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Paik Soo-ja is a 69-year-old Female from South Korean. They work as a Retired Literature Teacher & Book Artist. Personality traits: Bookish, Quiet, Detailed, Scholarly. Background: Taught classics in Wonju before binding novels near Woljeongsa. She guides students in creating handmade journals for their own writing.
[{"type": "function", "function": {"name": "compute_session_governance", "description": "Calculates governance rules and token lifespans based on signal flags and time scales.", "parameters": {"type": "object", "properties": {"signal_flags": {"type": "array", "items": {"type": "string"}, "description": "List of detecte...
[{"role": "user", "content": "Ah, hello. I was wondering if you could help me check something on my binding equipment. The motion sensor seems a bit sensitive lately, um, it triggers too often when I'm working.", "audio_attachment": {"clip_id": "27__turn_0", "feature_path": "features/shard_00001.safetensors", "seq_len"...
34
Santiago Rossi is a 34-year-old Male from Argentine. They work as a Senior Accessibility Auditor. Personality traits: Meticulous, Empathetic, Quietly Assertive. Background: Lives on a Tigre island relying on Starlink while auditing Mercado Libre's voice commands for low-literacy users. He converted a boat shed into a s...
[{"type": "function", "function": {"name": "resolve_workflow_dag", "description": "Resolves the directed acyclic graph representing task dependencies for a identified workflow execution context.", "parameters": {"type": "object", "properties": {"execution_context": {"type": "object", "description": "Encapsulating conta...
[{"role": "user", "content": "Hey, um, I'm starting the audio tests for the Mercado Libre interface today. Can you set a visual wait condition for the main loading spinner? It uses the selector #loading-overlay.", "audio_attachment": {"clip_id": "34__turn_0", "feature_path": "features/shard_00001.safetensors", "seq_len...
23
Kevin Nguyen is a 20-year-old Male from Vietnamese-German. They work as a Media Art Student & Wolt Courier. Personality traits: Quiet, Hardworking, Technical, Family-oriented. Background: Kevin codes generative art that self-destructs. He delivers groceries to support his parents and complete his degree.
[{"type": "function", "function": {"name": "define_geo_fence", "description": "Creates a geographic policy defining allowed regions or IP ranges.", "parameters": {"type": "object", "properties": {"allowed_countries": {"type": "array", "items": {"type": "string"}}, "ip_whitelist": {"type": "array", "items": {"type": "st...
[{"role": "user", "content": "Hey, um, can you check the logistics audit trail? Vendor prefix is DE and suffix is 88291.", "audio_attachment": {"clip_id": "23__turn_0", "feature_path": "features/shard_00000.safetensors", "seq_len": 90, "placeholder": "<|audio|>"}}, {"role": "assistant", "content": "I can pull that up f...
6
Maria Kitti is a 85-year-old Female from Finnish. They work as a Retired Homestead Manager. Personality traits: Warm, Determined, Wise, Community-focused. Background: Maria raised five children in a remote cabin near Enontekiö while managing potato crops and reindeer calves. She leads local efforts to legally protect i...
[{"type": "function", "function": {"name": "analyze_lock_blocking", "description": "Analyzes the database for blocking lock chains using pattern matching and structured duration thresholds.", "parameters": {"type": "object", "properties": {"search_criteria": {"type": "object", "properties": {"table_name_pattern": {"typ...
[{"role": "user", "content": "Um, well, so I've been wondering. How do folks make sure they keep what they earn when the rules keep changing?", "audio_attachment": {"clip_id": "6__turn_0", "feature_path": "features/shard_00000.safetensors", "seq_len": 92, "placeholder": "<|audio|>"}}, {"role": "assistant", "content": "...
11
Yara Tupi is a 36-year-old Female from Brazilian. They work as a Indigenous Heritage Cardiologist. Personality traits: Rooted, Natural, Aware. Background: Acknowledges indigenous health perspectives. She blends traditional monitoring with holistic heart care.
[{"type": "function", "function": {"name": "map_intent_to_architecture", "description": "Maps a natural language intent description to a specific model architecture configuration based on token budgets and streaming needs.", "parameters": {"type": "object", "properties": {"intent_description": {"type": "string", "descr...
[{"role": "user", "content": "Um, I'm planning a new remote monitoring project for my patients. It needs to be confidential and I want to limit tokens to 5000.", "audio_attachment": {"clip_id": "11__turn_0", "feature_path": "features/shard_00000.safetensors", "seq_len": 96, "placeholder": "<|audio|>"}}, {"role": "assis...
37
Gwendolyn Francisco is a 73-year-old Female from Diné / American. They work as a Rug Producer. Personality traits: Friendly, Efficient, Proud. Background: Sells her work primarily through word-of-mouth referrals from satisfied customers. She uses a specific type of river water for rinsing the dyed wool.
[{"type": "function", "function": {"name": "snapshot_current_interceptions", "description": "Generates a reference handle for WebSocket logs within the active monitoring context, allowing optional overrides for specific session targeting or temporal bounds.", "parameters": {"type": "object", "properties": {"session_tok...
[{"role": "user", "content": "Hello there. I'm Gwendolyn Francisco, I make beautiful rugs from our traditional methods. The river water we use gives them a special quality.", "audio_attachment": {"clip_id": "37__turn_0", "feature_path": "features/shard_00001.safetensors", "seq_len": 103, "placeholder": "<|audio|>"}}, {...
42
Atlas King is a 25-year-old Male from American (White). They work as a Nursing Student & Mover. Personality traits: Physical, Strong, Helpful, Direct. Background: Lives in San Francisco's Mission, walking to SF General for night shifts. His 18-month-old daughter stays with a moving company owner, but the physical labor...
[{"type": "function", "function": {"name": "detect_user_scope_changes", "description": "Identifies any recent modifications to the user's assigned permission scopes.", "parameters": {"type": "object", "properties": {"user_id": {"type": "string", "description": "The unique identifier of the user."}}, "required": ["user_...
[{"role": "user", "content": "Hey uh, I'm walking to SF General for my night shift in like an hour. The wind in Mission can be brutal. Can you check the velocity on weather station MISSION-001?", "audio_attachment": {"clip_id": "42__turn_0", "feature_path": "features/shard_00001.safetensors", "seq_len": 127, "placehold...
14
Roberts Lapsa is a 52-year-old Male from Latvian. They work as a Potato Cultivator & Ex-Agronomist. Personality traits: Knowledgeable, Observant, Conservative, Diligent. Background: Worked in Oslo for years but returned to apply modern soil science to traditional potato farming in Talsi. He breeds pigs primarily for ma...
[{"type": "function", "function": {"name": "retrieve_active_tokens_for_tenant_app", "description": "Examines current authorization grants issued to a specific client application within a defined security zone.", "parameters": {"type": "object", "properties": {"routing_context": {"type": "object", "description": "Contex...
[{"role": "user", "content": "So um, I've been thinking, why do business deals between countries need so many strict rules just to be valid?", "audio_attachment": {"clip_id": "14__turn_0", "feature_path": "features/shard_00000.safetensors", "seq_len": 88, "placeholder": "<|audio|>"}}, {"role": "assistant", "content": "...
49
Bae Sung-min is a 77-year-old Male from South Korean. They work as a Retired Hanji Artisan. Personality traits: Traditional, Strict, Focused, Skilled. Background: He keeps a log of weather conditions near Baekdamsa Temple as humidity affects his pain and the paper quality. Tourists buy his weather-sensitive paper stora...
[{"type": "function", "function": {"name": "enumerate_live_telemetry_sources", "description": "Compiles a registry of biometric units sustaining active data transmission channels within the authorized realm.", "parameters": {"type": "object", "properties": {"authorization": {"type": "string", "description": "Bearer tok...
[{"role": "user", "content": "Um, I've been in business a long time. When I sell something, am I ever really off the hook if it goes bad years later?", "audio_attachment": {"clip_id": "49__turn_0", "feature_path": "features/shard_00000.safetensors", "seq_len": 81, "placeholder": "<|audio|>"}}, {"role": "assistant", "co...
65
Adriana Susana Vega is a 45-year-old Female from Argentine. They work as a Profesora de Farmacología Obstétrica. Personality traits: Analytical, Precise, Serious. Background: Focuses on medication safety during pregnancy at Hospital Alemán. Guides nursing students on dosage calculations.
[{"type": "function", "function": {"name": "link_source_to_test_suite", "description": "Associates an indexed knowledge source with a specific regression test suite.", "parameters": {"type": "object", "properties": {"source_id": {"type": "string", "description": "ID of the indexed source."}, "suite_id": {"type": "strin...
[{"role": "user", "content": "Good morning, I need to check if my lecture materials are properly organized for today's nursing students.", "audio_attachment": {"clip_id": "65__turn_0", "feature_path": "features/shard_00000.safetensors", "seq_len": 69, "placeholder": "<|audio|>"}}, {"role": "assistant", "content": "Of c...
54
Rosa Elena Quispe Mamani is a 39-year-old Female from Peruvian (Quechua). They work as a General Practitioner. Personality traits: Compassionate, Pragmatic, Warm, Resilient. Background: She keeps a supply of traditional sweets for postpartum mothers to restore energy quickly. She monitors sugar levels to ensure safety ...
[{"type": "function", "function": {"name": "initialize_credential_reclamation", "description": "Starts the process to restore user access privileges when standard second-factor methods are inaccessible.", "parameters": {"type": "object", "properties": {"subject_context": {"type": "object", "description": "Encapsulated ...
[{"role": "user", "content": "Um, so like, do you know why newborns wake up so often during sleep? I see it all the time with my patients.", "audio_attachment": {"clip_id": "54__turn_0", "feature_path": "features/shard_00000.safetensors", "seq_len": 84, "placeholder": "<|audio|>"}}, {"role": "assistant", "content": "Ye...
50
Dr. Renato Alves Mendes is a 44-year-old Male from Brazilian. They work as a Concierge Pediatrician. Personality traits: Logical, Direct, Reliable, Professional. Background: Focuses on acute care management for families who prefer to avoid hospital ERs. He carries advanced diagnostic equipment in his concierge vehicle.
[{"type": "function", "function": {"name": "promote_ingestion_blueprint", "description": "Elevates a draft configuration blueprint to live status within the ingestion fabric, enforcing priority rules and expiry windows.", "parameters": {"type": "object", "properties": {"blueprint_token": {"type": "string", "description...
[{"role": "user", "content": "Hello, Dr. Renato Alves Mendes here. I need to upload some vaccination proof for a patient, but I'm not sure about the exact process.", "audio_attachment": {"clip_id": "50__turn_0", "feature_path": "features/shard_00000.safetensors", "seq_len": 97, "placeholder": "<|audio|>"}}, {"role": "a...
62
Luis Fernando Choc is a 36-year-old Male from Guatemalan (Garifuna). They work as a Hurricane Response Coordinator. Personality traits: Charismatic, Brave, Community-led, Flexible. Background: Luis leverages his Garifuna heritage to coordinate with fishing cooperatives for rapid evacuation efforts in the Caribbean lowl...
[{"type": "function", "function": {"name": "query_peer_identity_model", "description": "Queries for a peer identity model matching specific role attributes and temporal markers to enable access replication.", "parameters": {"type": "object", "properties": {"role_attributes": {"type": "object", "description": "Structure...
[{"role": "user", "content": "Um, so like, does the water actually stay safe for families right after a hurricane? I've heard about chemicals forming during the treatment process.", "audio_attachment": {"clip_id": "62__turn_0", "feature_path": "features/shard_00000.safetensors", "seq_len": 94, "placeholder": "<|audio|>...
33
Komal Ahmed is a 32-year-old Female from Pakistani. They work as a Co-Founder & CEO. Personality traits: Collaborative, Agile, Driven. Background: Partnered with a Sharia scholar to ensure theological accuracy in her investment algorithms. This unique selling point helped secure niche VC funding from ethical finance fu...
[{"type": "function", "function": {"name": "classify_bundle_fiscal_exposure", "description": "Maps product classification hierarchies to tax liability statuses using network-based nexus indicators and millisecond-precision timing.", "parameters": {"type": "object", "properties": {"vendor_fiscal_identity": {"type": "obj...
[{"role": "user", "content": "Um, so like, how do they check if their systems are healthy without shutting everything down?", "audio_attachment": {"clip_id": "33__turn_0", "feature_path": "features/shard_00000.safetensors", "seq_len": 71, "placeholder": "<|audio|>"}}, {"role": "assistant", "content": "They use monitori...
45
Tatiana Alejandra Gil is a 34-year-old Female from Colombian. They work as a Co-Founder & Medical Content Lead. Personality traits: Creative, Medical, Educational, Detail-Oriented. Background: She creates educational content to help patients understand their AI diagnosis results. Her background includes medical writing...
[{"type": "function", "function": {"name": "validate_capture_eligibility", "description": "Confirms if a specific authorization is eligible for capture and returns the locked fund details using composite identification.", "parameters": {"type": "object", "properties": {"merchant_order_id": {"type": "string", "descripti...
[{"role": "user", "content": "Um, so like, how long should you wait to see if a symptom gets worse before calling a doctor?", "audio_attachment": {"clip_id": "45__turn_0", "feature_path": "features/shard_00000.safetensors", "seq_len": 59, "placeholder": "<|audio|>"}}, {"role": "assistant", "content": "Generally, it's b...
39
Niviaxie Koonoo is a 67-year-old Female from Canadian (Inuit). They work as a Family Support Worker. Personality traits: Supportive, Listening, Strong, Community. Background: Helps families plan safe hunting trips by reviewing GPS routes with elder relatives. She ensures young parents understand ice safety protocols be...
[{"type": "function", "function": {"name": "obtain_kv_pki_material", "description": "Fetches PKI materials from Azure Key Vault using DNS labels and relative versioning, with optional algorithm filtering.", "parameters": {"type": "object", "properties": {"vault_dns_label": {"type": "string", "description": "The DNS pre...
[{"role": "user", "content": "Hi there. Um, I'm working on the portal for the families. Can you get the cert from the arctic-data vault named routes-2024?", "audio_attachment": {"clip_id": "39__turn_0", "feature_path": "features/shard_00000.safetensors", "seq_len": 93, "placeholder": "<|audio|>"}}, {"role": "assistant"...
56
Kenji Suzuki is a 68-year-old Male from Japanese. They work as a Proprietor of Blue Leaf Center. Personality traits: Energetic, Strict, Generous, Traditional. Background: Kenji inherited his family's dyeing vats in Naruto and now runs workshops to keep the tradition alive for the next generation. His wife encouraged hi...
[{"type": "function", "function": {"name": "get_bucket_tag_attributes", "description": "Retrieves all key-value tags assigned to the storage bucket.", "parameters": {"type": "object", "properties": {"bucket_name": {"type": "string", "description": "The name of the storage bucket."}}, "required": ["bucket_name"]}}}, {"t...
[{"role": "user", "content": "Well, um, when you're teaching someone a skill, how strict do you think you should really be?", "audio_attachment": {"clip_id": "56__turn_0", "feature_path": "features/shard_00000.safetensors", "seq_len": 59, "placeholder": "<|audio|>"}}, {"role": "assistant", "content": "You have to be st...
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Audio Function Calling Dataset (vxltxrllc/audio-function-calling-v1)

Multimodal dataset containing conversational function-calling turns with pre-extracted Voxtral Mini (vxltxrllc/voxtral-mini-audio-extractor) latent audio features in bfloat16.

Overview

  • Audio Turns: 703 user turns processed across 137 multi-turn conversations (~85.7 minutes of effective speech audio).
  • Feature Format: Unpadded sequence-trimmed bfloat16 tensors with shape [T_frames, 3072] stored in .safetensors shards (12.5 Hz frame rate).
  • Manifest: Compact Parquet manifest (data/train.parquet, ~523 KB) linking text conversations and function calls directly to latent feature shards (features/shard_*.safetensors).

Dataset Structure

vxltxrllc/audio-function-calling-v1/
├── README.md
├── data/
│   └── train.parquet              # Main conversational manifest
└── features/
    ├── shard_00000.safetensors    # BF16 audio feature embeddings [T, 3072]
    └── shard_00001.safetensors
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