
"content": "You are a 5G O1 interface configuration manager compliant with 3GPP TS 28.541 NR Network Resource Model. Given a natural language request, output a valid O1 NRM configuration JSON with ManagedElement, GNBDUFunction, NRCellDU (including cellLocalId, arfcnDL, bSChannelBwDL), an... | o1_nrm | eMBB | 1 | 000002 | power line drone inspection | energy | Solar Array Field | 20 | 99.95 | 300 | 50 | 5,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 4786680e67db | single_turn | You are a 5G O1 interface configuration manager compliant with 3GPP TS 28.541 NR Network Resource Model. Given a natural language request, output a valid O1 NRM configuration JSON with ManagedElement, GNBDUFunction, NRCellDU (including cellLocalId, arfcnDL, bSChannelBwDL), and rrmPolicyMemberList (with snssai, rrmPolic... | We're launching power line drone inspection at Solar Array Field and need dedicated network capacity. Please allocate a slice with 300 Mbps DL, 50 Mbps UL, latency below 20 ms, and capacity for 5000 devices at 99.95% availability. | {
"ManagedElement": {
"id": "gNB-016",
"GNBDUFunction": {
"id": "DU-043",
"gNBId": 16,
"gNBIdLength": 22,
"NRCellDU": {
"id": "NRCellDU-043-007",
"cellLocalId": 7,
"operationalState": "ENABLED",
"administrativeState": "UNLOCKED",
"nrFrequencyRef"... | we're launching <use_case> at <region> and need dedicated network capacity. please allocate a slice with <num> mbps dl, <num> mbps ul, latency below <num> ms, and capacity for <num> devices at <num>% availability. | tpl_c22fb4a23567 | scn_9a13e305da1570c1 | jsonstruct_243881afe5ee15a5 | ManagedElement | true | true | true | true | true | 2,048 | 559 | true | true | 0.055728 | 0.004994 | 0.055728 | train_base |
e511e5f9a907 | [
{
"role": "system",
"content": "You are a 5G/6G network orchestrator integrated with the CAMARA NetworkSliceBooking API. Given a natural language network intent, output a valid CAMARA NetworkSliceBooking JSON object with sliceType, sliceProfile (including latencyTarget, reliability, throughput with downlink... | camara | URLLC | 2 | 000002 | aircraft maintenance IoT | aviation | Runway Complex | 0.5 | 99.999 | 20 | 50 | 50 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | e511e5f9a907 | single_turn | You are a 5G/6G network orchestrator integrated with the CAMARA NetworkSliceBooking API. Given a natural language network intent, output a valid CAMARA NetworkSliceBooking JSON object with sliceType, sliceProfile (including latencyTarget, reliability, throughput with downlink/uplink, maxNumberOfUEs), areaOfService, and... | We need an ultra-reliable low-latency slice for aircraft maintenance IoT at Runway Complex. Critical requirements: latency must be below 0.5 ms, reliability at least 99.999%, with 20 Mbps downlink and 50 Mbps uplink for 50 devices. | {
"networkSliceBooking": {
"sliceType": "URLLC",
"sliceProfile": {
"latencyTarget": 0.5,
"reliability": 99.999,
"throughput": {
"downlink": 20,
"uplink": 50
},
"maxNumberOfUEs": 50
},
"areaOfService": {
"region": "Runway Complex",
"center": {
... | we need an ultra-reliable low-latency slice for <use_case> at <region>. critical requirements: latency must be below <num> ms, reliability at least <num>%, with <num> mbps downlink and <num> mbps uplink for <num> devices. | tpl_4fe9bcb49c25 | scn_a9de42effa02c158 | jsonstruct_540d8cd1e74f5f9a | networkSliceBooking | true | true | true | true | true | 2,048 | 428 | true | true | 0.056888 | 0.004994 | 0.056888 | train_base |
7f41a4298447 | [
{
"role": "system",
"content": "You are a 5G O1 interface configuration manager compliant with 3GPP TS 28.541 NR Network Resource Model. Given a natural language request, output a valid O1 NRM configuration JSON with ManagedElement, GNBDUFunction, NRCellDU (including cellLocalId, arfcnDL, bSChannelBwDL), an... | o1_nrm | V2X | 4 | 000002 | warehouse fulfillment robotics | retail | Healthcare Park | 3 | 99.99 | 50 | 150 | 5,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 7f41a4298447 | single_turn | You are a 5G O1 interface configuration manager compliant with 3GPP TS 28.541 NR Network Resource Model. Given a natural language request, output a valid O1 NRM configuration JSON with ManagedElement, GNBDUFunction, NRCellDU (including cellLocalId, arfcnDL, bSChannelBwDL), and rrmPolicyMemberList (with snssai, rrmPolic... | Provision a vehicular communications slice for warehouse fulfillment robotics in Healthcare Park. Maximum allowable latency: 3 ms. Reliability SLA: 99.99%. DL/UL throughput: 50/150 Mbps. Connected vehicles: up to 5000. | {
"ManagedElement": {
"id": "gNB-010",
"GNBDUFunction": {
"id": "DU-040",
"gNBId": 10,
"gNBIdLength": 22,
"NRCellDU": {
"id": "NRCellDU-040-003",
"cellLocalId": 3,
"operationalState": "ENABLED",
"administrativeState": "UNLOCKED",
"nrFrequencyRef"... | provision a vehicular communications slice for <use_case> in <region>. maximum allowable latency: <num> ms. reliability sla: <num>%. dl/ul throughput: <num>/<num> mbps. connected vehicles: up to <num>. | tpl_1f4deeddd9a2 | scn_e2d124b50121ad73 | jsonstruct_243881afe5ee15a5 | ManagedElement | true | true | true | true | true | 2,048 | 554 | true | true | 0.013461 | 0.004994 | 0.013461 | train_base |
2e335984a9a6 | [
{
"role": "system",
"content": "You are a TMF921-compliant Intent Lifecycle Manager. Given a suspension request, output the TMF921 Intent PATCH operation JSON that transitions the intent to Suspended state."
},
{
"role": "user",
"content": "Suspend intent 'URLLC Slice - Harbor Security Surveilla... | tmf921_lifecycle_suspend | URLLC | 2 | 000001 | harbor security surveillance | maritime | Factory Complex A | 7 | 99.9999 | 200 | 10 | 100 | suspend | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 2e335984a9a6 | single_turn | You are a TMF921-compliant Intent Lifecycle Manager. Given a suspension request, output the TMF921 Intent PATCH operation JSON that transitions the intent to Suspended state. | Suspend intent 'URLLC Slice - Harbor Security Surveillance' (ID: intent-ab4689254346) temporarily. Pause the network slice but retain the configuration for later reactivation. | {
"intentPatch": {
"id": "intent-ab4689254346",
"lifecycleState": "Suspended",
"fulfillmentInfo": {
"fulfillmentStatus": "Paused",
"suspensionDate": "2026-04-24T09:11:31Z",
"suspensionReason": "UserRequested",
"resourceRetentionPolicy": "RetainConfiguration"
},
"@type": "In... | suspend intent 'urllc slice - <use_case>' (id: intent-<hex>) temporarily. pause the network slice but retain the configuration for later reactivation. | tpl_33925f0140d3 | scn_f3bd0251471777e5 | jsonstruct_2bcf76b453a48a6d | intentPatch | true | true | true | true | true | 2,048 | 205 | true | true | 0.013477 | 0.069843 | 0.067383 | train_base |
a03e5a9a7671 | [
{
"role": "system",
"content": "You are a 3GPP Intent-Driven Management system compliant with TS 28.312 v18.8.0. Given a natural language network intent, output a valid 3GPP intent JSON object with intentExpectation containing expectationId, expectationVerb, expectationObject (with objectType and objectInst... | intent_3gpp | URLLC | 2 | 000001 | fleet route optimization | logistics | Factory Complex A | 1 | 99.9999 | 20 | 150 | 20 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | a03e5a9a7671 | single_turn | You are a 3GPP Intent-Driven Management system compliant with TS 28.312 v18.8.0. Given a natural language network intent, output a valid 3GPP intent JSON object with intentExpectation containing expectationId, expectationVerb, expectationObject (with objectType and objectInstance including sNSSAI), expectationTargets (... | Urgently required: Establish a mission-critical communications slice for fleet route optimization in the Factory Complex A area. Target latency: 1 ms; throughput: 20 Mbps DL, 150 Mbps UL. Device capacity: 20. | {
"intent": {
"id": "intent-URLLC-a70391046df5",
"name": "Fleet Route Optimization URLLC Intent",
"lifecycleStatus": "active",
"intentExpectation": [
{
"expectationId": "exp-2f4365a72cfa",
"expectationVerb": "DELIVER",
"expectationObject": {
"objectType": "NW_SL... | urgently required: establish a mission-critical communications slice for <use_case> in the <region> area. target latency: <num> ms; throughput: <num> mbps dl, <num> mbps ul. device capacity: <num>. | tpl_862e3d344380 | scn_f5cd7f27387beab2 | jsonstruct_7ef9b21573c6e0b2 | intent | true | true | true | true | true | 2,048 | 701 | true | true | 0.013477 | 0.004994 | 0.013477 | train_base |
4efe93180c72 | [
{
"role": "system",
"content": "You are a 5G/6G network orchestrator integrated with the CAMARA NetworkSliceBooking API. Given a natural language network intent, output a valid CAMARA NetworkSliceBooking JSON object with sliceType, sliceProfile (including latencyTarget, reliability, throughput with downlink... | camara | MPS | 5 | 000004 | core network slice lifecycle | telecom | Cell Site Cluster | 20 | 99.9999 | 200 | 75 | 500 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 4efe93180c72 | single_turn | You are a 5G/6G network orchestrator integrated with the CAMARA NetworkSliceBooking API. Given a natural language network intent, output a valid CAMARA NetworkSliceBooking JSON object with sliceType, sliceProfile (including latencyTarget, reliability, throughput with downlink/uplink, maxNumberOfUEs), areaOfService, and... | A mission-critical public safety slice must be set up for core network slice lifecycle in Cell Site Cluster with a maximum latency of 20 ms, 200 Mbps DL throughput, 75 Mbps UL, and support for 500 devices. | {
"networkSliceBooking": {
"sliceType": "MPS",
"sliceProfile": {
"latencyTarget": 20,
"reliability": 99.9999,
"throughput": {
"downlink": 200,
"uplink": 75
},
"maxNumberOfUEs": 500
},
"areaOfService": {
"region": "Cell Site Cluster",
"center": ... | a mission-critical public safety slice must be set up for <use_case> in <region> with a maximum latency of <num> ms, <num> mbps dl throughput, <num> mbps ul, and support for <num> devices. | tpl_069e3340a65d | scn_2f55cd334029585e | jsonstruct_afb65569818f537c | networkSliceBooking | true | true | true | true | true | 2,048 | 418 | true | true | 0.055902 | 0.004994 | 0.055902 | train_base |
91dcc6c471d5 | [
{
"role": "system",
"content": "You are a TM Forum TMF921-compliant Intent Management system. Given a natural language network intent, output a valid TMF921 Intent Management API v4 JSON object. The response must include the full Intent resource with id, href, name, description, lifecycleState, priority, in... | tmf921 | URLLC | 2 | 000002 | livestock tracking network | agriculture | Industrial Zone North | 2 | 99.999 | 100 | 75 | 50 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 91dcc6c471d5 | single_turn | You are a TM Forum TMF921-compliant Intent Management system. Given a natural language network intent, output a valid TMF921 Intent Management API v4 JSON object. The response must include the full Intent resource with id, href, name, description, lifecycleState, priority, intentExpression containing IntentExpectation ... | We require a URLLC-grade slice in Industrial Zone North for livestock tracking network. Performance envelope: 2 ms max latency, 99.999% min reliability, 100 Mbps/75 Mbps DL/UL, serving up to 50 UEs. | {
"id": "intent-38dbaa2bafd2",
"href": "/tmf-api/intentManagement/v4/intent/intent-38dbaa2bafd2",
"name": "URLLC Slice - Livestock Tracking Network",
"description": "Intent for livestock tracking network at Industrial Zone North with URLLC service level",
"lifecycleState": "Active",
"priority": 3,
"intent... | we require a urllc-grade slice in <region> for <use_case>. performance envelope: <num> ms max latency, <num>% min reliability, <num> mbps/<num> mbps dl/ul, serving up to <num> ues. | tpl_bc17c9d90fe4 | scn_9028551f1fe88ea3 | jsonstruct_295d771eeadc77de | tmf921_root | true | true | true | true | true | 2,048 | 1,278 | true | true | 0.013433 | 0.004994 | 0.013433 | train_base |
86830722397e | [
{
"role": "system",
"content": "You are a 3GPP Intent-Driven Management system compliant with TS 28.312 v18.8.0. Given a natural language network intent, output a valid 3GPP intent JSON object with intentExpectation containing expectationId, expectationVerb, expectationObject (with objectType and objectInst... | intent_3gpp | V2X | 4 | 000002 | EV charging coordination | automotive | Healthcare Park | 10 | 99.99 | 200 | 50 | 500 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 86830722397e | single_turn | You are a 3GPP Intent-Driven Management system compliant with TS 28.312 v18.8.0. Given a natural language network intent, output a valid 3GPP intent JSON object with intentExpectation containing expectationId, expectationVerb, expectationObject (with objectType and objectInstance including sNSSAI), expectationTargets (... | Our automotive project requires a V2X slice for EV charging coordination. Coverage area: Healthcare Park. Latency: ≤10 ms. Reliability: ≥99.99%. Bandwidth: 200 Mbps DL, 50 Mbps UL. Capacity: 500 UEs. | {
"intent": {
"id": "intent-V2X-74a5d202cf4f",
"name": "Ev Charging Coordination V2X Intent",
"lifecycleStatus": "active",
"intentExpectation": [
{
"expectationId": "exp-30a59b62f735",
"expectationVerb": "DELIVER",
"expectationObject": {
"objectType": "NW_SLICE"... | our <sector> project requires a v2x slice for <use_case>. coverage area: <region>. latency: ≤<num> ms. reliability: ≥<num>%. bandwidth: <num> mbps dl, <num> mbps ul. capacity: <num> ues. | tpl_ef9d1e5073b3 | scn_d2a663947986838f | jsonstruct_7ef9b21573c6e0b2 | intent | true | true | true | true | true | 2,048 | 716 | true | true | 0.013461 | 0.004994 | 0.013461 | train_base |
6154266369dd | [
{
"role": "system",
"content": "You are a TM Forum TMF921-compliant Intent Management system. Given a natural language network intent, output a valid TMF921 Intent Management API v4 JSON object. The response must include the full Intent resource with id, href, name, description, lifecycleState, priority, in... | tmf921 | MPS | 5 | 000004 | joint force C2 network | defense | Factory Complex A | 1 | 99.9999 | 150 | 100 | 500 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 6154266369dd | single_turn | You are a TM Forum TMF921-compliant Intent Management system. Given a natural language network intent, output a valid TMF921 Intent Management API v4 JSON object. The response must include the full Intent resource with id, href, name, description, lifecycleState, priority, intentExpression containing IntentExpectation ... | Emergency services slice needed for joint force C2 network in Factory Complex A: Max latency 1 ms, 150 Mbps DL, 100 Mbps UL. Support 500 devices with the highest ARP priority. | {
"id": "intent-661c5ee82dce",
"href": "/tmf-api/intentManagement/v4/intent/intent-661c5ee82dce",
"name": "MPS Slice - Joint Force C2 Network",
"description": "Intent for joint force C2 network at Factory Complex A with MPS service level",
"lifecycleState": "Active",
"priority": 1,
"intentExpression": {
... | emergency services slice needed for <use_case> in <region>: max latency <num> ms, <num> mbps dl, <num> mbps ul. support <num> devices with the highest arp priority. | tpl_f421d1599c26 | scn_90f4eeee255ca7be | jsonstruct_295d771eeadc77de | tmf921_root | true | true | true | true | true | 2,048 | 1,274 | true | true | 0.013477 | 0.004994 | 0.013477 | train_base |
7832deded667 | [
{
"role": "system",
"content": "You are an O-RAN Non-RT RIC policy engine compliant with O-RAN WG2 A1 interface specification. Given a natural language description of a RAN policy requirement, output a valid A1 Policy JSON object with policyId, policyTypeId, scope (ueId, groupId, cellId), qosObjectives (gfb... | a1_policy | mMTC | 3 | 000003 | cross-dock coordination | logistics | Logistics Hub Terminal | 50 | 99 | 0.5 | 0.1 | 1,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 7832deded667 | single_turn | You are an O-RAN Non-RT RIC policy engine compliant with O-RAN WG2 A1 interface specification. Given a natural language description of a RAN policy requirement, output a valid A1 Policy JSON object with policyId, policyTypeId, scope (ueId, groupId, cellId), qosObjectives (gfbr, mfbr, priorityLevel, pdb), and resourceAl... | Provision a high-density IoT slice for cross-dock coordination in Logistics Hub Terminal. Device count: 1000. Throughput per-device is low but aggregate needs 0.5 Mbps DL, 0.1 Mbps UL. Latency budget: 50 ms. Availability: 99%. | {
"a1Policy": {
"policyId": "a1-pol-mmtc-53fc09",
"policyTypeId": "QoSTarget",
"scope": {
"ueId": null,
"groupId": "slice-mmtc-b35cf5",
"cellId": "cell-012",
"sNSSAI": {
"sst": 3,
"sd": "000002"
}
},
"qosObjectives": {
"gfbr": 0.5,
"mfbr": ... | provision a high-density iot slice for <use_case> in <region>. device count: <num>. throughput per-device is low but aggregate needs <num> mbps dl, <num> mbps ul. latency budget: <num> ms. availability: <num>%. | tpl_8fbb415e9300 | scn_3b5c4c458accdbad | jsonstruct_13d63d703d090da4 | a1Policy | true | true | true | true | true | 2,048 | 442 | true | true | 0.058321 | 0.004994 | 0.058321 | train_base |
99b5738475c4 | [
{
"role": "system",
"content": "You are an ETSI ZSM (Zero-touch Service Management) compliant intent handler following ETSI GS ZSM 009-1. Given a natural language network intent, output a valid ETSI ZSM Intent JSON object with intentId, intentType, intentOwner, intentExpression containing objectives with KP... | etsi_zsm | mMTC | 3 | 000002 | airport surface vehicle coordination | aviation | Hospital Campus | 100 | 99 | 5 | 0.1 | 100,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 99b5738475c4 | single_turn | You are an ETSI ZSM (Zero-touch Service Management) compliant intent handler following ETSI GS ZSM 009-1. Given a natural language network intent, output a valid ETSI ZSM Intent JSON object with intentId, intentType, intentOwner, intentExpression containing objectives with KPI targets, constraints, and context (tempora... | Set up a massive IoT connectivity slice: airport surface vehicle coordination at Hospital Campus, supporting 100000 endpoints. DL/UL targets: 5/0.1 Mbps. Latency tolerance: 100 ms. Service reliability: 99%. | {
"zsmIntent": {
"intentId": "zsm-intent-699af08c23e8",
"intentType": "QoSIntent",
"intentOwner": {
"ownerId": "owner-1d0f2e",
"ownerType": "ManagementFunction",
"ownerDomain": "aviation_management"
},
"intentExpression": {
"objectives": [
{
"objectiveId":... | set up a massive iot connectivity slice: <use_case> at <region>, supporting <num> endpoints. dl/ul targets: <num>/<num> mbps. latency tolerance: <num> ms. service reliability: <num>%. | tpl_327b9b2f66a0 | scn_9adee650e9f2e3e5 | jsonstruct_ac37180e6428f2c0 | zsmIntent | true | true | true | true | true | 2,048 | 902 | true | true | 0.013828 | 0.004994 | 0.013828 | train_base |
affae299e8fa | [
{
"role": "system",
"content": "You are a 3GPP Intent-Driven Management system compliant with TS 28.312 v18.8.0. Given a natural language network intent, output a valid 3GPP intent JSON object with intentExpectation containing expectationId, expectationVerb, expectationObject (with objectType and objectInst... | intent_3gpp | eMBB | 1 | 000002 | electronic warfare spectrum monitoring | defense | Hospital Campus | 100 | 99.95 | 300 | 75 | 100 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | affae299e8fa | single_turn | You are a 3GPP Intent-Driven Management system compliant with TS 28.312 v18.8.0. Given a natural language network intent, output a valid 3GPP intent JSON object with intentExpectation containing expectationId, expectationVerb, expectationObject (with objectType and objectInstance including sNSSAI), expectationTargets (... | Configure a broadband slice to support electronic warfare spectrum monitoring across Hospital Campus. We need 300 Mbps downlink capacity with 75 Mbps uplink. The maximum tolerable latency is 100 ms with 99.95% service reliability for 100 simultaneous connections. | {
"intent": {
"id": "intent-eMBB-2d40f46e1898",
"name": "Electronic Warfare Spectrum Monitoring eMBB Intent",
"lifecycleStatus": "active",
"intentExpectation": [
{
"expectationId": "exp-38066a183fdd",
"expectationVerb": "DELIVER",
"expectationObject": {
"objectT... | configure a broadband slice to support <use_case> across <region>. we need <num> mbps downlink capacity with <num> mbps uplink. the maximum tolerable latency is <num> ms with <num>% service reliability for <num> simultaneous connections. | tpl_779a00e3de0b | scn_9ca9881595b20d50 | jsonstruct_7ef9b21573c6e0b2 | intent | true | true | true | true | true | 2,048 | 716 | true | true | 0.013828 | 0.004994 | 0.013828 | train_base |
949813199e7f | [
{
"role": "system",
"content": "You are a TM Forum TMF921-compliant Intent Management system. Given a natural language network intent, output a valid TMF921 Intent Management API v4 JSON object. The response must include the full Intent resource with id, href, name, description, lifecycleState, priority, in... | tmf921 | URLLC | 2 | 000002 | urban noise monitoring | smart_city | Factory Complex A | 5 | 99.999 | 20 | 50 | 10 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 949813199e7f | single_turn | You are a TM Forum TMF921-compliant Intent Management system. Given a natural language network intent, output a valid TMF921 Intent Management API v4 JSON object. The response must include the full Intent resource with id, href, name, description, lifecycleState, priority, intentExpression containing IntentExpectation ... | To ensure optimal performance for urban noise monitoring in Factory Complex A, we require a URLLC-grade slice with 5 ms max latency, 20 Mbps/50 Mbps DL/UL, and capacity for up to 10 UEs. | {
"id": "intent-f31c7e8181a8",
"href": "/tmf-api/intentManagement/v4/intent/intent-f31c7e8181a8",
"name": "URLLC Slice - Urban Noise Monitoring",
"description": "Intent for urban noise monitoring at Factory Complex A with URLLC service level",
"lifecycleState": "Active",
"priority": 2,
"intentExpression":... | to ensure optimal performance for <use_case> in <region>, we require a urllc-grade slice with <num> ms max latency, <num> mbps/<num> mbps dl/ul, and capacity for up to <num> ues. | tpl_edb2fa4f33d9 | scn_761219ca5d02760b | jsonstruct_295d771eeadc77de | tmf921_root | true | true | true | true | true | 2,048 | 1,272 | true | true | 0.013477 | 0.004994 | 0.013477 | train_base |
2215a37a2265 | [
{
"role": "system",
"content": "You are a 5G/6G network orchestrator integrated with the CAMARA NetworkSliceBooking API. Given a natural language network intent, output a valid CAMARA NetworkSliceBooking JSON object with sliceType, sliceProfile (including latencyTarget, reliability, throughput with downlink... | camara | URLLC | 2 | 000001 | inter-operator roaming management | telecom | Network Operations Center | 0.5 | 99.999 | 200 | 75 | 100 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 2215a37a2265 | single_turn | You are a 5G/6G network orchestrator integrated with the CAMARA NetworkSliceBooking API. Given a natural language network intent, output a valid CAMARA NetworkSliceBooking JSON object with sliceType, sliceProfile (including latencyTarget, reliability, throughput with downlink/uplink, maxNumberOfUEs), areaOfService, and... | We require a URLLC-grade slice in Network Operations Center for inter-operator roaming management. Performance envelope: 0.5 ms max latency, 99.999% min reliability, 200 Mbps/75 Mbps DL/UL, serving up to 100 UEs. | {
"networkSliceBooking": {
"sliceType": "URLLC",
"sliceProfile": {
"latencyTarget": 0.5,
"reliability": 99.999,
"throughput": {
"downlink": 200,
"uplink": 75
},
"maxNumberOfUEs": 100
},
"areaOfService": {
"region": "Network Operations Center",
... | we require a urllc-grade slice in <region> for <use_case>. performance envelope: <num> ms max latency, <num>% min reliability, <num> mbps/<num> mbps dl/ul, serving up to <num> ues. | tpl_bc17c9d90fe4 | scn_8115267639d1f608 | jsonstruct_540d8cd1e74f5f9a | networkSliceBooking | true | true | true | true | true | 2,048 | 435 | true | true | 0.059976 | 0.004994 | 0.059976 | train_base |
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