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1c6743cde454 | [
{
"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 | runway FOD detection | aviation | Industrial Zone North | 7 | 99.9999 | 100 | 150 | 20 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 1c6743cde454 | 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... | Urgent: Industrial Zone North needs a network slice for runway FOD detection with a strict latency requirement of 7 ms, capable of handling 20 devices, providing 100 Mbps downstream and 150 Mbps upstream. | {
"zsmIntent": {
"intentId": "zsm-intent-5df39346c256",
"intentType": "QoSIntent",
"intentOwner": {
"ownerId": "owner-93a239",
"ownerType": "ManagementFunction",
"ownerDomain": "aviation_management"
},
"intentExpression": {
"objectives": [
{
"objectiveId":... | urgent: <region> needs a network slice for <use_case> with a strict latency requirement of <num> ms, capable of handling <num> devices, providing <num> mbps downstream and <num> mbps upstream. | tpl_2d75ca3aa36d | scn_8942be28eeeed345 | jsonstruct_ac37180e6428f2c0 | zsmIntent | true | true | true | true | true | 2,048 | 887 | true | true | 0.013433 | 0.004994 | 0.013433 | train_base |
a816963744b2 | [
{
"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 | autonomous ship navigation | maritime | Harbor Zone A | 3 | 99.9999 | 300 | 150 | 20 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | a816963744b2 | 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 ... | Please set up a network slice for autonomous ship navigation in the Harbor Zone A sector, ensuring it meets the criteria of 3 ms latency, 300 Mbps downlink, 150 Mbps uplink, and can serve 20 devices. | {
"id": "intent-a96afa8166d1",
"href": "/tmf-api/intentManagement/v4/intent/intent-a96afa8166d1",
"name": "URLLC Slice - Autonomous Ship Navigation",
"description": "Intent for autonomous ship navigation at Harbor Zone A with URLLC service level",
"lifecycleState": "Active",
"priority": 2,
"intentExpressi... | please set up a network slice for <use_case> in the <region> sector, ensuring it meets the criteria of <num> ms latency, <num> mbps downlink, <num> mbps uplink, and can serve <num> devices. | tpl_abc815affca6 | scn_33a65a7396a55c76 | jsonstruct_295d771eeadc77de | tmf921_root | true | true | true | true | true | 2,048 | 1,279 | true | true | 0.057166 | 0.004994 | 0.057166 | train_base |
af36efa97dba | [
{
"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 | cashierless checkout system | retail | Retail Distribution Hub | 7 | 99.999 | 50 | 100 | 20 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | af36efa97dba | 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 retail operation requires an ultra-reliable connection for cashierless checkout system. Deploy at Retail Distribution Hub with sub-7 ms latency, 99.999% packet delivery reliability, 50 Mbps downlink, 100 Mbps uplink, 20 max UEs. | {
"intent": {
"id": "intent-URLLC-af7a5babf6e0",
"name": "Cashierless Checkout System URLLC Intent",
"lifecycleStatus": "active",
"intentExpectation": [
{
"expectationId": "exp-91a228e56321",
"expectationVerb": "ENSURE",
"expectationObject": {
"objectType": "NW_... | 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_9d21553b12f898c7 | jsonstruct_7ef9b21573c6e0b2 | intent | true | true | true | true | true | 2,048 | 713 | true | true | 0.057354 | 0.004994 | 0.057354 | train_base |
3d3f382281fc | [
{
"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 | cross-dock coordination | logistics | Logistics Hub Terminal | 7 | 99.999 | 150 | 100 | 500 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 3d3f382281fc | 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... | For the cross-dock coordination project in Logistics Hub Terminal, please establish a network slice with a latency cap of 7 ms, throughput rates of 150 Mbps DL and 100 Mbps UL, and a user limit of 500 devices. | {
"networkSliceBooking": {
"sliceType": "URLLC",
"sliceProfile": {
"latencyTarget": 7,
"reliability": 99.999,
"throughput": {
"downlink": 150,
"uplink": 100
},
"maxNumberOfUEs": 500
},
"areaOfService": {
"region": "Logistics Hub Terminal",
"cen... | for the <use_case> project in <region>, please establish a network slice with a latency cap of <num> ms, throughput rates of <num> mbps dl and <num> mbps ul, and a user limit of <num> devices. | tpl_b6d38ba8a5ef | scn_017f774b8a7c50f5 | jsonstruct_afb65569818f537c | networkSliceBooking | true | true | true | true | true | 2,048 | 427 | true | true | 0.058321 | 0.004994 | 0.058321 | train_base |
ec0c07dc3843 | [
{
"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 | port crane remote operation | logistics | Logistics Hub Terminal | 200 | 95 | 50 | 0.5 | 1,000,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | ec0c07dc3843 | 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... | Our logistics IoT deployment needs a network slice for port crane remote operation at Logistics Hub Terminal. Capacity: 1000000 devices. Bandwidth: 50/0.5 Mbps DL/UL. Acceptable latency: 200 ms. Required reliability: 95%. | {
"networkSliceBooking": {
"sliceType": "mMTC",
"sliceProfile": {
"latencyTarget": 200,
"reliability": 95,
"throughput": {
"downlink": 50,
"uplink": 0.5
},
"maxNumberOfUEs": 1000000
},
"areaOfService": {
"region": "Logistics Hub Terminal",
"cen... | our <sector> iot deployment needs a network slice for <use_case> at <region>. capacity: <num> devices. bandwidth: <num>/<num> mbps dl/ul. acceptable latency: <num> ms. required reliability: <num>%. | tpl_7968b1076a91 | scn_00357a85c33c927e | jsonstruct_04e135e0871a6abf | networkSliceBooking | true | true | true | true | true | 2,048 | 426 | true | true | 0.058321 | 0.004994 | 0.058321 | train_base |
c989e7329074 | [
{
"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 | industrial robot coordination | manufacturing | Medical Center District | 5 | 99.999 | 200 | 10 | 20 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | c989e7329074 | 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 ... | Critical network slice for industrial robot coordination in Medical Center District: Must achieve 5 ms latency, 200 Mbps DL and 10 Mbps UL throughput, and handle 20 devices. | {
"id": "intent-3ea0264f4296",
"href": "/tmf-api/intentManagement/v4/intent/intent-3ea0264f4296",
"name": "URLLC Slice - Industrial Robot Coordination",
"description": "Intent for industrial robot coordination at Medical Center District with URLLC service level",
"lifecycleState": "Active",
"priority": 2,
... | critical network slice for <use_case> in <region>: must achieve <num> ms latency, <num> mbps dl and <num> mbps ul throughput, and handle <num> devices. | tpl_49f868930d4f | scn_bd1326e99673c13a | jsonstruct_295d771eeadc77de | tmf921_root | true | true | true | true | true | 2,048 | 1,268 | true | true | 0.013422 | 0.004994 | 0.013422 | train_base |
b26e48e63a73 | [
{
"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 | search and rescue communications | public_safety | Industrial Zone North | 20 | 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 | b26e48e63a73 | 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 ... | A V2X slice is needed for search and rescue communications in Industrial Zone North. Specifications include 300 Mbps DL, 25 Mbps UL, latency < 20 ms, and support for 1000 vehicles. | {
"id": "intent-12687fd7401d",
"href": "/tmf-api/intentManagement/v4/intent/intent-12687fd7401d",
"name": "V2X Slice - Search And Rescue Communications",
"description": "Intent for search and rescue communications at Industrial Zone North with V2X service level",
"lifecycleState": "Active",
"priority": 2,
... | a v2x slice is needed for <use_case> in <region>. specifications include <num> mbps dl, <num> mbps ul, latency < <num> ms, and support for <num> vehicles. | tpl_debce3252a09 | scn_7ce1df821f9aa6a3 | jsonstruct_295d771eeadc77de | tmf921_root | true | true | true | true | true | 2,048 | 1,279 | true | true | 0.013433 | 0.004994 | 0.013433 | train_base |
6c1d1cb192ac | [
{
"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 | live 8K UHD broadcast | media | Industrial Zone North | 3 | 99.9999 | 20 | 25 | 20 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 6c1d1cb192ac | 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 live 8K UHD broadcast in Industrial Zone North. This is safety-critical — latency cannot exceed 3 ms, reliability must be 99.9999% or higher. Bandwidth: 20/25 Mbps DL/UL. Supporting 20 endpoints. | {
"id": "intent-0c545b60f24d",
"href": "/tmf-api/intentManagement/v4/intent/intent-0c545b60f24d",
"name": "URLLC Slice - Live 8K Uhd Broadcast",
"description": "Intent for live 8K UHD broadcast at Industrial Zone North with URLLC service level",
"lifecycleState": "Active",
"priority": 2,
"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_a6724345e26ee13d | jsonstruct_295d771eeadc77de | tmf921_root | true | true | true | true | true | 2,048 | 1,305 | true | true | 0.013433 | 0.004994 | 0.013433 | train_base |
28b53f4478c0 | [
{
"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 | fleet management telemetry | automotive | Urban Traffic Zone | 30 | 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 | 28b53f4478c0 | 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... | For our fleet management telemetry project in Urban Traffic Zone, we need an eMBB slice that ensures 200 Mbps downlink, 75 Mbps uplink, and does not exceed 30 ms latency, serving 1000 users. | {
"zsmIntent": {
"intentId": "zsm-intent-46e4dd9c0c92",
"intentType": "NetworkSliceIntent",
"intentOwner": {
"ownerId": "owner-4d4659",
"ownerType": "ManagementFunction",
"ownerDomain": "automotive_management"
},
"intentExpression": {
"objectives": [
{
"ob... | for our <use_case> project in <region>, we need an embb slice that ensures <num> mbps downlink, <num> mbps uplink, and does not exceed <num> ms latency, serving <num> users. | tpl_e2c9e4139cd9 | scn_d6cea1fcc2fa37f9 | jsonstruct_ac37180e6428f2c0 | zsmIntent | true | true | true | true | true | 2,048 | 893 | true | true | 0.054393 | 0.004994 | 0.054393 | train_base |
a99988ecbdd8 | [
{
"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 | energy storage BMS network | energy | Power Grid Sector A | 3 | 99.99 | 200 | 150 | 5,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | a99988ecbdd8 | 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 ... | Deployment notice: energy storage BMS network in Power Grid Sector A demands a V2X-optimized slice with ≤3 ms latency, 200 Mbps DL, 150 Mbps UL, and 5000 node capacity. | {
"id": "intent-201086b8aab7",
"href": "/tmf-api/intentManagement/v4/intent/intent-201086b8aab7",
"name": "V2X Slice - Energy Storage Bms Network",
"description": "Intent for energy storage BMS network at Power Grid Sector A with V2X service level",
"lifecycleState": "Active",
"priority": 3,
"intentExpres... | deployment notice: <use_case> in <region> demands a v2x-optimized slice with ≤<num> ms latency, <num> mbps dl, <num> mbps ul, and <num> node capacity. | tpl_0c9995d6ce51 | scn_e2b9d609e0d36ac0 | jsonstruct_295d771eeadc77de | tmf921_root | true | true | true | true | true | 2,048 | 1,286 | true | true | 0.058521 | 0.004994 | 0.058521 | train_base |
1d0182a8b04b | [
{
"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 | 000004 | core network slice lifecycle | telecom | Cell Site Cluster | 15 | 99.9999 | 25 | 75 | 100 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 1d0182a8b04b | 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... | A public safety network slice is needed for core network slice lifecycle in Cell Site Cluster, with key requirements being latency ≤15 ms, DL throughput 25 Mbps, UL throughput 75 Mbps, and the ability to support 100 user devices with preemption priority. | {
"zsmIntent": {
"intentId": "zsm-intent-9e3b169bd704",
"intentType": "QoSIntent",
"intentOwner": {
"ownerId": "owner-9fe5c1",
"ownerType": "ManagementFunction",
"ownerDomain": "telecom_management"
},
"intentExpression": {
"objectives": [
{
"objectiveId": ... | a public safety network slice is needed for <use_case> in <region>, with key requirements being latency ≤<num> ms, dl throughput <num> mbps, ul throughput <num> mbps, and the ability to support <num> user devices with preemption priority. | tpl_02c7062d20a9 | scn_8e2adbf64e6e16ef | jsonstruct_ac37180e6428f2c0 | zsmIntent | true | true | true | true | true | 2,048 | 900 | true | true | 0.055902 | 0.004994 | 0.055902 | train_base |
a2f6b4b5af4b | [
{
"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 | solar panel IoT management | energy | Medical Center District | 30 | 99.9 | 1,000 | 25 | 5,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | a2f6b4b5af4b | 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 initiating solar panel IoT management in Medical Center District and will need a network slice configured with 1000 Mbps DL, 25 Mbps UL, latency under 30 ms, and support for 5000 devices. | {
"ManagedElement": {
"id": "gNB-004",
"GNBDUFunction": {
"id": "DU-046",
"gNBId": 4,
"gNBIdLength": 22,
"NRCellDU": {
"id": "NRCellDU-046-005",
"cellLocalId": 5,
"operationalState": "ENABLED",
"administrativeState": "UNLOCKED",
"nrFrequencyRef":... | we're initiating <use_case> in <region> and will need a network slice configured with <num> mbps dl, <num> mbps ul, latency under <num> ms, and support for <num> devices. | tpl_80fde82cdb39 | scn_3e726d5e7fb50ad6 | jsonstruct_243881afe5ee15a5 | ManagedElement | true | true | true | true | true | 2,048 | 546 | true | true | 0.013422 | 0.004994 | 0.013422 | train_base |
afa2b79f9730 | [
{
"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 | core network slice lifecycle | telecom | Industrial Zone North | 2 | 99.999 | 100 | 100 | 10 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | afa2b79f9730 | 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 critical communications slice for core network slice lifecycle at Industrial Zone North. Latency target: 2 ms. Reliability: 99.999%. Throughput: 100 Mbps DL, 100 Mbps UL. Capacity: 10 devices. | {
"intent": {
"id": "intent-URLLC-7b2e332a65d5",
"name": "Core Network Slice Lifecycle URLLC Intent",
"lifecycleStatus": "active",
"intentExpectation": [
{
"expectationId": "exp-3c1b7d54188f",
"expectationVerb": "ENSURE",
"expectationObject": {
"objectType": "NW... | 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_f842df0e58c01e1e | jsonstruct_7ef9b21573c6e0b2 | intent | true | true | true | true | true | 2,048 | 713 | true | true | 0.013433 | 0.004994 | 0.013433 | train_base |
29466efa74df | [
{
"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 | air quality sensor network | smart_city | Smart City Sector F | 80 | 99.99 | 800 | 25 | 100 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 29466efa74df | 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 a high-throughput network slice for air quality sensor network. Location: Smart City Sector F. Performance targets: DL 800 Mbps, UL 25 Mbps, latency ≤80 ms, reliability ≥99.99%, capacity for 100 UEs. | {
"id": "intent-8700a3a25ce9",
"href": "/tmf-api/intentManagement/v4/intent/intent-8700a3a25ce9",
"name": "eMBB Slice - Air Quality Sensor Network",
"description": "Intent for air quality sensor network at Smart City Sector F with eMBB service level",
"lifecycleState": "Active",
"priority": 4,
"intentExpr... | provision a high-throughput network slice for <use_case>. location: <region>. performance targets: dl <num> mbps, ul <num> mbps, latency ≤<num> ms, reliability ≥<num>%, capacity for <num> ues. | tpl_f1d2618a2c8d | scn_fe13319d58d13ccd | jsonstruct_295d771eeadc77de | tmf921_root | true | true | true | true | true | 2,048 | 1,291 | true | true | 0.0548 | 0.004994 | 0.0548 | train_base |
c241b4dc7a97 | [
{
"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 | fraud detection real-time | finance | Data Center Campus | 20 | 99.9 | 500 | 100 | 100 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | c241b4dc7a97 | 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 (... | Request a new eMBB network slice: purpose is fraud detection real-time, deployment area Data Center Campus, 500/100 Mbps DL/UL targets, 20 ms max latency, 99.9% reliability SLA, device pool of 100. | {
"intent": {
"id": "intent-eMBB-36d83972143d",
"name": "Fraud Detection Real-Time eMBB Intent",
"lifecycleStatus": "active",
"intentExpectation": [
{
"expectationId": "exp-4c1129c53230",
"expectationVerb": "DELIVER",
"expectationObject": {
"objectType": "NW_SLI... | 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_d2365345701443fb | jsonstruct_7ef9b21573c6e0b2 | intent | true | true | true | true | true | 2,048 | 718 | true | true | 0.056523 | 0.004994 | 0.056523 | train_base |
81990ae8e32c | [
{
"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 | regulatory compliance monitoring | finance | Factory Complex A | 20 | 99.95 | 1,000 | 150 | 100 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 81990ae8e32c | 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 need an eMBB slice deployed in Factory Complex A for regulatory compliance monitoring that supports 1000 Mbps downstream, 150 Mbps upstream, and maintains latency under 20 ms, for a total of 100 users. | {
"intent": {
"id": "intent-eMBB-6305174c84d3",
"name": "Regulatory Compliance Monitoring eMBB Intent",
"lifecycleStatus": "active",
"intentExpectation": [
{
"expectationId": "exp-87c6b8c96a4f",
"expectationVerb": "DELIVER",
"expectationObject": {
"objectType": ... | we need an embb slice deployed in <region> for <use_case> that supports <num> mbps downstream, <num> mbps upstream, and maintains latency under <num> ms, for a total of <num> users. | tpl_ea1f405b19e0 | scn_e88b011b2f5063c5 | jsonstruct_7ef9b21573c6e0b2 | intent | true | true | true | true | true | 2,048 | 709 | true | true | 0.013477 | 0.004994 | 0.013477 | train_base |
db0d3c12cbbf | [
{
"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 | ATM network management | finance | Healthcare Park | 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 | db0d3c12cbbf | 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 ATM network management at Healthcare Park. Critical requirements: latency must be below 3 ms, reliability at least 99.999%, with 300 Mbps downlink and 25 Mbps uplink for 500 devices. | {
"networkSliceBooking": {
"sliceType": "URLLC",
"sliceProfile": {
"latencyTarget": 3,
"reliability": 99.999,
"throughput": {
"downlink": 300,
"uplink": 25
},
"maxNumberOfUEs": 500
},
"areaOfService": {
"region": "Healthcare Park",
"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_7ea06f875402c2ce | jsonstruct_afb65569818f537c | networkSliceBooking | true | true | true | true | true | 2,048 | 410 | true | true | 0.013461 | 0.004994 | 0.013461 | train_base |
09cd7e19dee1 | [
{
"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 | hospital AR surgical guidance | healthcare | Healthcare Park | 80 | 99.95 | 800 | 100 | 50,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 09cd7e19dee1 | 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 network slice for hospital AR surgical guidance in Healthcare Park with 800 Mbps DL, 100 Mbps UL, and less than 80 ms latency, supporting up to 50000 devices. | {
"networkSliceBooking": {
"sliceType": "eMBB",
"sliceProfile": {
"latencyTarget": 80,
"reliability": 99.95,
"throughput": {
"downlink": 800,
"uplink": 100
},
"maxNumberOfUEs": 50000
},
"areaOfService": {
"region": "Healthcare Park",
"center": ... | we require a network slice for <use_case> in <region> with <num> mbps dl, <num> mbps ul, and less than <num> ms latency, supporting up to <num> devices. | tpl_e1c49b40a782 | scn_4b500dd2257337fc | jsonstruct_afb65569818f537c | networkSliceBooking | true | true | true | true | true | 2,048 | 408 | true | true | 0.013461 | 0.004994 | 0.013461 | train_base |
74bd3e03fcf5 | [
{
"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 | customer analytics sensing | retail | Hospital Campus | 5 | 99.9999 | 150 | 75 | 1,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 74bd3e03fcf5 | 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 customer analytics sensing at Hospital Campus. Critical requirements: latency must be below 5 ms, reliability at least 99.9999%, with 150 Mbps downlink and 75 Mbps uplink for 1000 devices. | {
"id": "intent-d6fa872a0a4d",
"href": "/tmf-api/intentManagement/v4/intent/intent-d6fa872a0a4d",
"name": "URLLC Slice - Customer Analytics Sensing",
"description": "Intent for customer analytics sensing at Hospital Campus with URLLC service level",
"lifecycleState": "Active",
"priority": 1,
"intentExpres... | 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_d41e5672af80ff65 | jsonstruct_295d771eeadc77de | tmf921_root | true | true | true | true | true | 2,048 | 1,283 | true | true | 0.013828 | 0.004994 | 0.013828 | train_base |
a35c3bb32e50 | [
{
"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 | electronic warfare spectrum monitoring | defense | Forward Operating Area | 30 | 99.99 | 300 | 50 | 1,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | a35c3bb32e50 | 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-throughput network slice for electronic warfare spectrum monitoring. Location: Forward Operating Area. Performance targets: DL 300 Mbps, UL 50 Mbps, latency ≤30 ms, reliability ≥99.99%, capacity for 1000 UEs. | {
"ManagedElement": {
"id": "gNB-034",
"GNBDUFunction": {
"id": "DU-039",
"gNBId": 34,
"gNBIdLength": 22,
"NRCellDU": {
"id": "NRCellDU-039-003",
"cellLocalId": 3,
"operationalState": "ENABLED",
"administrativeState": "UNLOCKED",
"nrFrequencyRef"... | provision a high-throughput network slice for <use_case>. location: <region>. performance targets: dl <num> mbps, ul <num> mbps, latency ≤<num> ms, reliability ≥<num>%, capacity for <num> ues. | tpl_f1d2618a2c8d | scn_be9e5388938cc3a0 | jsonstruct_243881afe5ee15a5 | ManagedElement | true | true | true | true | true | 2,048 | 553 | true | true | 0.058926 | 0.004994 | 0.058926 | train_base |
f4a57bce9618 | [
{
"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 | 000002 | runway FOD detection | aviation | Aviation Industrial Zone | 0.5 | 99.999 | 20 | 75 | 20 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | f4a57bce9618 | 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 mission-critical URLLC network slice for runway FOD detection. The service area is Aviation Industrial Zone. Latency budget: 0.5 ms maximum. Reliability: 99.999%. Throughput needs: 20 Mbps DL, 75 Mbps UL. Device count: 20. | {
"a1Policy": {
"policyId": "a1-pol-urllc-86c54e",
"policyTypeId": "QoSTarget",
"scope": {
"ueId": null,
"groupId": "slice-urllc-a947b3",
"cellId": "cell-076",
"sNSSAI": {
"sst": 2,
"sd": "000003"
}
},
"qosObjectives": {
"gfbr": 20,
"mfbr":... | 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_8bfefb2d72b740a6 | jsonstruct_6ec15e705995c5fc | a1Policy | true | true | true | true | true | 2,048 | 450 | true | true | 0.058026 | 0.004994 | 0.058026 | train_base |
33a800b906ae | [
{
"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 | HMTC | 5 | 000002 | network function virtualization orchestration | telecom | Industrial Zone North | 0.5 | 99.99999 | 200 | 200 | 100,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 33a800b906ae | 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 need a 6G HMTC slice for network function virtualization orchestration at Industrial Zone North. Ultra-low latency: 0.5 ms, ultra-high reliability: 99.99999%, throughput: 200 Mbps DL, 200 Mbps UL, device count: 100000. | {
"zsmIntent": {
"intentId": "zsm-intent-1ab5cc387f61",
"intentType": "NetworkSliceIntent",
"intentOwner": {
"ownerId": "owner-2c3c7b",
"ownerType": "ManagementFunction",
"ownerDomain": "telecom_management"
},
"intentExpression": {
"objectives": [
{
"objec... | we need a 6g hmtc slice for <use_case> at <region>. ultra-low latency: <num> ms, ultra-high reliability: <num>%, throughput: <num> mbps dl, <num> mbps ul, device count: <num>. | tpl_4b18a38b93aa | scn_05a75740217cb226 | jsonstruct_5c02aff2f258a37d | zsmIntent | true | true | true | true | true | 2,048 | 919 | true | true | 0.013433 | 0.004994 | 0.013433 | train_base |
0f9de1ab3c0e | [
{
"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 | border surveillance network | public_safety | Medical Center District | 20 | 99.9 | 300 | 25 | 100 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 0f9de1ab3c0e | 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... | For the border surveillance network initiative in Medical Center District, we must secure a network slice capable of 300 Mbps DL throughput, 25 Mbps UL throughput, and maintaining under 20 ms latency, serving 100 endpoints. | {
"networkSliceBooking": {
"sliceType": "eMBB",
"sliceProfile": {
"latencyTarget": 20,
"reliability": 99.9,
"throughput": {
"downlink": 300,
"uplink": 25
},
"maxNumberOfUEs": 100
},
"areaOfService": {
"region": "Medical Center District",
"cente... | for the <use_case> initiative in <region>, we must secure a network slice capable of <num> mbps dl throughput, <num> mbps ul throughput, and maintaining under <num> ms latency, serving <num> endpoints. | tpl_a58e4b894367 | scn_dcd51e6cbf6fb807 | jsonstruct_afb65569818f537c | networkSliceBooking | true | true | true | true | true | 2,048 | 398 | true | true | 0.013422 | 0.004994 | 0.013422 | train_base |
813338b5b4f1 | [
{
"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 | 813338b5b4f1 | 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 need to allocate a deterministic network slice for EV charging coordination in Highway Corridor M1. Ensure the slice has a latency of 0.5 ms, 20 Mbps downstream, 50 Mbps upstream, and can handle 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... | we need to allocate a deterministic network slice for <use_case> in <region>. ensure the slice has a latency of <num> ms, <num> mbps downstream, <num> mbps upstream, and can handle <num> devices. | tpl_355f2a647425 | scn_5b6b4841f9369f58 | jsonstruct_7ef9b21573c6e0b2 | intent | true | true | true | true | true | 2,048 | 704 | true | true | 0.053838 | 0.004994 | 0.053838 | train_base |
94af712733d7 | [
{
"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 | UAV swarm coordination | defense | Military Base Perimeter | 1 | 99.99999 | 500 | 100 | 100 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 94af712733d7 | 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 a 6G HMTC slice for UAV swarm coordination at Military Base Perimeter. Ultra-low latency: 1 ms, ultra-high reliability: 99.99999%, throughput: 500 Mbps DL, 100 Mbps UL, device count: 100. | {
"networkSliceBooking": {
"sliceType": "HMTC",
"sliceProfile": {
"latencyTarget": 1,
"reliability": 99.99999,
"throughput": {
"downlink": 500,
"uplink": 100
},
"maxNumberOfUEs": 100
},
"areaOfService": {
"region": "Military Base Perimeter",
"c... | we need a 6g hmtc slice for <use_case> at <region>. ultra-low latency: <num> ms, ultra-high reliability: <num>%, throughput: <num> mbps dl, <num> mbps ul, device count: <num>. | tpl_4b18a38b93aa | scn_820334f5b7a03fa0 | jsonstruct_afb65569818f537c | networkSliceBooking | true | true | true | true | true | 2,048 | 432 | true | true | 0.062622 | 0.004994 | 0.062622 | train_base |
b4187dfcdb59 | [
{
"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 | customer analytics sensing | retail | Factory Complex A | 15 | 99.9999 | 75 | 25 | 50 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | b4187dfcdb59 | 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 slice for customer analytics sensing across Factory Complex A, with specifications including sub-15 ms latency, 75/25 Mbps for downlink/uplink, and capacity for 50 user endpoints. | {
"intent": {
"id": "intent-MPS-d35060ba9bc9",
"name": "Customer Analytics Sensing MPS Intent",
"lifecycleStatus": "active",
"intentExpectation": [
{
"expectationId": "exp-a7c448092633",
"expectationVerb": "ENSURE",
"expectationObject": {
"objectType": "NW_SLICE... | please allocate a mission-critical slice for <use_case> across <region>, with specifications including sub-<num> ms latency, <num>/<num> mbps for downlink/uplink, and capacity for <num> user endpoints. | tpl_49886fee86ee | scn_4c79061a80370b8e | jsonstruct_7ef9b21573c6e0b2 | intent | true | true | true | true | true | 2,048 | 694 | true | true | 0.013477 | 0.004994 | 0.013477 | train_base |
d889467aa04c | [
{
"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 | fleet route optimization | logistics | Industrial Zone North | 80 | 99.5 | 800 | 75 | 100 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | d889467aa04c | 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... | Provision a high-throughput network slice for fleet route optimization. Location: Industrial Zone North. Performance targets: DL 800 Mbps, UL 75 Mbps, latency ≤80 ms, reliability ≥99.5%, capacity for 100 UEs. | {
"networkSliceBooking": {
"sliceType": "eMBB",
"sliceProfile": {
"latencyTarget": 80,
"reliability": 99.5,
"throughput": {
"downlink": 800,
"uplink": 75
},
"maxNumberOfUEs": 100
},
"areaOfService": {
"region": "Industrial Zone North",
"center"... | provision a high-throughput network slice for <use_case>. location: <region>. performance targets: dl <num> mbps, ul <num> mbps, latency ≤<num> ms, reliability ≥<num>%, capacity for <num> ues. | tpl_f1d2618a2c8d | scn_d3e6eb34a7bd30fc | jsonstruct_afb65569818f537c | networkSliceBooking | true | true | true | true | true | 2,048 | 409 | true | true | 0.013433 | 0.004994 | 0.013433 | train_base |
8e7d1f0cc9bf | [
{
"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 | ATM network management | finance | Medical Center District | 2 | 99.9999 | 20 | 10 | 50 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 8e7d1f0cc9bf | 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 critical communications slice for ATM network management at Medical Center District. Latency target: 2 ms. Reliability: 99.9999%. Throughput: 20 Mbps DL, 10 Mbps UL. Capacity: 50 devices. | {
"id": "intent-b1a21d691db6",
"href": "/tmf-api/intentManagement/v4/intent/intent-b1a21d691db6",
"name": "URLLC Slice - Atm Network Management",
"description": "Intent for ATM network management at Medical Center District with URLLC service level",
"lifecycleState": "Active",
"priority": 1,
"intentExpres... | 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_da9dea0468d27ae7 | jsonstruct_295d771eeadc77de | tmf921_root | true | true | true | true | true | 2,048 | 1,278 | true | true | 0.013422 | 0.004994 | 0.013422 | train_base |
43ec114fd397 | [
{
"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 | air quality sensor network | smart_city | Industrial Zone North | 80 | 99 | 300 | 100 | 50,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 43ec114fd397 | 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 air quality sensor network in Industrial Zone North, please establish an eMBB slice with 300 Mbps downlink, 100 Mbps uplink, and ensure latency does not surpass 80 ms, suitable for 50000 users. | {
"id": "intent-dde33f90cc6d",
"href": "/tmf-api/intentManagement/v4/intent/intent-dde33f90cc6d",
"name": "eMBB Slice - Air Quality Sensor Network",
"description": "Intent for air quality sensor network at Industrial Zone North with eMBB service level",
"lifecycleState": "Active",
"priority": 5,
"intentEx... | to support <use_case> in <region>, please establish an embb slice with <num> mbps downlink, <num> mbps uplink, and ensure latency does not surpass <num> ms, suitable for <num> users. | tpl_765ce1f87a58 | scn_8584398579a03d17 | jsonstruct_295d771eeadc77de | tmf921_root | true | true | true | true | true | 2,048 | 1,282 | true | true | 0.013433 | 0.004994 | 0.013433 | train_base |
43621205e8d8 | [
{
"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 | CNC machine remote control | manufacturing | Factory Complex A | 5 | 99.9999 | 20 | 150 | 100 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 43621205e8d8 | 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 the CNC machine remote control initiative in Factory Complex A, please allocate a network slice that meets the following criteria: 5 ms latency, 100 device capacity, and 20 Mbps down/150 Mbps up bandwidth. | {
"a1Policy": {
"policyId": "a1-pol-urllc-d59da9",
"policyTypeId": "QoSTarget",
"scope": {
"ueId": null,
"groupId": "slice-urllc-6ddac5",
"cellId": "cell-012",
"sNSSAI": {
"sst": 2,
"sd": "000002"
}
},
"qosObjectives": {
"gfbr": 20,
"mfbr":... | for the <use_case> initiative in <region>, please allocate a network slice that meets the following criteria: <num> ms latency, <num> device capacity, and <num> mbps down/<num> mbps up bandwidth. | tpl_9acc7a955e1d | scn_799a31b947d1901d | jsonstruct_6ec15e705995c5fc | a1Policy | true | true | true | true | true | 2,048 | 428 | true | true | 0.013477 | 0.004994 | 0.013477 | train_base |
e8b6dbb06b61 | [
{
"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 | harbor security surveillance | maritime | Healthcare Park | 80 | 99.9 | 500 | 200 | 1,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | e8b6dbb06b61 | 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 an eMBB slice in Healthcare Park optimized for harbor security surveillance. The service must guarantee 500 Mbps downstream, 200 Mbps upstream, with end-to-end latency not exceeding 80 ms. Reliability target is 99.9%. Maximum 1000 users. | {
"zsmIntent": {
"intentId": "zsm-intent-ef9b84cf7d37",
"intentType": "ServiceIntent",
"intentOwner": {
"ownerId": "owner-a430fc",
"ownerType": "ManagementFunction",
"ownerDomain": "maritime_management"
},
"intentExpression": {
"objectives": [
{
"objective... | 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_72d937f037d49416 | jsonstruct_ac37180e6428f2c0 | zsmIntent | true | true | true | true | true | 2,048 | 905 | true | true | 0.013461 | 0.004994 | 0.013461 | train_base |
3196cd787134 | [
{
"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 | worker safety wearable mesh | construction | Factory Complex A | 5 | 99.9999 | 150 | 25 | 100 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 3196cd787134 | 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 vehicular communications slice for worker safety wearable mesh in Factory Complex A. Maximum allowable latency: 5 ms. Reliability SLA: 99.9999%. DL/UL throughput: 150/25 Mbps. Connected vehicles: up to 100. | {
"intent": {
"id": "intent-V2X-f2bfd5120472",
"name": "Worker Safety Wearable Mesh V2X Intent",
"lifecycleStatus": "active",
"intentExpectation": [
{
"expectationId": "exp-0600f51737d5",
"expectationVerb": "DELIVER",
"expectationObject": {
"objectType": "NW_SLI... | 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_4f74eacec0ec063c | jsonstruct_7ef9b21573c6e0b2 | intent | true | true | true | true | true | 2,048 | 716 | true | true | 0.013477 | 0.004994 | 0.013477 | train_base |
763179a74687 | [
{
"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 | radiology image transfer | healthcare | Medical Center District | 100 | 99.9 | 100 | 150 | 50,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 763179a74687 | 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... | I need a high-bandwidth network slice for radiology image transfer in Medical Center District. The slice should support at least 100 Mbps downlink and 150 Mbps uplink with latency under 100 ms for up to 50000 simultaneous users. | {
"ManagedElement": {
"id": "gNB-017",
"GNBDUFunction": {
"id": "DU-027",
"gNBId": 17,
"gNBIdLength": 22,
"NRCellDU": {
"id": "NRCellDU-027-010",
"cellLocalId": 10,
"operationalState": "ENABLED",
"administrativeState": "UNLOCKED",
"nrFrequencyRef... | 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_a6f21721cf1a6425 | jsonstruct_243881afe5ee15a5 | ManagedElement | true | true | true | true | true | 2,048 | 556 | true | true | 0.013422 | 0.004994 | 0.013422 | train_base |
8c71ce2566d8 | [
{
"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 | public WiFi mesh backhaul | smart_city | Medical Center District | 5 | 99.9999 | 2,000 | 500 | 10,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 8c71ce2566d8 | 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 ... | Please arrange a 6G HMTC slice for public WiFi mesh backhaul in Medical Center District. It must offer 5 ms latency, 2000 Mbps DL throughput, 500 Mbps UL throughput, and support for 10000 devices. | {
"id": "intent-532cf8097391",
"href": "/tmf-api/intentManagement/v4/intent/intent-532cf8097391",
"name": "HMTC Slice - Public Wifi Mesh Backhaul",
"description": "Intent for public WiFi mesh backhaul at Medical Center District with HMTC service level",
"lifecycleState": "Active",
"priority": 3,
"intentEx... | please arrange a 6g hmtc slice for <use_case> in <region>. it must offer <num> ms latency, <num> mbps dl throughput, <num> mbps ul throughput, and support for <num> devices. | tpl_66b971bc3d1b | scn_7b570fd67dbd72da | jsonstruct_295d771eeadc77de | tmf921_root | true | true | true | true | true | 2,048 | 1,290 | true | true | 0.013422 | 0.004994 | 0.013422 | train_base |
da423ad0484c | [
{
"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 | fleet route optimization | logistics | Factory Complex A | 0.5 | 99.9999 | 50 | 150 | 20 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | da423ad0484c | 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 fleet route optimization at Factory Complex A. Critical requirements: latency must be below 0.5 ms, reliability at least 99.9999%, with 50 Mbps downlink and 150 Mbps uplink for 20 devices. | {
"networkSliceBooking": {
"sliceType": "URLLC",
"sliceProfile": {
"latencyTarget": 0.5,
"reliability": 99.9999,
"throughput": {
"downlink": 50,
"uplink": 150
},
"maxNumberOfUEs": 20
},
"areaOfService": {
"region": "Factory Complex A",
"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_0ee00fafc064a845 | jsonstruct_540d8cd1e74f5f9a | networkSliceBooking | true | true | true | true | true | 2,048 | 430 | true | true | 0.013477 | 0.004994 | 0.013477 | train_base |
2d65059da359 | [
{
"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 | power line drone inspection | energy | Wind Farm Zone | 50 | 99.99 | 500 | 200 | 100 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 2d65059da359 | 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... | Request a new eMBB network slice: purpose is power line drone inspection, deployment area Wind Farm Zone, 500/200 Mbps DL/UL targets, 50 ms max latency, 99.99% reliability SLA, device pool of 100. | {
"networkSliceBooking": {
"sliceType": "eMBB",
"sliceProfile": {
"latencyTarget": 50,
"reliability": 99.99,
"throughput": {
"downlink": 500,
"uplink": 200
},
"maxNumberOfUEs": 100
},
"areaOfService": {
"region": "Wind Farm Zone",
"center": {
... | 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_8c0907346e9cb269 | jsonstruct_afb65569818f537c | networkSliceBooking | true | true | true | true | true | 2,048 | 401 | true | true | 0.062869 | 0.004994 | 0.062869 | train_base |
79f0d22109f9 | [
{
"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 | 000002 | vessel traffic management | maritime | Factory Complex A | 30 | 99 | 200 | 50 | 50,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 79f0d22109f9 | 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-throughput network slice for vessel traffic management. Location: Factory Complex A. Performance targets: DL 200 Mbps, UL 50 Mbps, latency ≤30 ms, reliability ≥99.0%, capacity for 50000 UEs. | {
"a1Policy": {
"policyId": "a1-pol-embb-a5a42e",
"policyTypeId": "QoSTarget",
"scope": {
"ueId": null,
"groupId": "slice-embb-f58c14",
"cellId": "cell-063",
"sNSSAI": {
"sst": 1,
"sd": "000002"
}
},
"qosObjectives": {
"gfbr": 200,
"mfbr": ... | provision a high-throughput network slice for <use_case>. location: <region>. performance targets: dl <num> mbps, ul <num> mbps, latency ≤<num> ms, reliability ≥<num>%, capacity for <num> ues. | tpl_f1d2618a2c8d | scn_826be1cb20cc6d55 | jsonstruct_6ec15e705995c5fc | a1Policy | true | true | true | true | true | 2,048 | 439 | true | true | 0.013477 | 0.004994 | 0.013477 | train_base |
29c5cb57234c | [
{
"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 | public WiFi mesh backhaul | smart_city | Urban Innovation District | 1 | 99.999 | 200 | 10 | 500 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 29c5cb57234c | 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 (... | To support public WiFi mesh backhaul in Urban Innovation District, a network slice is required with a latency of 1 ms, capable of serving 500 devices, and offering 200 Mbps down and 10 Mbps up. | {
"intent": {
"id": "intent-URLLC-462737023ac9",
"name": "Public Wifi Mesh Backhaul URLLC Intent",
"lifecycleStatus": "active",
"intentExpectation": [
{
"expectationId": "exp-ad80c73e241d",
"expectationVerb": "DELIVER",
"expectationObject": {
"objectType": "NW_S... | 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_3e6b5020e67a6965 | jsonstruct_7ef9b21573c6e0b2 | intent | true | true | true | true | true | 2,048 | 702 | true | true | 0.06143 | 0.004994 | 0.06143 | train_base |
6119732c9ec5 | [
{
"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 | power line drone inspection | energy | Factory Complex A | 2 | 99.99999 | 2,000 | 50 | 10,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 6119732c9ec5 | 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 power line drone inspection application in Factory Complex A. Key requirements are 2 ms latency, 2000 Mbps DL, 50 Mbps UL, and the ability to handle 10000 connected devices. | {
"id": "intent-0f8e74d11792",
"href": "/tmf-api/intentManagement/v4/intent/intent-0f8e74d11792",
"name": "HMTC Slice - Power Line Drone Inspection",
"description": "Intent for power line drone inspection at Factory Complex A with HMTC service level",
"lifecycleState": "Active",
"priority": 4,
"intentExpr... | 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_28f16f638ca28741 | jsonstruct_295d771eeadc77de | tmf921_root | true | true | true | true | true | 2,048 | 1,291 | true | true | 0.013477 | 0.004994 | 0.013477 | train_base |
4f0ce4dd39a7 | [
{
"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 | 000001 | high-frequency trading edge | finance | Financial District | 10 | 99.999 | 25 | 100 | 1,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 4f0ce4dd39a7 | 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 need dedicated V2X connectivity for high-frequency trading edge at Financial District. Performance targets: 10 ms latency, 99.999% reliability, 25/100 Mbps DL/UL, supporting 1000 connected vehicles and RSUs. | {
"ManagedElement": {
"id": "gNB-047",
"GNBDUFunction": {
"id": "DU-032",
"gNBId": 47,
"gNBIdLength": 22,
"NRCellDU": {
"id": "NRCellDU-032-006",
"cellLocalId": 6,
"operationalState": "ENABLED",
"administrativeState": "UNLOCKED",
"nrFrequencyRef"... | we need dedicated v2x connectivity for <use_case> at <region>. performance targets: <num> ms latency, <num>% reliability, <num>/<num> mbps dl/ul, supporting <num> connected vehicles and rsus. | tpl_33b72dd5db91 | scn_b44ec8f17e7aaa5c | jsonstruct_243881afe5ee15a5 | ManagedElement | true | true | true | true | true | 2,048 | 556 | true | true | 0.060634 | 0.004994 | 0.060634 | train_base |
a2c57518e859 | [
{
"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 | 000001 | irrigation IoT control | agriculture | Medical Center District | 200 | 90 | 0.5 | 5 | 100,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | a2c57518e859 | 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 massive machine-type communications slice for irrigation IoT control. Area: Medical Center District. Device density: 100000 endpoints. Aggregate throughput: 0.5 Mbps DL, 5 Mbps UL. Latency: up to 200 ms acceptable. Reliability: 90%. | {
"intent": {
"id": "intent-mMTC-0717786d9091",
"name": "Irrigation Iot Control mMTC Intent",
"lifecycleStatus": "active",
"intentExpectation": [
{
"expectationId": "exp-616a1d3fd58b",
"expectationVerb": "ENSURE",
"expectationObject": {
"objectType": "NW_SLICE",... | 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_ff693b7f11772ddd | jsonstruct_d902f84b60806f42 | intent | true | true | true | true | true | 2,048 | 719 | true | true | 0.013422 | 0.004994 | 0.013422 | train_base |
4fee60b1d74e | [
{
"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 | livestock tracking network | agriculture | Healthcare Park | 3 | 99.9999 | 20 | 100 | 500 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 4fee60b1d74e | 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 network slice for livestock tracking network located in Healthcare Park that meets these specifications: E2E latency ≤3 ms, 20 Mbps DL, 100 Mbps UL, and a maximum of 500 connected UEs. | {
"intent": {
"id": "intent-URLLC-538f456ffe6c",
"name": "Livestock Tracking Network URLLC Intent",
"lifecycleStatus": "active",
"intentExpectation": [
{
"expectationId": "exp-864e20e30770",
"expectationVerb": "ENSURE",
"expectationObject": {
"objectType": "NW_S... | we require a urllc network slice for <use_case> located in <region> that meets these specifications: e2e latency ≤<num> ms, <num> mbps dl, <num> mbps ul, and a maximum of <num> connected ues. | tpl_02b486fc3940 | scn_dbaec25e96d26b79 | jsonstruct_7ef9b21573c6e0b2 | intent | true | true | true | true | true | 2,048 | 709 | true | true | 0.013461 | 0.004994 | 0.013461 | train_base |
01e1bc9ef1ad | [
{
"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 | mMTC | 3 | 000001 | remote vehicle teleoperation | automotive | Autonomous Test Track | 200 | 90 | 10 | 0.1 | 5,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 01e1bc9ef1ad | 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 massive machine-type communications slice for remote vehicle teleoperation. Area: Autonomous Test Track. Device density: 5000 endpoints. Aggregate throughput: 10 Mbps DL, 0.1 Mbps UL. Latency: up to 200 ms acceptable. Reliability: 90%. | {
"id": "intent-f5087182af3f",
"href": "/tmf-api/intentManagement/v4/intent/intent-f5087182af3f",
"name": "mMTC Slice - Remote Vehicle Teleoperation",
"description": "Intent for remote vehicle teleoperation at Autonomous Test Track with mMTC service level",
"lifecycleState": "Active",
"priority": 4,
"inte... | 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_5fae51a23e2d1280 | jsonstruct_295d771eeadc77de | tmf921_root | true | true | true | true | true | 2,048 | 1,293 | true | true | 0.063888 | 0.004994 | 0.063888 | train_base |
319c97f19a65 | [
{
"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 | mMTC | 3 | 000002 | network digital twin | telecom | Hospital Campus | 1,000 | 95 | 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 | 319c97f19a65 | 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 mMTC slice at Hospital Campus for network digital twin. We expect to connect 1000000 sensors/devices with modest throughput needs (5 Mbps DL, 0.1 Mbps UL) but high density. Latency up to 1000 ms is fine. Target 95% delivery rate. | {
"id": "intent-bc3d4a250b00",
"href": "/tmf-api/intentManagement/v4/intent/intent-bc3d4a250b00",
"name": "mMTC Slice - Network Digital Twin",
"description": "Intent for network digital twin at Hospital Campus with mMTC service level",
"lifecycleState": "Active",
"priority": 3,
"intentExpression": {
"... | configure an mmtc slice at <region> for <use_case>. we expect to connect <num> sensors/devices with modest throughput needs (<num> mbps dl, <num> mbps ul) but high density. latency up to <num> ms is fine. target <num>% delivery rate. | tpl_b097e8c92e2a | scn_72b6fbe776728bba | jsonstruct_295d771eeadc77de | tmf921_root | true | true | true | true | true | 2,048 | 1,295 | true | true | 0.013828 | 0.004994 | 0.013828 | train_base |
c0664cc95c8a | [
{
"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 | last-mile delivery tracking | logistics | Factory Complex A | 7 | 99.9999 | 100 | 10 | 5,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | c0664cc95c8a | 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 require a URLLC-grade slice in Factory Complex A for last-mile delivery tracking. Performance envelope: 7 ms max latency, 99.9999% min reliability, 100 Mbps/10 Mbps DL/UL, serving up to 5000 UEs. | {
"zsmIntent": {
"intentId": "zsm-intent-7539ed86860c",
"intentType": "NetworkSliceIntent",
"intentOwner": {
"ownerId": "owner-0b8835",
"ownerType": "ManagementFunction",
"ownerDomain": "logistics_management"
},
"intentExpression": {
"objectives": [
{
"obj... | 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_a10a983e448ffb9d | jsonstruct_ac37180e6428f2c0 | zsmIntent | true | true | true | true | true | 2,048 | 900 | true | true | 0.013477 | 0.004994 | 0.013477 | train_base |
592336098820 | [
{
"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 | concrete pour monitoring | construction | Healthcare Park | 30 | 99.5 | 1 | 0.5 | 1,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 592336098820 | 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... | Configure an mMTC slice at Healthcare Park for concrete pour monitoring. We expect to connect 1000 sensors/devices with modest throughput needs (1 Mbps DL, 0.5 Mbps UL) but high density. Latency up to 30 ms is fine. Target 99.5% delivery rate. | {
"a1Policy": {
"policyId": "a1-pol-mmtc-841b84",
"policyTypeId": "QoSTarget",
"scope": {
"ueId": null,
"groupId": "slice-mmtc-c8e273",
"cellId": "cell-012",
"sNSSAI": {
"sst": 3,
"sd": "000001"
}
},
"qosObjectives": {
"gfbr": 1,
"mfbr": 1.... | configure an mmtc slice at <region> for <use_case>. we expect to connect <num> sensors/devices with modest throughput needs (<num> mbps dl, <num> mbps ul) but high density. latency up to <num> ms is fine. target <num>% delivery rate. | tpl_b097e8c92e2a | scn_15537b194c87e20c | jsonstruct_6ec15e705995c5fc | a1Policy | true | true | true | true | true | 2,048 | 445 | true | true | 0.013461 | 0.004994 | 0.013461 | train_base |
073d60da200b | [
{
"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 | fraud detection real-time | finance | Healthcare Park | 3 | 99.999 | 100 | 75 | 100 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 073d60da200b | 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 fraud detection real-time. Performance envelope: 3 ms max latency, 99.999% min reliability, 100 Mbps/75 Mbps DL/UL, serving up to 100 UEs. | {
"intent": {
"id": "intent-URLLC-47efbae4c834",
"name": "Fraud Detection Real-Time URLLC Intent",
"lifecycleStatus": "active",
"intentExpectation": [
{
"expectationId": "exp-30dd0dd20bdc",
"expectationVerb": "DELIVER",
"expectationObject": {
"objectType": "NW_S... | 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_9de571ae9c81ffef | jsonstruct_7ef9b21573c6e0b2 | intent | true | true | true | true | true | 2,048 | 711 | true | true | 0.013461 | 0.004994 | 0.013461 | train_base |
26406c7f101b | [
{
"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 | 000002 | branch IoT automation | finance | Trading Floor Zone | 7 | 99.9999 | 20 | 75 | 100 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 26406c7f101b | 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 branch IoT automation initiative in Trading Floor Zone, we need a network slice that provides 20 Mbps downlink, 75 Mbps uplink, and can handle up to 100 UEs with sub-7 ms latency. | {
"a1Policy": {
"policyId": "a1-pol-urllc-b7091d",
"policyTypeId": "QoSTarget",
"scope": {
"ueId": null,
"groupId": "slice-urllc-f88232",
"cellId": "cell-029",
"sNSSAI": {
"sst": 2,
"sd": "000001"
}
},
"qosObjectives": {
"gfbr": 20,
"mfbr":... | for our <use_case> initiative in <region>, we need a network slice that provides <num> mbps downlink, <num> mbps uplink, and can handle up to <num> ues with sub-<num> ms latency. | tpl_f0547e01b2ac | scn_f4e37af162cdfb3c | jsonstruct_6ec15e705995c5fc | a1Policy | true | true | true | true | true | 2,048 | 430 | true | true | 0.05698 | 0.004994 | 0.05698 | train_base |
c3ffb822bb60 | [
{
"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 | digital signage network | retail | Medical Center District | 5 | 99.9999 | 25 | 25 | 100 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | c3ffb822bb60 | 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: digital signage network at Medical Center District. Allocate dedicated MPS slice with 5 ms latency ceiling, 99.9999% reliability floor, 25 Mbps DL, 25 Mbps UL, capacity 100 devices. | {
"intent": {
"id": "intent-MPS-79443f98a0e0",
"name": "Digital Signage Network MPS Intent",
"lifecycleStatus": "active",
"intentExpectation": [
{
"expectationId": "exp-5fe86d74c450",
"expectationVerb": "ENSURE",
"expectationObject": {
"objectType": "NW_SLICE",
... | 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_f0c3971114f92a80 | jsonstruct_7ef9b21573c6e0b2 | intent | true | true | true | true | true | 2,048 | 705 | true | true | 0.013422 | 0.004994 | 0.013422 | train_base |
11d2006dabed | [
{
"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 | medical IoT sensor network | healthcare | Medical Center District | 10 | 99.999 | 75 | 50 | 50 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 11d2006dabed | 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... | Provision an emergency services slice for medical IoT sensor network in Medical Center District. Hard SLAs: 10 ms max latency, 99.999% min reliability. Throughput: 75 Mbps DL, 50 Mbps UL. Devices: 50 with highest ARP priority. | {
"networkSliceBooking": {
"sliceType": "MPS",
"sliceProfile": {
"latencyTarget": 10,
"reliability": 99.999,
"throughput": {
"downlink": 75,
"uplink": 50
},
"maxNumberOfUEs": 50
},
"areaOfService": {
"region": "Medical Center District",
"center... | 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_9f97dbd02ec88408 | jsonstruct_afb65569818f537c | networkSliceBooking | true | true | true | true | true | 2,048 | 417 | true | true | 0.013422 | 0.004994 | 0.013422 | train_base |
57f8f49c1f2d | [
{
"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 | police body camera streaming | public_safety | Disaster Response Area | 5 | 99.9999 | 200 | 75 | 5,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 57f8f49c1f2d | 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... | Urgent: configure a low-latency slice for police body camera streaming in Disaster Response Area. This is safety-critical — latency cannot exceed 5 ms, reliability must be 99.9999% or higher. Bandwidth: 200/75 Mbps DL/UL. Supporting 5000 endpoints. | {
"networkSliceBooking": {
"sliceType": "URLLC",
"sliceProfile": {
"latencyTarget": 5,
"reliability": 99.9999,
"throughput": {
"downlink": 200,
"uplink": 75
},
"maxNumberOfUEs": 5000
},
"areaOfService": {
"region": "Disaster Response Area",
"ce... | 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_c7e3cea73d942734 | jsonstruct_afb65569818f537c | networkSliceBooking | true | true | true | true | true | 2,048 | 436 | true | true | 0.060412 | 0.004994 | 0.060412 | train_base |
91e1d04e0877 | [
{
"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 | 000003 | autonomous harvester coordination | agriculture | Smart Farm Sector | 20 | 99.999 | 100 | 100 | 50 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 91e1d04e0877 | 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 MPS slice for autonomous harvester coordination. Area: Smart Farm Sector. This is highest priority — latency must be 20 ms or less, 99.999% reliability guaranteed, 100/100 Mbps DL/UL, 50 devices. | {
"networkSliceBooking": {
"sliceType": "MPS",
"sliceProfile": {
"latencyTarget": 20,
"reliability": 99.999,
"throughput": {
"downlink": 100,
"uplink": 100
},
"maxNumberOfUEs": 50
},
"areaOfService": {
"region": "Smart Farm Sector",
"center": {... | we need an mps slice for <use_case>. area: <region>. this is highest priority — latency must be <num> ms or less, <num>% reliability guaranteed, <num>/<num> mbps dl/ul, <num> devices. | tpl_98a8ae850284 | scn_b48dcc417b4fbc71 | jsonstruct_afb65569818f537c | networkSliceBooking | true | true | true | true | true | 2,048 | 433 | true | true | 0.055216 | 0.004994 | 0.055216 | train_base |
ea7976c010f7 | [
{
"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 | autonomous harvester coordination | agriculture | Agricultural Zone Delta | 5 | 99.99 | 100 | 150 | 50 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | ea7976c010f7 | 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 autonomous harvester coordination in Agricultural Zone Delta. Latency must be under 5 ms with 99.99% reliability. Throughput: 100 Mbps DL, 150 Mbps UL for 50 vehicles. | {
"id": "intent-a28c084fe562",
"href": "/tmf-api/intentManagement/v4/intent/intent-a28c084fe562",
"name": "V2X Slice - Autonomous Harvester Coordination",
"description": "Intent for autonomous harvester coordination at Agricultural Zone Delta with V2X service level",
"lifecycleState": "Active",
"priority": ... | 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_aa0da9496696f1d5 | jsonstruct_295d771eeadc77de | tmf921_root | true | true | true | true | true | 2,048 | 1,292 | true | true | 0.054636 | 0.004994 | 0.054636 | train_base |
feb70b15cfb6 | [
{
"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": "Provide i... | tmf921_lifecycle_report | mMTC | 3 | 000001 | AMBER alert broadcast system | public_safety | Healthcare Park | 200 | 99 | 0.5 | 0.5 | 500,000 | report | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | feb70b15cfb6 | 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. | Provide intent assurance analytics for intent-ea59aa9d9fce. I need current vs target KPIs, SLA compliance percentage, and trend analysis for AMBER alert broadcast system. | {
"intentAssuranceReport": {
"intentId": "intent-ea59aa9d9fce",
"reportPeriod": {
"start": "2026-04-24T08:11:31Z",
"end": "2026-04-24T09:11:31Z"
},
"kpiMeasurements": [
{
"kpi": "latency",
"target": 200,
"measurements": [
131.18,
199.91,
... | provide intent assurance analytics for intent-<hex>. i need current vs target kpis, sla compliance percentage, and trend analysis for <use_case>. | tpl_104b908914b3 | scn_5d66f94a49cacf12 | jsonstruct_6e67347300b99cd1 | intentAssuranceReport | true | true | true | true | true | 2,048 | 829 | true | true | 0.013461 | 0.073127 | 0.067304 | train_base |
e6a92030786d | [
{
"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 | border surveillance network | public_safety | Factory Complex A | 20 | 99.9999 | 200 | 25 | 500 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | e6a92030786d | 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 public_safety initiative, we require a V2X slice tailored for border surveillance network within the Factory Complex A area, ensuring latency is ≤20 ms, reliability of ≥99.9999%, and bandwidth of 200 Mbps DL, 25 Mbps UL, capable of supporting up to 500 UEs. | {
"id": "intent-dad5826cdb97",
"href": "/tmf-api/intentManagement/v4/intent/intent-dad5826cdb97",
"name": "V2X Slice - Border Surveillance Network",
"description": "Intent for border surveillance network at Factory Complex A with V2X service level",
"lifecycleState": "Active",
"priority": 2,
"intentExpres... | for our <sector> initiative, we require a v2x slice tailored for <use_case> within the <region> area, ensuring latency is ≤<num> ms, reliability of ≥<num>%, and bandwidth of <num> mbps dl, <num> mbps ul, capable of supporting up to <num> ues. | tpl_db93b55c0701 | scn_e33d3b15117c4d53 | jsonstruct_295d771eeadc77de | tmf921_root | true | true | true | true | true | 2,048 | 1,293 | true | true | 0.013477 | 0.004994 | 0.013477 | train_base |
fb31c5188905 | [
{
"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 | vessel traffic management | maritime | Coastal Monitoring Area | 15 | 99.999 | 25 | 10 | 1,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | fb31c5188905 | 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... | Set up a vehicle-to-everything communication slice for vessel traffic management in Coastal Monitoring Area. Latency must be under 15 ms with 99.999% reliability. Throughput: 25 Mbps DL, 10 Mbps UL for 1000 vehicles. | {
"a1Policy": {
"policyId": "a1-pol-v2x-3f84f1",
"policyTypeId": "QoSTarget",
"scope": {
"ueId": null,
"groupId": "slice-v2x-776734",
"cellId": "cell-041",
"sNSSAI": {
"sst": 4,
"sd": "000002"
}
},
"qosObjectives": {
"gfbr": 25,
"mfbr": 30.... | 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_2d082de3beec626c | jsonstruct_6ec15e705995c5fc | a1Policy | true | true | true | true | true | 2,048 | 443 | true | true | 0.057831 | 0.004994 | 0.057831 | train_base |
58454bca816b | [
{
"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 | 000002 | soil moisture sensor mesh | agriculture | Agricultural Zone Delta | 3 | 99.9999 | 100 | 100 | 10 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 58454bca816b | 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 soil moisture sensor mesh. Location: Agricultural Zone Delta. The latency SLA is 3 ms, reliability floor is 99.9999%. Provide 100 Mbps downstream and 100 Mbps upstream bandwidth for 10 devices. | {
"intent": {
"id": "intent-URLLC-9dd9daf15b85",
"name": "Soil Moisture Sensor Mesh URLLC Intent",
"lifecycleStatus": "active",
"intentExpectation": [
{
"expectationId": "exp-4f3a7be885b4",
"expectationVerb": "DELIVER",
"expectationObject": {
"objectType": "NW_S... | 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_dd8cb67d9851ea47 | jsonstruct_7ef9b21573c6e0b2 | intent | true | true | true | true | true | 2,048 | 718 | true | true | 0.054636 | 0.004994 | 0.054636 | train_base |
4041834c82c2 | [
{
"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 | EV charging coordination | automotive | Medical Center District | 3 | 99.9999 | 50 | 25 | 500 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 4041834c82c2 | 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 ... | Create a URLLC slice targeting EV charging coordination at Medical Center District. Hard constraints: E2E latency ≤3 ms, reliability ≥99.9999%, guaranteed 50 Mbps DL throughput, 25 Mbps UL. Maximum connected UEs: 500. | {
"id": "intent-2bb48f627593",
"href": "/tmf-api/intentManagement/v4/intent/intent-2bb48f627593",
"name": "URLLC Slice - Ev Charging Coordination",
"description": "Intent for EV charging coordination at Medical Center District with URLLC service level",
"lifecycleState": "Active",
"priority": 3,
"intentEx... | 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_b466721b3f99a736 | jsonstruct_295d771eeadc77de | tmf921_root | true | true | true | true | true | 2,048 | 1,284 | true | true | 0.013422 | 0.004994 | 0.013422 | train_base |
05c9460ee4bd | [
{
"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": "Monitor intent 'HMTC Slic... | tmf921_lifecycle_monitor | HMTC | 5 | 000001 | crew welfare connectivity | maritime | Harbor Zone A | 0.1 | 99.99999 | 100 | 50 | 10,000 | monitor | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 05c9460ee4bd | 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. | Monitor intent 'HMTC Slice - Crew Welfare Connectivity' and report any KPI deviations from the configured targets. | {
"intentFulfillmentReport": {
"intentId": "intent-bb9665757b5a",
"reportTimestamp": "2026-04-24T09:11:31Z",
"fulfillmentStatus": "Degraded",
"kpiMeasurements": [
{
"kpi": "latency",
"target": 0.1,
"measured": 0.1,
"unit": "ms",
"compliant": true
},
... | monitor intent 'hmtc slice - <use_case>' and report any kpi deviations from the configured targets. | tpl_183daee9ee46 | scn_0e4780bc46819f6d | jsonstruct_2920edcf831943d2 | intentFulfillmentReport | true | true | true | true | true | 2,048 | 426 | true | true | 0.057166 | 0.065372 | 0.285831 | train_base |
0cbe59371476 | [
{
"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 | solar panel IoT management | energy | Factory Complex A | 1 | 99.999 | 50 | 100 | 5,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 0cbe59371476 | 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... | Urgent: configure a low-latency slice for solar panel IoT management in Factory Complex A. This is safety-critical — latency cannot exceed 1 ms, reliability must be 99.999% or higher. Bandwidth: 50/100 Mbps DL/UL. Supporting 5000 endpoints. | {
"zsmIntent": {
"intentId": "zsm-intent-385109f5b337",
"intentType": "QoSIntent",
"intentOwner": {
"ownerId": "owner-89018a",
"ownerType": "ManagementFunction",
"ownerDomain": "energy_management"
},
"intentExpression": {
"objectives": [
{
"objectiveId": "... | 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_5f07e6578a7031da | jsonstruct_ac37180e6428f2c0 | zsmIntent | true | true | true | true | true | 2,048 | 913 | true | true | 0.013477 | 0.004994 | 0.013477 | train_base |
612590e076c6 | [
{
"role": "system",
"content": "You are a TMF921-compliant Intent Lifecycle Manager. Given a scaling request, output the TMF921 Intent PATCH operation JSON with updated capacity and performance targets in the intentExpectation."
},
{
"role": "user",
"content": "Auto-scale intent intent-4d7de07e4... | tmf921_lifecycle_scale | mMTC | 3 | 000002 | branch IoT automation | finance | Hospital Campus | 30 | 99 | 5 | 0.5 | 10,000 | scale | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 612590e076c6 | single_turn | You are a TMF921-compliant Intent Lifecycle Manager. Given a scaling request, output the TMF921 Intent PATCH operation JSON with updated capacity and performance targets in the intentExpectation. | Auto-scale intent intent-4d7de07e49d4: peak demand detected at Hospital Campus. Increase capacity to handle 29520 UEs with 6 Mbps DL. | {
"intentPatch": {
"id": "intent-4d7de07e49d4",
"lifecycleState": "Active",
"intentExpression": {
"@type": "IntentExpression",
"scaledTargets": [
{
"targetName": "downlinkThroughput",
"previousValue": 5,
"newValue": 6,
"unit": "Mbps"
},
... | auto-scale intent intent-<hex>: peak demand detected at <region>. increase capacity to handle <num> ues with <num> mbps dl. | tpl_71d58f51ff34 | scn_b3666f1fd8cf9e50 | jsonstruct_40351843e9a2d96f | intentPatch | true | true | true | true | true | 2,048 | 289 | true | true | 0.013828 | 0.066082 | 0.069138 | train_base |
2dbd0505fdef | [
{
"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 | remote vehicle teleoperation | automotive | Highway Corridor M1 | 1,000 | 90 | 50 | 0.5 | 50,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 2dbd0505fdef | 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 mMTC slice at Highway Corridor M1 for remote vehicle teleoperation. We expect to connect 50000 sensors/devices with modest throughput needs (50 Mbps DL, 0.5 Mbps UL) but high density. Latency up to 1000 ms is fine. Target 90% delivery rate. | {
"networkSliceBooking": {
"sliceType": "mMTC",
"sliceProfile": {
"latencyTarget": 1000,
"reliability": 90,
"throughput": {
"downlink": 50,
"uplink": 0.5
},
"maxNumberOfUEs": 50000
},
"areaOfService": {
"region": "Highway Corridor M1",
"center"... | configure an mmtc slice at <region> for <use_case>. we expect to connect <num> sensors/devices with modest throughput needs (<num> mbps dl, <num> mbps ul) but high density. latency up to <num> ms is fine. target <num>% delivery rate. | tpl_b097e8c92e2a | scn_e330910835b94868 | jsonstruct_04e135e0871a6abf | networkSliceBooking | true | true | true | true | true | 2,048 | 448 | true | true | 0.053838 | 0.004994 | 0.053838 | train_base |
b9bbecd2e36d | [
{
"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 | hazmat incident command | public_safety | Hospital Campus | 15 | 99.99 | 100 | 50 | 5,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | b9bbecd2e36d | 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 need dedicated V2X connectivity for hazmat incident command at Hospital Campus. Performance targets: 15 ms latency, 99.99% reliability, 100/50 Mbps DL/UL, supporting 5000 connected vehicles and RSUs. | {
"a1Policy": {
"policyId": "a1-pol-v2x-9f0895",
"policyTypeId": "QoSTarget",
"scope": {
"ueId": null,
"groupId": "slice-v2x-278fea",
"cellId": "cell-065",
"sNSSAI": {
"sst": 4,
"sd": "000001"
}
},
"qosObjectives": {
"gfbr": 100,
"mfbr": 12... | we need dedicated v2x connectivity for <use_case> at <region>. performance targets: <num> ms latency, <num>% reliability, <num>/<num> mbps dl/ul, supporting <num> connected vehicles and rsus. | tpl_33b72dd5db91 | scn_a302ae6179b437c5 | jsonstruct_6ec15e705995c5fc | a1Policy | true | true | true | true | true | 2,048 | 440 | true | true | 0.013828 | 0.004994 | 0.013828 | train_base |
39b071af804d | [
{
"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 | electronic warfare spectrum monitoring | defense | Healthcare Park | 7 | 99.999 | 200 | 25 | 5,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 39b071af804d | 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 Healthcare Park for electronic warfare spectrum monitoring. Performance envelope: 7 ms max latency, 99.999% min reliability, 200 Mbps/25 Mbps DL/UL, serving up to 5000 UEs. | {
"networkSliceBooking": {
"sliceType": "URLLC",
"sliceProfile": {
"latencyTarget": 7,
"reliability": 99.999,
"throughput": {
"downlink": 200,
"uplink": 25
},
"maxNumberOfUEs": 5000
},
"areaOfService": {
"region": "Healthcare Park",
"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_9d69ec2fdb8662e7 | jsonstruct_afb65569818f537c | networkSliceBooking | true | true | true | true | true | 2,048 | 423 | true | true | 0.013461 | 0.004994 | 0.013461 | train_base |
a455ec7d2b5e | [
{
"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 | demand response signaling | energy | Healthcare Park | 80 | 99.95 | 1,000 | 150 | 50,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | a455ec7d2b5e | 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 ... | Slice request for demand response signaling: Deployment Area - Healthcare Park; Target Throughput - 1000 Mbps DL, 150 Mbps UL; Maximum Latency - 80 ms; Device Capacity - 50000. | {
"id": "intent-299b5c117cb2",
"href": "/tmf-api/intentManagement/v4/intent/intent-299b5c117cb2",
"name": "eMBB Slice - Demand Response Signaling",
"description": "Intent for demand response signaling at Healthcare Park with eMBB service level",
"lifecycleState": "Active",
"priority": 3,
"intentExpression... | 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_14759d1d5d21fd98 | jsonstruct_295d771eeadc77de | tmf921_root | true | true | true | true | true | 2,048 | 1,278 | true | true | 0.013461 | 0.004994 | 0.013461 | train_base |
115af5e35d6d | [
{
"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 | holographic telepresence | media | Industrial Zone North | 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 | 115af5e35d6d | 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 media operation requires an ultra-reliable connection for holographic telepresence. Deploy at Industrial Zone North with sub-3 ms latency, 99.999% packet delivery reliability, 100 Mbps downlink, 75 Mbps uplink, 5000 max UEs. | {
"zsmIntent": {
"intentId": "zsm-intent-054e807de7ff",
"intentType": "NetworkSliceIntent",
"intentOwner": {
"ownerId": "owner-a0c2c4",
"ownerType": "ManagementFunction",
"ownerDomain": "media_management"
},
"intentExpression": {
"objectives": [
{
"objecti... | 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_60ee7956b3a457ea | jsonstruct_ac37180e6428f2c0 | zsmIntent | true | true | true | true | true | 2,048 | 899 | true | true | 0.013433 | 0.004994 | 0.013433 | train_base |
fbc43c127c93 | [
{
"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 | forward base connectivity | defense | Naval Port Zone | 50 | 99.5 | 500 | 100 | 500 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | fbc43c127c93 | 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... | Our defense division requires a broadband network slice for forward base connectivity at Naval Port Zone. Target KPIs: 500 Mbps DL throughput, 100 Mbps UL, maximum 50 ms latency, 99.5% availability, supporting 500 endpoints. | {
"a1Policy": {
"policyId": "a1-pol-embb-742751",
"policyTypeId": "QoSTarget",
"scope": {
"ueId": null,
"groupId": "slice-embb-0b7838",
"cellId": "cell-032",
"sNSSAI": {
"sst": 1,
"sd": "000001"
}
},
"qosObjectives": {
"gfbr": 500,
"mfbr": ... | our <sector> division requires a broadband network slice for <use_case> at <region>. target kpis: <num> mbps dl throughput, <num> mbps ul, maximum <num> ms latency, <num>% availability, supporting <num> endpoints. | tpl_eb0413d19dc8 | scn_8dbb5bdd20431c95 | jsonstruct_6ec15e705995c5fc | a1Policy | true | true | true | true | true | 2,048 | 441 | true | true | 0.055132 | 0.004994 | 0.055132 | train_base |
e0fafbc2d5ac | [
{
"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 | 000001 | wildfire drone surveillance | public_safety | Healthcare Park | 20 | 99.5 | 800 | 25 | 1,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | e0fafbc2d5ac | 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... | URGENT: A dedicated network slice is needed for wildfire drone surveillance in Healthcare Park with 800 Mbps DL throughput, 25 Mbps UL throughput, and latency under 20 ms, capable of handling 1000 devices. | {
"ManagedElement": {
"id": "gNB-023",
"GNBDUFunction": {
"id": "DU-028",
"gNBId": 23,
"gNBIdLength": 22,
"NRCellDU": {
"id": "NRCellDU-028-010",
"cellLocalId": 10,
"operationalState": "ENABLED",
"administrativeState": "UNLOCKED",
"nrFrequencyRef... | urgent: a dedicated network slice is needed for <use_case> in <region> with <num> mbps dl throughput, <num> mbps ul throughput, and latency under <num> ms, capable of handling <num> devices. | tpl_e7ee0a1a621d | scn_709f55425eaaca0c | jsonstruct_243881afe5ee15a5 | ManagedElement | true | true | true | true | true | 2,048 | 550 | true | true | 0.013461 | 0.004994 | 0.013461 | train_base |
d2c1ae721edf | [
{
"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 | worker safety wearable mesh | construction | Medical Center District | 5 | 99.999 | 50 | 25 | 100 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | d2c1ae721edf | 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... | For the worker safety wearable mesh application in our construction project located in Medical Center District, we request a V2X slice with a latency of ≤5 ms, 50 Mbps DL, 25 Mbps UL, and the capacity to manage 100 UEs. | {
"zsmIntent": {
"intentId": "zsm-intent-90be505b480c",
"intentType": "ServiceIntent",
"intentOwner": {
"ownerId": "owner-4e9ebb",
"ownerType": "ManagementFunction",
"ownerDomain": "construction_management"
},
"intentExpression": {
"objectives": [
{
"objec... | for the <use_case> application in our <sector> project located in <region>, we request a v2x slice with a latency of ≤<num> ms, <num> mbps dl, <num> mbps ul, and the capacity to manage <num> ues. | tpl_899ebebeff2c | scn_0522d4b8543eba58 | jsonstruct_ac37180e6428f2c0 | zsmIntent | true | true | true | true | true | 2,048 | 891 | true | true | 0.013422 | 0.004994 | 0.013422 | train_base |
61b585628682 | [
{
"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 | autonomous vehicle platooning | automotive | Highway Corridor M1 | 30 | 99.9 | 500 | 25 | 10,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 61b585628682 | 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 configuration needed for autonomous vehicle platooning in Highway Corridor M1: 500 Mbps down, 25 Mbps up, max latency 30 ms, supporting 10000 devices. | {
"networkSliceBooking": {
"sliceType": "eMBB",
"sliceProfile": {
"latencyTarget": 30,
"reliability": 99.9,
"throughput": {
"downlink": 500,
"uplink": 25
},
"maxNumberOfUEs": 10000
},
"areaOfService": {
"region": "Highway Corridor M1",
"center"... | slice configuration needed for <use_case> in <region>: <num> mbps down, <num> mbps up, max latency <num> ms, supporting <num> devices. | tpl_dbb16939fc55 | scn_d62f15b6fcf01180 | jsonstruct_afb65569818f537c | networkSliceBooking | true | true | true | true | true | 2,048 | 390 | true | true | 0.053838 | 0.004994 | 0.053838 | train_base |
038ea6de9e83 | [
{
"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 | offshore platform monitoring | maritime | Healthcare Park | 15 | 99.9999 | 150 | 50 | 1,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 038ea6de9e83 | 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 MPS slice for offshore platform monitoring. Area: Healthcare Park. This is highest priority — latency must be 15 ms or less, 99.9999% reliability guaranteed, 150/50 Mbps DL/UL, 1000 devices. | {
"id": "intent-63a00d4ecb8f",
"href": "/tmf-api/intentManagement/v4/intent/intent-63a00d4ecb8f",
"name": "MPS Slice - Offshore Platform Monitoring",
"description": "Intent for offshore platform monitoring at Healthcare Park with MPS service level",
"lifecycleState": "Active",
"priority": 2,
"intentExpres... | we need an mps slice for <use_case>. area: <region>. this is highest priority — latency must be <num> ms or less, <num>% reliability guaranteed, <num>/<num> mbps dl/ul, <num> devices. | tpl_98a8ae850284 | scn_dfa6d9a2239b5ec6 | jsonstruct_295d771eeadc77de | tmf921_root | true | true | true | true | true | 2,048 | 1,291 | true | true | 0.013461 | 0.004994 | 0.013461 | train_base |
89c2de8dea9e | [
{
"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 | worker safety wearable mesh | construction | Industrial Zone North | 0.5 | 99.999 | 100 | 25 | 10 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 89c2de8dea9e | 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 the Industrial Zone North area, a mission-critical URLLC network slice for worker safety wearable mesh is required. Ensure the slice meets the latency requirement of 0.5 ms, provides 100 Mbps DL and 25 Mbps UL throughput, and can manage up to 10 devices. | {
"networkSliceBooking": {
"sliceType": "URLLC",
"sliceProfile": {
"latencyTarget": 0.5,
"reliability": 99.999,
"throughput": {
"downlink": 100,
"uplink": 25
},
"maxNumberOfUEs": 10
},
"areaOfService": {
"region": "Industrial Zone North",
"cent... | in the <region> area, a mission-critical urllc network slice for <use_case> is required. ensure the slice meets the latency requirement of <num> ms, provides <num> mbps dl and <num> mbps ul throughput, and can manage up to <num> devices. | tpl_8591bf700f8e | scn_16606ef39b5f831b | jsonstruct_540d8cd1e74f5f9a | networkSliceBooking | true | true | true | true | true | 2,048 | 399 | true | true | 0.013433 | 0.004994 | 0.013433 | train_base |
a13454eeeaee | [
{
"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 | mMTC | 3 | 000001 | EV charging coordination | automotive | Highway Corridor M1 | 200 | 99.5 | 1 | 25 | 100,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | a13454eeeaee | 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're deploying 100000 IoT devices for EV charging coordination at Highway Corridor M1. Need a dedicated slice with 1 Mbps DL, 25 Mbps UL, 200 ms max latency, and 99.5% reliability. | {
"id": "intent-417c72361f77",
"href": "/tmf-api/intentManagement/v4/intent/intent-417c72361f77",
"name": "mMTC Slice - Ev Charging Coordination",
"description": "Intent for EV charging coordination at Highway Corridor M1 with mMTC service level",
"lifecycleState": "Active",
"priority": 3,
"intentExpressi... | 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_2c18b7f666a4567a | jsonstruct_295d771eeadc77de | tmf921_root | true | true | true | true | true | 2,048 | 1,293 | true | true | 0.053838 | 0.004994 | 0.053838 | train_base |
f76647ccf44a | [
{
"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 | mMTC | 3 | 000003 | warehouse fulfillment robotics | retail | Commerce Zone | 500 | 99.5 | 25 | 5 | 50,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | f76647ccf44a | 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 massive machine-type communications slice for warehouse fulfillment robotics. Area: Commerce Zone. Device density: 50000 endpoints. Aggregate throughput: 25 Mbps DL, 5 Mbps UL. Latency: up to 500 ms acceptable. Reliability: 99.5%. | {
"id": "intent-2e133f845b0c",
"href": "/tmf-api/intentManagement/v4/intent/intent-2e133f845b0c",
"name": "mMTC Slice - Warehouse Fulfillment Robotics",
"description": "Intent for warehouse fulfillment robotics at Commerce Zone with mMTC service level",
"lifecycleState": "Active",
"priority": 5,
"intentEx... | 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_f6a63159b100f7b6 | jsonstruct_295d771eeadc77de | tmf921_root | true | true | true | true | true | 2,048 | 1,291 | true | true | 0.062137 | 0.004994 | 0.062137 | train_base |
ec83eb268ec2 | [
{
"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 | 000002 | air quality sensor network | smart_city | Urban Innovation District | 5 | 99.9999 | 500 | 100 | 100,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | ec83eb268ec2 | 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... | Provision a high-performance MTC slice for air quality sensor network. Location: Urban Innovation District. Targets: 5 ms latency, 99.9999% reliability, 500/100 Mbps DL/UL bandwidth, 100000 machine endpoints. | {
"networkSliceBooking": {
"sliceType": "HMTC",
"sliceProfile": {
"latencyTarget": 5,
"reliability": 99.9999,
"throughput": {
"downlink": 500,
"uplink": 100
},
"maxNumberOfUEs": 100000
},
"areaOfService": {
"region": "Urban Innovation District",
... | 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_3f74525070cae12e | jsonstruct_afb65569818f537c | networkSliceBooking | true | true | true | true | true | 2,048 | 412 | true | true | 0.06143 | 0.004994 | 0.06143 | train_base |
4f176f8fa61b | [
{
"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 | wildfire drone surveillance | public_safety | Border Sector C | 20 | 99.95 | 500 | 150 | 5,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 4f176f8fa61b | 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... | High-performance network slice needed for wildfire drone surveillance in Border Sector C; specifications include 500 Mbps downlink, 150 Mbps uplink, latency less than 20 ms, and the ability to handle 5000 users concurrently. | {
"ManagedElement": {
"id": "gNB-049",
"GNBDUFunction": {
"id": "DU-022",
"gNBId": 49,
"gNBIdLength": 22,
"NRCellDU": {
"id": "NRCellDU-022-003",
"cellLocalId": 3,
"operationalState": "ENABLED",
"administrativeState": "UNLOCKED",
"nrFrequencyRef"... | high-performance network slice needed for <use_case> in <region>; specifications include <num> mbps downlink, <num> mbps uplink, latency less than <num> ms, and the ability to handle <num> users concurrently. | tpl_c0389fc313d8 | scn_542f22fd0558a3ed | jsonstruct_243881afe5ee15a5 | ManagedElement | true | true | true | true | true | 2,048 | 548 | true | true | 0.057735 | 0.004994 | 0.057735 | train_base |
bd018c7da1b1 | [
{
"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 | AGV fleet management | manufacturing | Industrial Zone North | 7 | 99.9999 | 200 | 75 | 100 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | bd018c7da1b1 | 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... | Low-latency slice request for AGV fleet management in Industrial Zone North: Max latency 7 ms, 100 endpoints supported, 200/75 Mbps DL/UL bandwidth. | {
"networkSliceBooking": {
"sliceType": "URLLC",
"sliceProfile": {
"latencyTarget": 7,
"reliability": 99.9999,
"throughput": {
"downlink": 200,
"uplink": 75
},
"maxNumberOfUEs": 100
},
"areaOfService": {
"region": "Industrial Zone North",
"cent... | low-latency slice request for <use_case> in <region>: max latency <num> ms, <num> endpoints supported, <num>/<num> mbps dl/ul bandwidth. | tpl_431ed7b80986 | scn_a16f7ed974d354de | jsonstruct_afb65569818f537c | networkSliceBooking | true | true | true | true | true | 2,048 | 396 | true | true | 0.013433 | 0.004994 | 0.013433 | train_base |
a44ed1d0c779 | [
{
"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 | container yard automation | logistics | Port Area B | 1 | 99.9999 | 300 | 10 | 5,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | a44ed1d0c779 | 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 have a critical need for a V2X slice setup in Port Area B for container yard automation. The slice must handle 300 Mbps DL and 10 Mbps UL, with a maximum latency of 1 ms, supporting 5000 vehicles. | {
"intent": {
"id": "intent-V2X-b7fff1eaf834",
"name": "Container Yard Automation V2X Intent",
"lifecycleStatus": "active",
"intentExpectation": [
{
"expectationId": "exp-d91ecb152d83",
"expectationVerb": "ENSURE",
"expectationObject": {
"objectType": "NW_SLICE"... | we have a critical need for a v2x slice setup in <region> for <use_case>. the slice must handle <num> mbps dl and <num> mbps ul, with a maximum latency of <num> ms, supporting <num> vehicles. | tpl_a9f327b89aae | scn_c7ccaa50254dcef8 | jsonstruct_7ef9b21573c6e0b2 | intent | true | true | true | true | true | 2,048 | 704 | true | true | 0.062622 | 0.004994 | 0.062622 | train_base |
6f4491b53b05 | [
{
"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 | UAV swarm coordination | defense | Healthcare Park | 1 | 99.999 | 300 | 25 | 1,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 6f4491b53b05 | 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 UAV swarm coordination in Healthcare Park. Latency must be under 1 ms with 99.999% reliability. Throughput: 300 Mbps DL, 25 Mbps UL for 1000 vehicles. | {
"intent": {
"id": "intent-V2X-ff80ed10204d",
"name": "Uav Swarm Coordination V2X Intent",
"lifecycleStatus": "active",
"intentExpectation": [
{
"expectationId": "exp-c1e0ed078063",
"expectationVerb": "DELIVER",
"expectationObject": {
"objectType": "NW_SLICE",
... | 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_a5f281996a5501a1 | jsonstruct_7ef9b21573c6e0b2 | intent | true | true | true | true | true | 2,048 | 713 | true | true | 0.013461 | 0.004994 | 0.013461 | train_base |
9082c47a423f | [
{
"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 | electronic warfare spectrum monitoring | defense | Military Base Perimeter | 20 | 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 | 9082c47a423f | 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 (... | A critical slice is needed for electronic warfare spectrum monitoring covering Military Base Perimeter. The slice must have sub-20 ms latency, 150/75 Mbps DL/UL throughput, and be capable of supporting 100 endpoints. | {
"intent": {
"id": "intent-MPS-657cc40c25bb",
"name": "Electronic Warfare Spectrum Monitoring MPS Intent",
"lifecycleStatus": "active",
"intentExpectation": [
{
"expectationId": "exp-b8c80d695620",
"expectationVerb": "ENSURE",
"expectationObject": {
"objectType... | a critical slice is needed for <use_case> covering <region>. the slice must have sub-<num> ms latency, <num>/<num> mbps dl/ul throughput, and be capable of supporting <num> endpoints. | tpl_96cdf8d368b1 | scn_b68715bc035e1460 | jsonstruct_7ef9b21573c6e0b2 | intent | true | true | true | true | true | 2,048 | 702 | true | true | 0.062622 | 0.004994 | 0.062622 | train_base |
86713abe1a1c | [
{
"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 | social media live stream | media | Broadcasting Hub | 2 | 99.999 | 100 | 75 | 1,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 86713abe1a1c | 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... | Create a URLLC slice targeting social media live stream at Broadcasting Hub. Hard constraints: E2E latency ≤2 ms, reliability ≥99.999%, guaranteed 100 Mbps DL throughput, 75 Mbps UL. Maximum connected UEs: 1000. | {
"networkSliceBooking": {
"sliceType": "URLLC",
"sliceProfile": {
"latencyTarget": 2,
"reliability": 99.999,
"throughput": {
"downlink": 100,
"uplink": 75
},
"maxNumberOfUEs": 1000
},
"areaOfService": {
"region": "Broadcasting Hub",
"center": ... | 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_4b5ea8edd110bb34 | jsonstruct_afb65569818f537c | networkSliceBooking | true | true | true | true | true | 2,048 | 433 | true | true | 0.059235 | 0.004994 | 0.059235 | train_base |
a3984e51c66b | [
{
"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 | fleet management telemetry | automotive | Hospital Campus | 2 | 99.9999 | 20 | 25 | 20 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | a3984e51c66b | 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... | Create a URLLC slice targeting fleet management telemetry at Hospital Campus. Hard constraints: E2E latency ≤2 ms, reliability ≥99.9999%, guaranteed 20 Mbps DL throughput, 25 Mbps UL. Maximum connected UEs: 20. | {
"networkSliceBooking": {
"sliceType": "URLLC",
"sliceProfile": {
"latencyTarget": 2,
"reliability": 99.9999,
"throughput": {
"downlink": 20,
"uplink": 25
},
"maxNumberOfUEs": 20
},
"areaOfService": {
"region": "Hospital Campus",
"center": {
... | 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_999d8a3e347b5d99 | jsonstruct_afb65569818f537c | networkSliceBooking | true | true | true | true | true | 2,048 | 394 | true | true | 0.013828 | 0.004994 | 0.013828 | train_base |
24da108eecda | [
{
"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 | live 8K UHD broadcast | media | Factory Complex A | 80 | 99.5 | 200 | 50 | 50,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 24da108eecda | 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 an enhanced mobile broadband slice dedicated to live 8K UHD broadcast. Requirements: minimum 200 Mbps download speed, 50 Mbps upload, less than 80 ms round-trip delay, serving area is Factory Complex A, expecting 50000 connected devices. | {
"id": "intent-913a863e65da",
"href": "/tmf-api/intentManagement/v4/intent/intent-913a863e65da",
"name": "eMBB Slice - Live 8K Uhd Broadcast",
"description": "Intent for live 8K UHD broadcast at Factory Complex A with eMBB service level",
"lifecycleState": "Active",
"priority": 3,
"intentExpression": {
... | 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_bb23946677efacc8 | jsonstruct_295d771eeadc77de | tmf921_root | true | true | true | true | true | 2,048 | 1,304 | true | true | 0.013477 | 0.004994 | 0.013477 | train_base |
9146c00a592e | [
{
"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 | 000001 | stadium multi-angle replay | media | Medical Center District | 30 | 99 | 200 | 75 | 500 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 9146c00a592e | 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... | Slice request — Use case: stadium multi-angle replay, Location: Medical Center District, DL: 200 Mbps, UL: 75 Mbps, Latency: <30 ms, Device Support: 500 units. | {
"a1Policy": {
"policyId": "a1-pol-embb-ba764d",
"policyTypeId": "QoSTarget",
"scope": {
"ueId": null,
"groupId": "slice-embb-e97331",
"cellId": "cell-044",
"sNSSAI": {
"sst": 1,
"sd": "000001"
}
},
"qosObjectives": {
"gfbr": 200,
"mfbr": ... | slice request — use case: <use_case>, location: <region>, dl: <num> mbps, ul: <num> mbps, latency: <<num> ms, device support: <num> units. | tpl_c9c2ca554a75 | scn_f46b0680734e8d09 | jsonstruct_6ec15e705995c5fc | a1Policy | true | true | true | true | true | 2,048 | 427 | true | true | 0.013422 | 0.004994 | 0.013422 | train_base |
6bd3a6f498e7 | [
{
"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 | 000002 | stadium multi-angle replay | media | Stadium Complex | 2 | 99.99999 | 1,000 | 1,000 | 1,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 6bd3a6f498e7 | 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 a 6G HMTC slice for stadium multi-angle replay at Stadium Complex. Ultra-low latency: 2 ms, ultra-high reliability: 99.99999%, throughput: 1000 Mbps DL, 1000 Mbps UL, device count: 1000. | {
"networkSliceBooking": {
"sliceType": "HMTC",
"sliceProfile": {
"latencyTarget": 2,
"reliability": 99.99999,
"throughput": {
"downlink": 1000,
"uplink": 1000
},
"maxNumberOfUEs": 1000
},
"areaOfService": {
"region": "Stadium Complex",
"center... | we need a 6g hmtc slice for <use_case> at <region>. ultra-low latency: <num> ms, ultra-high reliability: <num>%, throughput: <num> mbps dl, <num> mbps ul, device count: <num>. | tpl_4b18a38b93aa | scn_d5d0b92df8b27b48 | jsonstruct_afb65569818f537c | networkSliceBooking | true | true | true | true | true | 2,048 | 425 | true | true | 0.058321 | 0.004994 | 0.058321 | train_base |
c074bd861609 | [
{
"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 | 000001 | supply chain visibility | retail | Medical Center District | 30 | 99.99 | 300 | 50 | 1,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | c074bd861609 | 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... | Configure a broadband slice to support supply chain visibility across Medical Center District. We need 300 Mbps downlink capacity with 50 Mbps uplink. The maximum tolerable latency is 30 ms with 99.99% service reliability for 1000 simultaneous connections. | {
"ManagedElement": {
"id": "gNB-039",
"GNBDUFunction": {
"id": "DU-036",
"gNBId": 39,
"gNBIdLength": 22,
"NRCellDU": {
"id": "NRCellDU-036-001",
"cellLocalId": 1,
"operationalState": "ENABLED",
"administrativeState": "UNLOCKED",
"nrFrequencyRef"... | 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_19b0158f2a7719ae | jsonstruct_243881afe5ee15a5 | ManagedElement | true | true | true | true | true | 2,048 | 556 | true | true | 0.013422 | 0.004994 | 0.013422 | train_base |
5f7626982823 | [
{
"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 | secure battlefield communications | defense | Medical Center District | 1 | 99.999 | 75 | 75 | 1,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 5f7626982823 | 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 secure battlefield communications in Medical Center District. Hard SLAs: 1 ms max latency, 99.999% min reliability. Throughput: 75 Mbps DL, 75 Mbps UL. Devices: 1000 with highest ARP priority. | {
"id": "intent-e4c7fcc2f448",
"href": "/tmf-api/intentManagement/v4/intent/intent-e4c7fcc2f448",
"name": "MPS Slice - Secure Battlefield Communications",
"description": "Intent for secure battlefield communications at Medical Center District with MPS service level",
"lifecycleState": "Active",
"priority": ... | 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_92861dfa160a41ec | jsonstruct_295d771eeadc77de | tmf921_root | true | true | true | true | true | 2,048 | 1,278 | true | true | 0.013422 | 0.004994 | 0.013422 | train_base |
1e2549119b26 | [
{
"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 | public WiFi mesh backhaul | smart_city | Urban Innovation District | 2 | 99.99999 | 500 | 50 | 100 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 1e2549119b26 | 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 public WiFi mesh backhaul in Urban Innovation District. This requires deterministic 2 ms latency, 99.99999% reliability, 500/50 Mbps DL/UL, supporting 100 connected machines. | {
"networkSliceBooking": {
"sliceType": "HMTC",
"sliceProfile": {
"latencyTarget": 2,
"reliability": 99.99999,
"throughput": {
"downlink": 500,
"uplink": 50
},
"maxNumberOfUEs": 100
},
"areaOfService": {
"region": "Urban Innovation District",
"... | 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_3ec81a4a28d4f34a | jsonstruct_afb65569818f537c | networkSliceBooking | true | true | true | true | true | 2,048 | 431 | true | true | 0.06143 | 0.004994 | 0.06143 | train_base |
04b948ec0433 | [
{
"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 | airport surface vehicle coordination | aviation | Healthcare Park | 80 | 99.99 | 100 | 150 | 5,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 04b948ec0433 | 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... | Configure a broadband slice to support airport surface vehicle coordination across Healthcare Park. We need 100 Mbps downlink capacity with 150 Mbps uplink. The maximum tolerable latency is 80 ms with 99.99% service reliability for 5000 simultaneous connections. | {
"zsmIntent": {
"intentId": "zsm-intent-720293571caf",
"intentType": "NetworkSliceIntent",
"intentOwner": {
"ownerId": "owner-56955d",
"ownerType": "ManagementFunction",
"ownerDomain": "aviation_management"
},
"intentExpression": {
"objectives": [
{
"obje... | 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_11d2c4d6c2397be6 | jsonstruct_ac37180e6428f2c0 | zsmIntent | true | true | true | true | true | 2,048 | 904 | true | true | 0.013461 | 0.004994 | 0.013461 | train_base |
df44e6d24adc | [
{
"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 | fleet route optimization | logistics | Port Area B | 80 | 99 | 200 | 75 | 10,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | df44e6d24adc | 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 fleet route optimization in Port Area B, please configure an eMBB slice that provides 200 Mbps DL, 75 Mbps UL, maintains a latency of 80 ms, and can handle up to 10000 simultaneous users. | {
"zsmIntent": {
"intentId": "zsm-intent-072605c3559c",
"intentType": "QoSIntent",
"intentOwner": {
"ownerId": "owner-03a864",
"ownerType": "ManagementFunction",
"ownerDomain": "logistics_management"
},
"intentExpression": {
"objectives": [
{
"objectiveId"... | to facilitate <use_case> in <region>, please configure an embb slice that provides <num> mbps dl, <num> mbps ul, maintains a latency of <num> ms, and can handle up to <num> simultaneous users. | tpl_c221c96530f5 | scn_b291d1e882181cd7 | jsonstruct_ac37180e6428f2c0 | zsmIntent | true | true | true | true | true | 2,048 | 897 | true | true | 0.062622 | 0.004994 | 0.062622 | train_base |
18320c268fd3 | [
{
"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 | runway FOD detection | aviation | Factory Complex A | 1 | 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 | 18320c268fd3 | 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... | Slice request for runway FOD detection: Region - Factory Complex A; Requirements - Latency ≤1 ms, Reliability ≥99.9999%, DL Throughput - 100 Mbps, UL Throughput - 10 Mbps, Max UEs - 50. | {
"a1Policy": {
"policyId": "a1-pol-urllc-3a5c47",
"policyTypeId": "QoSTarget",
"scope": {
"ueId": null,
"groupId": "slice-urllc-3f6967",
"cellId": "cell-026",
"sNSSAI": {
"sst": 2,
"sd": "000001"
}
},
"qosObjectives": {
"gfbr": 100,
"mfbr"... | slice request for <use_case>: region - <region>; requirements - latency ≤<num> ms, reliability ≥<num>%, dl throughput - <num> mbps, ul throughput - <num> mbps, max ues - <num>. | tpl_89eef510e335 | scn_f0537fe16a163b6c | jsonstruct_6ec15e705995c5fc | a1Policy | true | true | true | true | true | 2,048 | 442 | true | true | 0.013477 | 0.004994 | 0.013477 | train_base |
dc9a9937ad5f | [
{
"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 | BIM model synchronization | construction | Healthcare Park | 80 | 99.9 | 1,000 | 100 | 100 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | dc9a9937ad5f | 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 BIM model synchronization, deployment area Healthcare Park, 1000/100 Mbps DL/UL targets, 80 ms max latency, 99.9% reliability SLA, device pool of 100. | {
"a1Policy": {
"policyId": "a1-pol-embb-dbfb5d",
"policyTypeId": "QoSTarget",
"scope": {
"ueId": null,
"groupId": "slice-embb-892e59",
"cellId": "cell-056",
"sNSSAI": {
"sst": 1,
"sd": "000002"
}
},
"qosObjectives": {
"gfbr": 1000,
"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_201b89b2ea8cd8b9 | jsonstruct_6ec15e705995c5fc | a1Policy | true | true | true | true | true | 2,048 | 442 | true | true | 0.013461 | 0.004994 | 0.013461 | train_base |
b6a9ce99c06c | [
{
"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": "Temporarily halt intent intent-8a5aa40a5ae9 for CNC mac... | tmf921_lifecycle_suspend | URLLC | 2 | 000003 | CNC machine remote control | manufacturing | Manufacturing Hub | 3 | 99.9999 | 20 | 10 | 20 | suspend | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | b6a9ce99c06c | 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. | Temporarily halt intent intent-8a5aa40a5ae9 for CNC machine remote control. Suspend active resource allocation while preserving the intent definition. | {
"intentPatch": {
"id": "intent-8a5aa40a5ae9",
"lifecycleState": "Suspended",
"fulfillmentInfo": {
"fulfillmentStatus": "Paused",
"suspensionDate": "2026-04-24T09:11:31Z",
"suspensionReason": "UserRequested",
"resourceRetentionPolicy": "RetainConfiguration"
},
"@type": "In... | temporarily halt intent intent-<hex> for <use_case>. suspend active resource allocation while preserving the intent definition. | tpl_2e19701acb59 | scn_310ab89d629bdd4d | jsonstruct_2bcf76b453a48a6d | intentPatch | true | true | true | true | true | 2,048 | 195 | true | true | 0.057073 | 0.069843 | 0.285365 | train_base |
92e5da6a8ae0 | [
{
"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 | ATM network management | finance | Industrial Zone North | 30 | 99.9999 | 100 | 75 | 5,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 92e5da6a8ae0 | 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 are requesting the immediate deployment of a public safety network slice for ATM network management in Industrial Zone North, with the following parameters: latency ≤30 ms, DL throughput 100 Mbps, UL throughput 75 Mbps, and the capability to handle 5000 user devices with preemption priority. | {
"ManagedElement": {
"id": "gNB-002",
"GNBDUFunction": {
"id": "DU-019",
"gNBId": 2,
"gNBIdLength": 22,
"NRCellDU": {
"id": "NRCellDU-019-001",
"cellLocalId": 1,
"operationalState": "ENABLED",
"administrativeState": "UNLOCKED",
"nrFrequencyRef":... | we are requesting the immediate deployment of a public safety network slice for <use_case> in <region>, with the following parameters: latency ≤<num> ms, dl throughput <num> mbps, ul throughput <num> mbps, and the capability to handle <num> user devices with preemption priority. | tpl_a69fdb89a6a1 | scn_d60d3fce7c106203 | jsonstruct_243881afe5ee15a5 | ManagedElement | true | true | true | true | true | 2,048 | 558 | true | true | 0.013433 | 0.004994 | 0.013433 | train_base |
9e32341e5dbe | [
{
"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 | 000001 | secure battlefield communications | defense | Military Base Perimeter | 100 | 99.9 | 5 | 10 | 1,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 9e32341e5dbe | 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-density IoT slice for secure battlefield communications in Military Base Perimeter. Device count: 1000. Throughput per-device is low but aggregate needs 5 Mbps DL, 10 Mbps UL. Latency budget: 100 ms. Availability: 99.9%. | {
"ManagedElement": {
"id": "gNB-008",
"GNBDUFunction": {
"id": "DU-008",
"gNBId": 8,
"gNBIdLength": 22,
"NRCellDU": {
"id": "NRCellDU-008-004",
"cellLocalId": 4,
"operationalState": "ENABLED",
"administrativeState": "UNLOCKED",
"nrFrequencyRef":... | 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_3bfcb3a417ae5779 | jsonstruct_243881afe5ee15a5 | ManagedElement | true | true | true | true | true | 2,048 | 559 | true | true | 0.062622 | 0.004994 | 0.062622 | train_base |
f885f39e5b7d | [
{
"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 | power line drone inspection | energy | Healthcare Park | 30 | 99.95 | 800 | 200 | 100 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | f885f39e5b7d | 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... | Request a new eMBB network slice: purpose is power line drone inspection, deployment area Healthcare Park, 800/200 Mbps DL/UL targets, 30 ms max latency, 99.95% reliability SLA, device pool of 100. | {
"networkSliceBooking": {
"sliceType": "eMBB",
"sliceProfile": {
"latencyTarget": 30,
"reliability": 99.95,
"throughput": {
"downlink": 800,
"uplink": 200
},
"maxNumberOfUEs": 100
},
"areaOfService": {
"region": "Healthcare Park",
"center": {
... | 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_95c3e5dcca425e9f | jsonstruct_afb65569818f537c | networkSliceBooking | true | true | true | true | true | 2,048 | 435 | true | true | 0.013461 | 0.004994 | 0.013461 | train_base |
7f1b0fce51ce | [
{
"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 | remote robotic surgery | healthcare | Factory Complex A | 3 | 99.99 | 300 | 100 | 100 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 7f1b0fce51ce | 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 dedicated V2X connectivity for remote robotic surgery at Factory Complex A. Performance targets: 3 ms latency, 99.99% reliability, 300/100 Mbps DL/UL, supporting 100 connected vehicles and RSUs. | {
"id": "intent-1fa54fc30268",
"href": "/tmf-api/intentManagement/v4/intent/intent-1fa54fc30268",
"name": "V2X Slice - Remote Robotic Surgery",
"description": "Intent for remote robotic surgery at Factory Complex A with V2X service level",
"lifecycleState": "Active",
"priority": 1,
"intentExpression": {
... | we need dedicated v2x connectivity for <use_case> at <region>. performance targets: <num> ms latency, <num>% reliability, <num>/<num> mbps dl/ul, supporting <num> connected vehicles and rsus. | tpl_33b72dd5db91 | scn_d5fd6032b6fbeec4 | jsonstruct_295d771eeadc77de | tmf921_root | true | true | true | true | true | 2,048 | 1,281 | true | true | 0.013477 | 0.004994 | 0.013477 | train_base |
6a0970e528d3 | [
{
"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 | AGV fleet management | manufacturing | Industrial Zone North | 1 | 99.999 | 100 | 50 | 5,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 6a0970e528d3 | 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 mission-critical URLLC network slice for AGV fleet management. The service area is Industrial Zone North. Latency budget: 1 ms maximum. Reliability: 99.999%. Throughput needs: 100 Mbps DL, 50 Mbps UL. Device count: 5000. | {
"zsmIntent": {
"intentId": "zsm-intent-0de531c38d88",
"intentType": "QoSIntent",
"intentOwner": {
"ownerId": "owner-74a20a",
"ownerType": "ManagementFunction",
"ownerDomain": "manufacturing_management"
},
"intentExpression": {
"objectives": [
{
"objectiv... | 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_c89d5765a5101077 | jsonstruct_ac37180e6428f2c0 | zsmIntent | true | true | true | true | true | 2,048 | 909 | true | true | 0.013433 | 0.004994 | 0.013433 | train_base |
797ae27aa46b | [
{
"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 | joint force C2 network | defense | Naval Port Zone | 0.5 | 99.999 | 20 | 25 | 5,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | 797ae27aa46b | 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 the joint force C2 network initiative in Naval Port Zone, please allocate a network slice that meets the following criteria: 0.5 ms latency, 5000 device capacity, and 20 Mbps down/25 Mbps up bandwidth. | {
"intent": {
"id": "intent-URLLC-ed8917a9a460",
"name": "Joint Force C2 Network URLLC Intent",
"lifecycleStatus": "active",
"intentExpectation": [
{
"expectationId": "exp-8e67b056c978",
"expectationVerb": "DELIVER",
"expectationObject": {
"objectType": "NW_SLIC... | for the <use_case> initiative in <region>, please allocate a network slice that meets the following criteria: <num> ms latency, <num> device capacity, and <num> mbps down/<num> mbps up bandwidth. | tpl_9acc7a955e1d | scn_7e95fe03b8cb54c2 | jsonstruct_7ef9b21573c6e0b2 | intent | true | true | true | true | true | 2,048 | 709 | true | true | 0.055132 | 0.004994 | 0.055132 | train_base |
dc50b7831365 | [
{
"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 | branch IoT automation | finance | Hospital Campus | 80 | 99.9 | 800 | 150 | 10,000 | create | train | nraptisss/TMF921-intent-to-config-augmented | Hub main cloned on 2026-04-30 | research-sota-v1 | false | none | dc50b7831365 | 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 ... | Could you arrange for an enhanced mobile broadband slice dedicated to branch IoT automation? We need it to offer at least 800 Mbps download, 150 Mbps upload, and a latency of no more than 80 ms, all while serving the Hospital Campus region and accommodating 10000 user endpoints. | {
"id": "intent-8ebcc3ee4950",
"href": "/tmf-api/intentManagement/v4/intent/intent-8ebcc3ee4950",
"name": "eMBB Slice - Branch Iot Automation",
"description": "Intent for branch IoT automation at Hospital Campus with eMBB service level",
"lifecycleState": "Active",
"priority": 5,
"intentExpression": {
... | could you arrange for an enhanced mobile broadband slice dedicated to <use_case>? we need it to offer at least <num> mbps download, <num> mbps upload, and a latency of no more than <num> ms, all while serving the <region> region and accommodating <num> user endpoints. | tpl_17063b972812 | scn_fb117ddc06c2d6e3 | jsonstruct_295d771eeadc77de | tmf921_root | true | true | true | true | true | 2,048 | 1,291 | true | true | 0.013828 | 0.004994 | 0.013828 | train_base |
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