Conversation Trace

{
  "trace_id": "tr_0fc1f93da0384c1f",
  "transcript": "Ha ho tlhahisoleseding e hlahang mabapi le Cape Town, Cape Town, Kapa Bank of Eers le Maemong a Tlhahiso ea Tjhelete Cape Town. Lintlha tse fumanoeng li tiis...",
  "raw_transcript": "Ha ho tlhahisoleseding e hlahang mabapi le Cape Town, Cape Town, Kapa Bank of Eers le Maemong a Tlhahiso ea Tjhelete Cape Town. Lintlha tse fumanoeng li tiis...",
  "language": "st",
  "model": "Qwen/Qwen3.6-35B-A3B",
  "thinking_level": "off",
  "classifier_thinking_enabled": false,
  "llm_think_selected": false,
  "history_count": 4,
  "available_tools": [
    "web_search",
    "weather_forecast",
    "image_search",
    "generate_image",
    "get_time",
    "calculate",
    "translate",
    "define_word",
    "news_search",
    "video_search",
    "product_search",
    "stock_price",
    "entity_card",
    "set_reminder",
    "route_directions",
    "show_location_map"
  ],
  "tool_call_instruction_enabled": true,
  "has_commit_image": false,
  "commit_image_mime_type": "",
  "has_commit_document": false,
  "commit_document_mime_type": "",
  "commit_document_filename": "",
  "query_classification": {
    "intent": "image_generation",
    "domain": "creative",
    "complexity": "simple",
    "thinking_level": "off",
    "freshness_required": false,
    "requires_tools": true,
    "recommended_tool": "generate_image",
    "output_format": "image",
    "reason": "explicit image generation request",
    "tool_arguments": {
      "query": "Cape Town, Cape Town, Kapa Bank of Eers le Maemong a Tlhahiso ea Tjhelete Cape Town"
    },
    "routing_source": "semantic_router",
    "routing_confidence": "high"
  },
  "messages": [
    {
      "role": "system",
      "content": "You are Nala, your African voice assistant. You can show images, find videos, provide weather forecasts, and search the web. Only claim that media is being shown, displayed, generated, or found when a tool result in the current turn explicitly confirms that media is available. The user spoke in Sesotho (Southern Sotho). Respond in Sesotho (Southern Sotho) only — do not mix in other languages. Keep responses to 2-3 sentences maximum. The current local date and time for this session is Saturday, 15 August 2026 20:55 (Africa/Johannesburg). Use this as the current date/time context instead of your training cutoff. For exact date or time questions, prefer the get_time tool. When a tool is needed, return only the tool call with valid JSON arguments. For search-style tool query arguments such as web_search, image_search, news_search, video_search, product_search, and stock_price, translate the query to English while preserving proper names. Do not include any prose, markdown, explanation, lead-in text, or fenced code before or after the tool call. Do not say things like 'I am searching' or 'Let me check'. Do not echo the tool name or arguments in normal text. If you call a tool, the assistant text content must contain only the tool call and nothing else. Do not enumerate your capabilities. Format responses using markdown: use **bold** for emphasis, bullet points for lists of items (e.g. news headlines, search results), and numbered lists for steps."
    },
    {
      "role": "user",
      "content": "Dumela, o phela joang kajeno? elflle ntho e khahlisang ka Afrika Borwa."
    },
    {
      "role": "assistant",
      "content": "Dumela! Ke phela hantle, kea leboha. **Lintlha tse khahlisang ka Afrika Borwa** li kenyelletsa ho ba naha ea liphororo tse ngata le ho ba le **Litoropo tse Tharo** tse kholo, empa linaleli tsa kajeno li shebile **Bok** moo Grant Williams le Cobus Reinach ba arotsoeng bakeng sa sebaka sa ho qetela, le **Jan Scheepers** a buisanang le bothata ba boitlamo."
    },
    {
      "role": "user",
      "content": "Ha hona tlhahiso leseleng e fumaneweng ka BokMokrandash, Kapa Kaoba rona's Limaemong a ho qetela a lejene le sekepe's. Lintlha tse fumaneweng li-boka lejene le ile le thoto la hloko-makse, lejene ka mesetori le e leng sebaka sa ho jara lipapali le Bank of Ghana, Boke, e amanang le matsete a banka, empa ha le amane le lipapali tsa South Africa kapa batho ba boletsoeng."
    },
    {
      "role": "assistant",
      "content": "**Lintlha tse fumaneng** li bontša hore Cape Town ke matla a ikhethileng a tlhahiso ea chelete ea Cape Bophirima, e hlahisang **72% ea GDP** ea kgaolo. Leha ho le joalo, ha ho na tlhahisoleseling e amanang le lejene, sekepe, kapa Bank of Ghana se hlahang lithupelong tsena."
    },
    {
      "role": "user",
      "content": "Ha ho tlhahisoleseding e hlahang mabapi le Cape Town, Cape Town, Kapa Bank of Eers le Maemong a Tlhahiso ea Tjhelete Cape Town. Lintlha tse fumanoeng li tiisa hore Cape Town ke motse-moholo oa molao wa Afrika Borwa, empa ha ho na tsebiso e amanang le liphapali tsa Legends, Kapa batho ba boletsoeng?"
    }
  ],
  "tool_mode": "forced_manual",
  "prompt_manifest_id": "prm_d7325ee2c8e8",
  "assistant_text": "Ke bontša setšoantšo se hlahisitsoeng sa **Cape Town**. Motse-moholo oa molao oa Afrika Borwa ke Cape Town, empa ha ho na tlhahisoleseling e amanang le **Leg...",
  "assistant_text_plain": "Ke bontša setšoantšo se hlahisitsoeng sa Cape Town. Motse-moholo oa molao oa Afrika Borwa ke Cape Town, empa ha ho na tlhahisoleseling e amanang le Legends k...",
  "assistant_visual": null,
  "assistant_visual_summary": null,
  "tool_names": [
    "generate_image"
  ],
  "tool_count": 1,
  "image_request": false,
  "llm_tool_retry_without_tools": false,
  "llm_tool_support_disabled": false,
  "response_summary": {
    "image_result_count": 0,
    "image_url_count": 0,
    "generated_image_count": 1,
    "video_result_count": 0,
    "news_result_count": 0,
    "product_result_count": 0
  },
  "storage_policy": "metadata_only"
}

{
  "family": "whisper-southern-sotho",
  "model_path": "/app/models/whisperGGML/lora/ggml-Hleba-0.77B-st.bin",
  "lang": "st",
  "kenlm_path": "/app/models/kenlm/3/sot/tokens.bin",
  "preprocessing_modules": [
    "vad:final",
    "noise_reduce:final"
  ],
  "audio_samples": 246720
}

{
  "family": "whisper-southern-sotho",
  "model_path": "/app/models/whisperGGML/lora/ggml-Hleba-0.77B-st.bin",
  "lang": "st",
  "detected_language": "st",
  "kenlm_path": "/app/models/kenlm/3/sot/tokens.bin",
  "preprocessing_modules": [
    "vad:final",
    "noise_reduce:final"
  ],
  "transcript": "Ha ho tlhahisoleseding e hlahang mabapi le Cape Town, Cape Town, Kapa Bank of Eers le Maemong a Tlhahiso ea Tjhelete Cape Town. Lintlha tse fumanoeng li tiisa hore Cape Town ke motse-moholo oa molao wa Afrika Borwa, empa ha ho na tsebiso e amanang le liphapali tsa Legends, Kapa batho ba boletsoeng?",
  "transcript_chars": 299
}

{
  "capture_reason": "classifier_invalid_json",
  "language": "st",
  "model": "Qwen3.5-2B-Q4_1",
  "has_image": false,
  "has_document": false,
  "transcript_preview": "Ha ho tlhahisoleseding e hlahang mabapi le Cape Town, Cape Town, Kapa Bank of Eers le Maemong a Tlhahiso ea Tjhelete Cape Town. Lintlha tse fumanoeng li tiisa hore Cape Town ke motse-moholo oa molao wa Afrika Borwa, empa ha ho na tsebiso e amanang le liphapali tsa Legends, Kapa batho ba boletsoeng?",
  "prompt_captured": true,
  "prompt_preview": "<|im_start|>system\nYou are a routing classifier for a multilingual voice assistant.\nClassify this request and recommend the best output format.\nReturn one compact JSON object with exactly these keys:\n{\"intent\":\"answer|smalltalk|weather|web_search|news_search|image_search|video_search|product_search|image_generation|image_edit|image_understanding|document_understanding|navigation|translation|math|coding|other\",\"domain\":\"general|current_events|local|media|creative|education|technical|document|image|travel|commerce|other\",\"complexity\":\"simple|moderate|complex\",\"thinking_level\":\"off|low\",\"freshness_required\":true|false,\"requires_tools\":true|false,\"recommended_tool\":\"none|weather_forecast|web_search|news_search|image_search|video_search|product_search|stock_price|entity_card|generate_image|edit_image|route_directions|show_location_map\",\"output_format\":\"text|ascii|latex|map|image|video|audio\",\"reason\":\"short reason\"}\n\nRules:\n- Understand equivalent requests in English, Afrikaans, isiZulu, isiXhosa, Sesotho, Setswana, isiNdebele, siSwati, Xitsonga, Tshivenda, and other languages.\n- Use weather/weather_forecast for weather.\n- Use navigation/route_directions for directions, distance, ETA, or routes.\n- Use navigation/show_location_map when the user asks to show their current location, where they are, or a named place on a map without asking for directions.\n- Use image_generation/generate_image when the user asks to create a new image, logo, poster, drawing, or illustration.\n- Use image_edit/edit_image when an image is attached and the user asks to change it. This includes clipped or ASR-damaged commands that imply editing the attached image, such as \"make this shoe red\", \"this shoe red\", \"of this shoe red\", or equivalent wording in the user's language.\n- Requests to draw, create, or show an ASCII table, ASCII family tree, ASCII hierarchy, ASCII timeline, or ASCII flowchart are answer/ascii requests, not image_generation or image_edit requests.\n- Use image_search/image_search for existing pictures or photos.\n- Use video_search/video_search for videos, songs, music, or watch/play requests.\n- Use news_search/news_search for news and current headlines.\n- Use web_search/product_search when the user asks to find or buy products, compare product prices, or check product availability at a retailer.\n- Use stock_price/stock_price for public stock, share, or ticker price requests.\n- Use entity_card/entity_card when the user asks for a person, place, organization, landmark, or notable thing card/profile with image and description.\n- Treat conversational questions asking what news, headlines, or current events are available as news_search requests, even when phrased informally or with a greeting. Do not confuse these with requests to define the word \"news\".\n- Use web_search/web_search for fresh facts, prices, live sports, schedules, or facts likely to have changed.\n- Use image_understanding when an image is attached and the user asks about it.\n- Use document_understanding when a document is attached and the user asks about it.\n- output_format=ascii only when the answer needs an extra fixed-width visual outside normal markdown/text/code, especially family trees, hierarchies, flowcharts, timelines, aligned comparisons, or simple tables.\n- output_format=latex when the user asks for a formula, equation, mathematical notation, or a derivation whose key result benefits from typesetting. LaTeX presentation requires no tool.\n- output_format=map for route or explicit map/location display requests.\n- output_format=image for generated image results or image search results.\n- output_format=video for video results.\n- output_format=text for short answers, ordinary chat, weather summaries, news, sports, web results, and explanations that work well as markdown text or code snippets.\n- Do not use ascii to represent weather images, map images, stock charts, news cards, sports results, image search results, generated images, videos, or other tool media; those remain tool outputs.\n- thinking_level=off for routine, direct, tool-driven, or latency-sensitive turns.\n- thinking_level=low for harder reasoning such as math, coding, multi-step explanation, document understanding, or complex comparisons.\n- If unsure, choose intent=answer, recommended_tool=none, output_format=text.\n- reason must be under 120 characters and must not reveal hidden reasoning.<|im_end|>\n<|im_start|>user\nExamples:\nlanguage: en\nhas_image: false\nhas_document: false\nquery: What is the weather in Cape Town today?\nJSON: {\"intent\":\"weather\",\"domain\":\"local\",\"complexity\":\"simple\",\"thinking_level\":\"off\",\"freshness_required\":true,\"requires_tools\":true,\"recommended_tool\":\"weather_forecast\",\"output_format\":\"text\",\"reason\":\"weather request\"}\n\nlanguage: en\nhas_image: false\nhas_document: false\nquery: Hi, what is the news?\nJSON: {\"intent\":\"news_search\",\"domain\":\"current_events\",\"complexity\":\"simple\",\"thinking_level\":\"off\",\"freshness_required\":true,\"requires_tools\":true,\"recommended_tool\":\"news_search\",\"output_format\":\"text\",\"reason\":\"current news request\"}\n\nlanguage: en\nhas_image: false\nhas_document: false\nquery: What is the Apple stock price today?\nJSON: {\"intent\":\"web_search\",\"domain\":\"commerce\",\"complexity\":\"simple\",\"thinking_level\":\"off\",\"freshness_required\":true,\"requires_tools\":true,\"recommended_tool\":\"stock_price\",\"output_format\":\"text\",\"reason\":\"stock quote request\"}\n\nlanguage: en\nhas_image: false\nhas_document: false\nquery: Can I get Sony headphones from Takealot?\nJSON: {\"intent\":\"product_search\",\"domain\":\"commerce\",\"complexity\":\"simple\",\"thinking_level\":\"off\",\"freshness_required\":true,\"requires_tools\":true,\"recommended_tool\":\"product_search\",\"output_format\":\"text\",\"reason\":\"product availability request\"}\n\nlanguage: en\nhas_image: false\nhas_document: false\nquery: Show me an entity card for Nelson Mandela.\nJSON: {\"intent\":\"answer\",\"domain\":\"education\",\"complexity\":\"simple\",\"thinking_level\":\"off\",\"freshness_required\":true,\"requires_tools\":true,\"recommended_tool\":\"entity_card\",\"output_format\":\"text\",\"reason\":\"entity card request\"}\n\nlanguage: en\nhas_image: false\nhas_document: false\nquery: Compare solar and wind power in a table\nJSON: {\"intent\":\"answer\",\"domain\":\"education\",\"complexity\":\"complex\",\"thinking_level\":\"low\",\"freshness_required\":false,\"requires_tools\":false,\"recommended_tool\":\"none\",\"output_format\":\"ascii\",\"reason\":\"comparison table\"}\n\nlanguage: en\nhas_image: false\nhas_document: false\nquery: Show the quadratic formula in mathematical notation.\nJSON: {\"intent\":\"math\",\"domain\":\"education\",\"complexity\":\"simple\",\"thinking_level\":\"off\",\"freshness_required\":false,\"requires_tools\":false,\"recommended_tool\":\"none\",\"output_format\":\"latex\",\"reason\":\"typeset formula\"}\n\nlanguage: en\nhas_image: false\nhas_document: false\nquery: What is the formula for gravitational force?\nJSON: {\"intent\":\"math\",\"domain\":\"education\",\"complexity\":\"simple\",\"thinking_level\":\"off\",\"freshness_required\":false,\"requires_tools\":false,\"recommended_tool\":\"none\",\"output_format\":\"latex\",\"reason\":\"typeset physics formula\"}\n\nlanguage: en\nhas_image: true\nhas_document: false\nquery: Make this a nighttime picture.\nJSON: {\"intent\":\"image_edit\",\"domain\":\"image\",\"complexity\":\"simple\",\"thinking_level\":\"off\",\"freshness_required\":false,\"requires_tools\":true,\"recommended_tool\":\"edit_image\",\"output_format\":\"image\",\"reason\":\"edit attached image\"}\n\nlanguage: en\nhas_image: true\nhas_document: false\nquery: Describe what is in this picture.\nJSON: {\"intent\":\"image_understanding\",\"domain\":\"image\",\"complexity\":\"moderate\",\"thinking_level\":\"low\",\"freshness_required\":false,\"requires_tools\":false,\"recommended_tool\":\"none\",\"output_format\":\"text\",\"reason\":\"inspect attached image\"}\n\nlanguage: en\nhas_image: false\nhas_document: false\nquery: Give me driving directions from Johannesburg to Cape Town.\nJSON: {\"intent\":\"navigation\",\"domain\":\"travel\",\"complexity\":\"simple\",\"thinking_level\":\"off\",\"freshness_required\":true,\"requires_tools\":true,\"recommended_tool\":\"route_directions\",\"output_format\":\"map\",\"reason\":\"route request\"}\n\nlanguage: zu\nhas_image: false\nhas_document: false\nquery: Sinjani isimo sezulu eThekwini namuhla?\nJSON: {\"intent\":\"weather\",\"domain\":\"local\",\"complexity\":\"simple\",\"thinking_level\":\"off\",\"freshness_required\":true,\"requires_tools\":true,\"recommended_tool\":\"weather_forecast\",\"output_format\":\"text\",\"reason\":\"weather request\"}\n\nClassify this request:\nlanguage: st\nhas_image: false\nhas_document: false\nquery: Ha ho tlhahisoleseding e hlahang mabapi le Cape Town, Cape Town, Kapa Bank of Eers le Maemong a Tlhahiso ea Tjhelete Cape Town. Lintlha tse fumanoeng li tiisa hore Cape Town ke motse-moholo oa molao wa Afrika Borwa, empa ha ho na tsebiso e amanang le liphapali tsa Legends, Kapa batho ba boletsoeng?\nJSON:<|im_end|>\n<|im_start|>assistant",
  "prompt_chars": 8764,
  "response_preview": "{\"intent\":\"answer\",\"domain\":\"other\",\"complexity\":\"moderate\",\"thinking_level\":\"low\",\"freshness_required\":false,\"requires_tools",
  "response_chars": 125,
  "response_truncated": false,
  "intent": "answer",
  "domain": "general",
  "complexity": "simple",
  "thinking_level": "off",
  "freshness_required": false,
  "requires_tools": false,
  "recommended_tool": "none",
  "output_format": "text",
  "reason": "classifier_invalid_json"
}

{
  "capture_reason": "success",
  "language": "st",
  "model": "Qwen3.5-4B-Q4_1",
  "has_image": false,
  "has_document": false,
  "transcript_preview": "Ha ho tlhahisoleseding e hlahang mabapi le Cape Town, Cape Town, Kapa Bank of Eers le Maemong a Tlhahiso ea Tjhelete Cape Town. Lintlha tse fumanoeng li tiisa hore Cape Town ke motse-moholo oa molao wa Afrika Borwa, empa ha ho na tsebiso e amanang le liphapali tsa Legends, Kapa batho ba boletsoeng?",
  "prompt_captured": true,
  "prompt_preview": "<|im_start|>system\nYou are a semantic tool router for a multilingual voice assistant.\nReturn exactly one compact JSON object: {\"tool\":\"tool name\",\"arguments\":{}}.\nChoose a tool only when the request needs external data, media generation, image editing, or navigation.\nChoose context_required when context_available is true, context_supplied is false, and the current query is terse, underspecified, or could change tool or arguments based on recent conversation context. A complete request with an explicit subject and operation must be routed directly. When context_supplied is true, resolve the reference from recent_history and never choose context_required.\nChoose context_required when the current query cannot be routed correctly without recent conversation context. When recent_history is supplied, resolve the reference from it and never choose context_required.\nGeneral-knowledge answers, explanations, comparisons, calculations, coding, and output formatting require no tool. Broad requests to describe a named person, place, organization, landmark, or notable thing use entity_card; specific factual questions about one do not. Use web_search only for fresh, changing, explicitly searched, or otherwise unavailable facts.\nASCII art, ASCII diagrams, ASCII tables, family trees, text trees, hierarchies, timelines, and flowcharts are output formatting requests. Choose none even when the request uses words such as draw, create, show, diagram, tree, or visual.\nLaTeX, equations, formulas, matrices, integrals, fractions, radicals, limits, and other mathematical notation are output formatting requests. Choose none even when the user asks to show, render, write, or display them.\nTool catalog:\n- weather_forecast: current weather or forecast for a location.\n- web_search: fresh facts, prices, schedules, scores, or other changing web information.\n- news_search: current news or headlines.\n- image_search: existing images or photos from the web.\n- video_search: existing videos, music, or watch/play requests.\n- product_search: products to buy, product prices, or product availability at a retailer.\n- stock_price: latest stock or share price for a public company or ticker symbol.\n- entity_card: entity profile card with image and concise description for a person, place, organization, landmark, or notable thing.\n- generate_image: create a new original image.\n- edit_image: transform an attached image according to the user's instruction.\n- route_directions: calculate directions between an origin and destination.\n- show_location_map: render a map for a location without calculating new directions.\nResolve references such as \"this image\", \"there\", \"that route\", and \"show me the map\" from the supplied context.\nWhen a follow-up asks for photos, images, or videos without naming a subject, recover the subject from recent history and choose the matching media search tool.\nWhen the user corrects or replaces the subject of the prior request, reuse the prior tool with the corrected subject. Interpret corrections semantically in the user's language rather than matching fixed phrases.\nWhen context_supplied is true and the current query is a terse entity that replaces the entity in the immediately prior tool call, reuse that prior tool with the current entity as its argument.\nWhen the assistant explicitly offered to use a tool and the user's current message accepts that offer, choose the offered tool and recover its arguments from recent history. Interpret acceptance semantically in the user's language; do not rely on a fixed vocabulary. An accepted tool offer is a tool request, not general conversation.\nIf the assistant offered a news search after a broad request for current news and the user accepts, choose news_search and derive the query from the earlier request or the assistant's offered topic.\nWhen directions are already present in recent history and the user follows up by asking to see a map, choose show_location_map and use the resolved route destination as location. Do not recompute route_directions.\nExample: recent user request \"directions from Johannesburg to Cape Town\" followed by \"show me the map\" routes to show_location_map with location \"Cape Town\", not \"Johannesburg\".\nPut extracted values in arguments. Use empty strings for arguments the selected tool does not need.\nFor entity_card, arguments.query must be only the canonical entity name in English when possible. Remove request words such as \"show me\", \"tell me about\", \"who is\", and equivalent wording in other supported languages.\nAn attached image plus a request to transform its appearance is edit_image, not generate_image.\nQuestions about an attached image require no tool because the main model can inspect it.\nUnderstand English, Afrikaans, isiZulu, isiXhosa, Sesotho, Setswana, isiNdebele, siSwati, Xitsonga, and Tshivenda.\nUse confidence=high only when the requested tool and required arguments are unambiguous.\nDo not infer a missing location, route endpoint, search query, or image instruction.<|im_end|>\n<|im_start|>user\nExamples:\n{\"context_available\":true,\"context_supplied\":false,\"query\":\"Tell me about Canada\"} -> {\"tool\":\"entity_card\",\"arguments\":{\"query\":\"Canada\"}}\n{\"context_available\":true,\"context_supplied\":false,\"query\":\"AMD?\"} -> {\"tool\":\"context_required\",\"arguments\":{}}\n{\"context_available\":true,\"context_supplied\":true,\"recent_history\":[{\"role\":\"assistant\",\"tool_calls\":[{\"name\":\"stock_price\",\"arguments\":{\"query\":\"Apple\"}}]}],\"query\":\"AMD?\"} -> {\"tool\":\"stock_price\",\"arguments\":{\"query\":\"AMD\"}}\n{\"context_available\":true,\"context_supplied\":false,\"query\":\"Any photos?\"} -> {\"tool\":\"context_required\",\"arguments\":{}}\n{\"context_available\":true,\"context_supplied\":true,\"recent_history\":[{\"role\":\"assistant\",\"content\":\"The Boer War lasted from 1899 to 1902.\"}],\"query\":\"Any photos?\"} -> {\"tool\":\"image_search\",\"arguments\":{\"query\":\"Boer War\"}}\n{\"context_available\":true,\"context_supplied\":true,\"recent_history\":[{\"role\":\"assistant\",\"tool_calls\":[{\"name\":\"image_search\",\"arguments\":{\"query\":\"lungs\"}}]}],\"query\":\"Sorry, I meant Long Division\"} -> {\"tool\":\"image_search\",\"arguments\":{\"query\":\"Long Division\"}}\n{\"query\":\"Hello there, how are you?\"} -> {\"tool\":\"none\",\"arguments\":{}}\n{\"query\":\"Compare solar and wind power in an ASCII table.\"} -> {\"tool\":\"none\",\"arguments\":{}}\n{\"query\":\"Draw a small ASCII family tree for Timber, Amina, and their children.\"} -> {\"tool\":\"none\",\"arguments\":{}}\n{\"has_image\":true,\"query\":\"Make this a nighttime picture.\"} -> {\"tool\":\"edit_image\",\"arguments\":{\"prompt\":\"Make this a nighttime picture.\"}}\n{\"has_image\":true,\"query\":\"Describe what is in this picture.\"} -> {\"tool\":\"none\",\"arguments\":{}}\n{\"language\":\"zu\",\"query\":\"Sinjani isimo sezulu eThekwini namuhla?\"} -> {\"tool\":\"weather_forecast\",\"arguments\":{\"location\":\"eThekwini\"}}\n{\"query\":\"What is the Apple stock price today?\"} -> {\"tool\":\"stock_price\",\"arguments\":{\"query\":\"Apple\"}}\n{\"query\":\"Can I get Sony headphones from Takealot?\"} -> {\"tool\":\"product_search\",\"arguments\":{\"query\":\"Sony headphones Takealot\"}}\n{\"query\":\"Show me an entity card for Nelson Mandela.\"} -> {\"tool\":\"entity_card\",\"arguments\":{\"query\":\"Nelson Mandela\"}}\n{\"language\":\"st\",\"query\":\"Mpolelle ka Nelson Mandela.\"} -> {\"tool\":\"entity_card\",\"arguments\":{\"query\":\"Nelson Mandela\"}}\n{\"recent_history\":[{\"role\":\"user\",\"content\":\"Hi, what is the news?\"},{\"role\":\"assistant\",\"content\":\"Would you like me to look up the top news stories now?\"}],\"query\":\"Yes\"} -> {\"tool\":\"news_search\",\"arguments\":{\"query\":\"top news stories\"}}\nContext JSON:\n{\"language\": \"st\", \"context_available\": true, \"context_supplied\": true, \"has_image\": false, \"has_document\": false, \"user_location\": {}, \"recent_history\": [{\"role\": \"user\", \"content\": \"Dumela, o phela joang kajeno? elflle ntho e khahlisang ka Afrika Borwa.\"}, {\"role\": \"assistant\", \"content\": \"Dumela! Ke phela hantle, kea leboha. **Lintlha tse khahlisang ka Afrika Borwa** li kenyelletsa ho ba naha ea liphororo tse ngata le ho ba le **Litoropo tse Tharo** tse kholo, empa linaleli tsa kajeno li shebile **Bok** moo Grant Williams le Cobus Reinach ba arotsoeng bakeng sa sebaka sa ho qetela, le **Jan Scheepers** a buisanang le bothata ba boitlamo.\", \"tool_calls\": [{\"name\": \"news_search\", \"arguments\": {\"query\": \"top news stories\"}}]}, {\"role\": \"user\", \"content\": \"Ha hona tlhahiso leseleng e fumaneweng ka BokMokrandash, Kapa Kaoba rona's Limaemong a ho qetela a lejene le sekepe's. Lintlha tse fumaneweng li-boka lejene le ile le thoto la hloko-makse, lejene ka mesetori le e leng sebaka sa ho jara lipapali le Bank of Ghana, Boke, e amanang le matsete a banka, empa ha le amane le lipapali tsa South Africa kapa batho ba boletsoeng.\"}, {\"role\": \"assistant\", \"content\": \"**Lintlha tse fumaneng** li bontša hore Cape Town ke matla a ikhethileng a tlhahiso ea chelete ea Cape Bophirima, e hlahisang **72% ea GDP** ea kgaolo. Leha ho le joalo, ha ho na tlhahisoleseling e amanang le lejene, sekepe, kapa Bank of Ghana se hlahang lithupelong tsena.\", \"tool_calls\": [{\"name\": \"news_search\", \"arguments\": {\"query\": \"BokMokrandash, Kapa Kaoba rona's Limaemong a ho qetela a lejene le sekepe's. Lintlha tse fumaneweng li-boka lejene le ile le thoto la hloko-makse, lejene ka mesetori le e leng sebaka sa ho jara lipapali le Bank of Ghana, Boke, e amanang le matsete a banka, empa ha le amane le lipapali tsa South Africa kapa batho ba boletsoeng.\"}}]}], \"query\": \"Ha ho tlhahisoleseding e hlahang mabapi le Cape Town, Cape Town, Kapa Bank of Eers le Maemong a Tlhahiso ea Tjhelete Cape Town. Lintlha tse fumanoeng li tiisa hore Cape Town ke motse-moholo oa molao wa Afrika Borwa, empa ha ho na tsebiso e amanang le liphapali tsa Legends, Kapa batho ba boletsoeng?\"}\nRoute JSON:<|im_end|>\n<|im_start|>assistant",
  "prompt_chars": 9726,
  "response_preview": "{\"tool\":\"news_search\",\"arguments\":{\"query\":\"Cape Town, Cape Town, Kapa Bank of Eers le Maemong a Tlhahiso ea Tjhelete Cape Town\"}}",
  "response_chars": 130,
  "response_truncated": false,
  "available": true,
  "requires_tools": true,
  "recommended_tool": "news_search",
  "arguments": {
    "query": "Cape Town, Cape Town, Kapa Bank of Eers le Maemong a Tlhahiso ea Tjhelete Cape Town"
  },
  "confidence": "high",
  "reason": "semantic route"
}

{
  "model": "Qwen3.5-4B-Q4_1",
  "language": "st",
  "recommended_tool": "news_search",
  "requires_tools": true,
  "confidence": "high",
  "reason": "semantic route",
  "transcript_preview": "Ha ho tlhahisoleseding e hlahang mabapi le Cape Town, Cape Town, Kapa Bank of Eers le Maemong a Tlhahiso ea Tjhelete Cape Town. Lintlha tse fumanoeng li tiis..."
}

{
  "intent": "image_generation",
  "domain": "creative",
  "complexity": "simple",
  "thinking_level": "off",
  "classifier_thinking_enabled": false,
  "llm_think_selected": false,
  "freshness_required": false,
  "requires_tools": true,
  "recommended_tool": "generate_image",
  "output_format": "image",
  "reason": "explicit image generation request",
  "routing_source": "semantic_router",
  "routing_confidence": "high",
  "has_commit_image": false,
  "has_commit_document": false,
  "transcript_preview": "Ha ho tlhahisoleseding e hlahang mabapi le Cape Town, Cape Town, Kapa Bank of Eers le Maemong a Tlhahiso ea Tjhelete Cape Town. Lintlha tse fumanoeng li tiis..."
}

{
  "backend": "vllm",
  "model": "Qwen/Qwen3.6-35B-A3B",
  "attempt": 1,
  "message_count": 6,
  "tool_count": 16,
  "max_tokens": 150,
  "request_preview": "[{\"role\": \"system\", \"content\": \"You are Nala, your African voice assistant. You can show images, find videos, provide weather forecasts, and search the web. Only claim that media is being shown, displayed, generated, or found when a tool result in the current turn explicitly confirms that media is available. The user spoke in Sesotho (Southern Sotho). Respond in Sesotho (Southern Sotho) only — do not mix in other languages. Keep responses to 2-3 sentences maximum. The current local date and time for this session is Saturday, 15 August 2026 20:55 (Africa/Johannesburg). Use this as the current date/time context instead of your training cutoff. For exact date or time questions, prefer the get_time tool. When a tool is needed, return only the tool call with valid JSON arguments. For search-style tool query arguments such as web_search, image_search, news_search, video_search, product_search, and stock_price, translate the query to English while preserving proper names. Do not include any prose, markdown, explanation, lead-in text, or fenced code before or after the tool call. Do not say things like 'I am searching' or 'Let me check'. Do not echo the tool name or arguments in normal text. If you call a tool, the assistant text content must contain only the tool call and nothing else. Do not enumerate your capabilities. Format responses using markdown: use **bold** for emphasis, bullet points for lists of items (e.g. news headlines, search results), and numbered lists for steps.\"}, {\"role\": \"user\", \"content\": \"Dumela, o phela joang kajeno? elflle ntho e khahlisang ka Afrika Borwa.\"}, {\"role\": \"assistant\", \"content\": \"Dumela! Ke phela hantle, kea leboha. **Lintlha tse khahlisang ka Afrika Borwa** li kenyelletsa ho ba naha ea liphororo tse ngata le ho ba le **Litoropo tse Tharo** tse kholo, empa linaleli tsa kajeno li shebile **Bok** moo Grant Williams le Cobus Reinach ba arotsoeng bakeng sa sebaka sa ho qetela, le **Jan Scheepers** a buisanang le bothata ba boitlamo.\"}, {\"role\": \"user\", \"content\": \"Ha hona tlhahiso leseleng e fumaneweng ka BokMokrandash, Kapa Kaoba rona's Limaemong a ho qetela a lejene le sekepe's. Lintlha tse fumaneweng li-boka lejene le ile le thoto la hloko-makse, lejene ka mesetori le e leng sebaka sa ho jara lipapali le Bank of Ghana, Boke, e amanang le matsete a banka, empa ha le amane le lipapali tsa South Africa kapa batho ba boletsoeng.\"}, {\"role\": \"assistant\", \"content\": \"**Lintlha tse fumaneng** li bontša hore Cape Town ke matla a ikhethileng a tlhahiso ea chelete ea Cape Bophirima, e hlahisang **72% ea GDP** ea kgaolo. Leha ho le joalo, ha ho na tlhahisoleseling e amanang le lejene, sekepe, kapa Bank of Ghana se hlahang lithupelong tsena.\"}, {\"role\": \"user\", \"content\": \"Ha ho tlhahisoleseding e hlahang mabapi le Cape Town, Cape Town, Kapa Bank of Eers le Maemong a Tlhahiso ea Tjhelete Cape Town. Lintlha tse fumanoeng li tiisa hore Cape Town ke motse-moholo oa molao wa Afrika Borwa, empa ha ho na tsebiso e amanang le liphapali tsa Legends, Kapa batho ba boletsoeng?\"}]",
  "request_chars": 3043,
  "request_truncated": false,
  "response_preview": "**Cape Town** ke motse-moholo oa molao oa Afrika Borwa, empa ha ho na tlhahisoleseling e amanang le **Legends**, **Kapa**, kapa **Batho ba boletsoeng** lithupelong tsa kajeno.",
  "response_chars": 175,
  "response_truncated": false,
  "outcome": "success",
  "error_preview": ""
}

{
  "prompt_manifest_id": "prm_d7325ee2c8e8",
  "model": "Qwen/Qwen3.6-35B-A3B",
  "tool_names": [
    "generate_image"
  ],
  "tool_count": 1,
  "structured_tool_calls": false,
  "used_tool_only_instruction": true,
  "used_dual_response_prompt": false,
  "required_rendering_schema": false,
  "required_visual_format": "",
  "transcript_preview": "Ha ho tlhahisoleseding e hlahang mabapi le Cape Town, Cape Town, Kapa Bank of Eers le Maemong a Tlhahiso ea Tjhelete Cape Town. Lintlha tse fumanoeng li tiis...",
  "raw_transcript_preview": "Ha ho tlhahisoleseding e hlahang mabapi le Cape Town, Cape Town, Kapa Bank of Eers le Maemong a Tlhahiso ea Tjhelete Cape Town. Lintlha tse fumanoeng li tiis...",
  "transcript_changed": false,
  "history_count": 4,
  "image_request": false
}

{
  "prompt_manifest_id": "prm_d7325ee2c8e8",
  "tool_names": [
    "generate_image"
  ],
  "tool_count": 1,
  "image_result_count": 0,
  "generated_image_count": 1,
  "video_result_count": 0,
  "news_result_count": 0,
  "product_result_count": 0
}

{
  "backend": "vllm",
  "model": "Qwen/Qwen3.6-35B-A3B",
  "attempt": 1,
  "message_count": 6,
  "tool_count": 0,
  "max_tokens": 300,
  "request_preview": "[{\"role\": \"system\", \"content\": \"You are Nala, your African voice assistant. You can show images, find videos, provide weather forecasts, and search the web. Only claim that media is being shown, displayed, generated, or found when a tool result in the current turn explicitly confirms that media is available. The user spoke in Sesotho (Southern Sotho). Respond in Sesotho (Southern Sotho) only — do not mix in other languages. Keep responses to 2-3 sentences maximum. The current local date and time for this session is Saturday, 15 August 2026 20:55 (Africa/Johannesburg). Use this as the current date/time context instead of your training cutoff. For exact date or time questions, prefer the get_time tool. When a tool is needed, return only the tool call with valid JSON arguments. For search-style tool query arguments such as web_search, image_search, news_search, video_search, product_search, and stock_price, translate the query to English while preserving proper names. Do not include any prose, markdown, explanation, lead-in text, or fenced code before or after the tool call. Do not say things like 'I am searching' or 'Let me check'. Do not echo the tool name or arguments in normal text. If you call a tool, the assistant text content must contain only the tool call and nothing else. Do not enumerate your capabilities. Format responses using markdown: use **bold** for emphasis, bullet points for lists of items (e.g. news headlines, search results), and numbered lists for steps.\"}, {\"role\": \"user\", \"content\": \"Dumela, o phela joang kajeno? elflle ntho e khahlisang ka Afrika Borwa.\"}, {\"role\": \"assistant\", \"content\": \"Dumela! Ke phela hantle, kea leboha. **Lintlha tse khahlisang ka Afrika Borwa** li kenyelletsa ho ba naha ea liphororo tse ngata le ho ba le **Litoropo tse Tharo** tse kholo, empa linaleli tsa kajeno li shebile **Bok** moo Grant Williams le Cobus Reinach ba arotsoeng bakeng sa sebaka sa ho qetela, le **Jan Scheepers** a buisanang le bothata ba boitlamo.\"}, {\"role\": \"user\", \"content\": \"Ha hona tlhahiso leseleng e fumaneweng ka BokMokrandash, Kapa Kaoba rona's Limaemong a ho qetela a lejene le sekepe's. Lintlha tse fumaneweng li-boka lejene le ile le thoto la hloko-makse, lejene ka mesetori le e leng sebaka sa ho jara lipapali le Bank of Ghana, Boke, e amanang le matsete a banka, empa ha le amane le lipapali tsa South Africa kapa batho ba boletsoeng.\"}, {\"role\": \"assistant\", \"content\": \"**Lintlha tse fumaneng** li bontša hore Cape Town ke matla a ikhethileng a tlhahiso ea chelete ea Cape Bophirima, e hlahisang **72% ea GDP** ea kgaolo. Leha ho le joalo, ha ho na tlhahisoleseling e amanang le lejene, sekepe, kapa Bank of Ghana se hlahang lithupelong tsena.\"}, {\"role\": \"user\", \"content\": \"The user asked: Ha ho tlhahisoleseding e hlahang mabapi le Cape Town, Cape Town, Kapa Bank of Eers le Maemong a Tlhahiso ea Tjhelete Cape Town. Lintlha tse fumanoeng li tiisa hore Cape Town ke motse-moholo oa molao wa Afrika Borwa, empa ha ho na tsebiso e amanang le liphapali tsa Legends, Kapa batho ba boletsoeng?\\n\\nEarlier draft answer (may be stale or incomplete, do not trust it over the tool results):\\n**Cape Town** ke motse-moholo oa molao oa Afrika Borwa, empa ha ho na tlhahisoleseling e amanang le **Legends**, **Kapa**, kapa **Batho ba boletsoeng** lithupelong tsa kajeno.\\n\\nThe client already has generated image results and will display them to the user. Do not say you cannot show images. Briefly tell the user the generated image is being shown.\\n\\nHere are tool results:\\nGenerated 1 image for There is no information emerging regarding Cape Town, the Bank of Cape Town, and the Financial Status of Cape Town. The findings confirm that Cape Town is the legislative capital of South Africa, but there is no information related to Legends, or the people mentioned..\\n\\nUsing the tool results above, answer the user's question. Do not repeat raw tool output, JSON, field labels, or tool-call markup. Do not mention tools, searches, provided results, missing result fields, or internal failures. Do not ask the user to invoke another tool or search; give the best direct answer supported by the available information. Prefer the tool results over any earlier draft answer.\"}]",
  "request_chars": 4231,
  "request_truncated": false,
  "response_preview": "Ke bontša setšoantšo se hlahisitsoeng sa **Cape Town**. Motse-moholo oa molao oa Afrika Borwa ke Cape Town, empa ha ho na tlhahisoleseling e amanang le **Legends** kapa batho ba boletsoeng.",
  "response_chars": 189,
  "response_truncated": false,
  "outcome": "success",
  "error_preview": ""
}

{
  "prompt_manifest_id": "prm_d7325ee2c8e8",
  "model": "Qwen/Qwen3.6-35B-A3B",
  "language": "st",
  "tool_mode": "forced_manual",
  "tool_names": [
    "generate_image"
  ],
  "history_count": 4,
  "transcript_preview": "Ha ho tlhahisoleseding e hlahang mabapi le Cape Town, Cape Town, Kapa Bank of Eers le Maemong a Tlhahiso ea Tjhelete Cape Town. Lintlha tse fumanoeng li tiis...",
  "assistant_text": "Ke bontša setšoantšo se hlahisitsoeng sa **Cape Town**. Motse-moholo oa molao oa Afrika Borwa ke Cape Town, empa ha ho na tlhahisoleseling e amanang le **Legends** kapa batho ba boletsoeng.",
  "assistant_text_plain": "Ke bontša setšoantšo se hlahisitsoeng sa Cape Town. Motse-moholo oa molao oa Afrika Borwa ke Cape Town, empa ha ho na tlhahisoleseling e amanang le Legends kapa batho ba boletsoeng.",
  "assistant_visual": null,
  "assistant_preview": "Ke bontša setšoantšo se hlahisitsoeng sa Cape Town. Motse-moholo oa molao oa Afrika Borwa ke Cape Town, empa ha ho na tlhahisoleseling e amanang le Legends k...",
  "transcript_changed": false,
  "tts_chunk_count": 90,
  "tts_audio_bytes": 64656,
  "generated_image_count": 1,
  "image_url_count": 0,
  "video_result_count": 0,
  "news_result_count": 0,
  "product_result_count": 0,
  "latency_ms": {
    "stt": 3985.9,
    "lang": 0,
    "llm": 6639.5,
    "tts": 2407.4,
    "total": 13058.8
  }
}

{
  "lang": "st"
}

{
  "lang": "st",
  "family": "whisper-southern-sotho"
}

{
  "prompt": "There is no information emerging regarding Cape Town, the Bank of Cape Town, and the Financial Status of Cape Town. The findings confirm that Cape Town is the legislative capital of South Africa, but there is no information related to Legends, or the people mentioned.",
  "negative_prompt": "",
  "width": 512,
  "height": 512,
  "num_images": 1,
  "seed": null
}

{
  "prompt": "There is no information emerging regarding Cape Town, the Bank of Cape Town, and the Financial Status of Cape Town. The findings confirm that Cape Town is the legislative capital of South Africa, but there is no information related to Legends, or the people mentioned.",
  "negative_prompt": "",
  "width": 512,
  "height": 512,
  "num_images": 1,
  "steps": 4,
  "guidance_scale": 0,
  "seed": null,
  "model": "stabilityai/sdxl-turbo",
  "device": "cuda",
  "duration_ms": 1381.1506060010288
}