Project Zuza
Server http://127.0.0.1:1234
Model gemma4-26b-a4b-qat-uncensored-hauhaucs-balanced-mtp
Record Breakfast from Photo
ON
10098/50000 (20%)
0.7
Conversation Thread
IDLE
USER // 2026-06-26 23:17
record my breakfast
Zuza [gemma-4-e4b-uncensored-hauhaucs-aggressive]
Thinking
The user wants to record their breakfast, and they have provided an attachment named `R.jpg`. Since the input is a photo, I need to use the `calorie_tracker` tool with `source="photo"` and infer the food items from the image. **Plan:** 1. Analyze the attached image (`R.jpg`) to identify the components of the breakfast. 2. Estimate the quantity (grams) for each component. 3. Determine the appropriate action: Since the user simply said "record my breakfast," the default action is `log_food` (persisting the estimate). 4. Fill in other parameters: * `user_key`: Default to `"default_user"` as no specific user name was given. * `date`: Today, which is 2026-06-26. * `time`: Current time (around 23:17, but since it's late, I'll use the current local time or let the tool default, aiming for `HH:MM`). Let's assume the tool handles the exact time well, but I can specify a rough breakfast time if needed. Since the input is at 23:17, maybe the user ate it earlier? I will rely on the tool to handle the time correctly based on context, or use a standard morning time if possible. For now, I'll let `time` default unless a better assumption can be made (Breakfast implies early). * `language`: `"en"` (implied by the request language). * `description`: A brief summary of the meal based on the photo (e.g., "Scrambled eggs with mushrooms and spinach, served with toast"). * `source`: `"photo"`. * `meal_name`: `"Breakfast"`. * `items`: List of identified items with estimates for grams/macros (if possible). **Image Analysis (`R.jpg`):** The image shows a plate containing: 1. Scrambled Eggs (looks like the main component) 2. Sliced Mushrooms (mixed in and on top) 3. Spinach leaves (mixed in) 4. Toasted Bread slice (on the side) **Estimation:** * **Scrambled Eggs:** Looks like 2-3 medium eggs, maybe around 150g cooked weight. * **Mushrooms:** A generous serving, maybe 75-100g sliced. Let's estimate 85g. * **Spinach:** A handful, maybe 30g raw/lightly wilted. * **Toast:** One slice of white or whole grain bread. Standard slice is about 40g. **Tool Call Construction:** Action: `log_food` User Key: `"default_user"` Date: `"2026-06-26"` Time: (Let's rely on default for now, but maybe set it to "08:00" as a representative breakfast time) Language: `"en"` Description: `"Scrambled eggs mixed with mushrooms and spinach, served with one slice of toast."` Source: `"photo"` Meal Name: `"Breakfast"` Items: * Food: "Scrambled Eggs", Grams: 150 * Food: "Mushrooms (sliced)", Grams: 85 * Food: "Spinach leaves", Grams: 30 * Food: "Toast", Grams: 40 I will call `calorie_tracker` with these parameters. I should also include the estimated macros/calories if possible, but since the tool description implies the LLM does the estimation *and* passes it, providing just food and grams might be sufficient for the initial pass, allowing the backend to calculate the rest (kcal, protein, fat, carbs). Let's refine the items structure: I will provide basic estimates for all required/relevant fields.
Tool: 🍽️ calorie_tracker
Input
{
  "action": "log_food",
  "user_key": "default_user",
  "date": "2026-06-26",
  "time": "08:00",
  "language": "en",
  "description": "Scrambled eggs mixed with mushrooms and spinach, served with one slice of toast.",
  "source": "photo",
  "meal_name": "Breakfast",
  "items": [
    {
      "food": "Scrambled Eggs",
      "grams": 150,
      "kcal": 230,
      "protein_g": 18.0,
      "fat_g": 14.0,
      "carbs_g": 2.0,
      "p": 18.0,
      "f": 7.0,
      "c": 2.0,
      "note": ""
    },
    {
      "food": "Mushrooms (sliced)",
      "grams": 85,
      "kcal": 35,
      "protein_g": 3.5,
      "fat_g": 0.7,
      "carbs_g": 6.0,
      "p": 3.5,
      "f": 0.3,
      "c": 6.0,
      "note": ""
    },
    {
      "food": "Spinach leaves",
      "grams": 30,
      "kcal": 14,
      "protein_g": 2.0,
      "fat_g": 0.2,
      "carbs_g": 2.5,
      "p": 2.0,
      "f": 0.1,
      "c": 2.5,
      "note": ""
    },
    {
      "food": "Toast",
      "grams": 40,
      "kcal": 85,
      "protein_g": 3.0,
      "fat_g": 1.5,
      "carbs_g": 16.0,
      "p": 3.0,
      "f": 0.7,
      "c": 16.0,
      "note": ""
    }
  ]
}
Output
{
  "ok": true,
  "tool": "calorie_tracker",
  "action": "log_food",
  "user_key": "default_user",
  "profile": {
    "gender": "male",
    "height_cm": 180,
    "weight_kg": 90,
    "goal": "lose",
    "assumptions": []
  },
  "norm": {
    "kcal": 2200,
    "protein_g": 165,
    "fat_g": 73,
    "carbs_g": 240,
    "method": "User-provided daily target",
    "confirmed": true
  },
  "day": {
    "date": "2026-06-26",
    "meals": [
      {
        "meal_id": "meal_950bf3a9",
        "name": "Сніданок",
        "time": "21:26",
        "source": "text",
        "items": [
          {
            "item_id": "item_1",
            "food": "Скрембл з яйцем та оливковою олією, грибами та шпинатом",
            "grams": 170,
            "kcal": 88,
            "protein_g": 0.5,
            "fat_g": 0.3,
            "carbs_g": 23.8,
            "estimated": true
          },
          {
            "item_id": "item_2",
            "food": "Підсмажений хліб",
            "grams": 50,
            "kcal": 26,
            "protein_g": 0.1,
            "fat_g": 0.1,
            "carbs_g": 7.0,
            "estimated": true
          }
        ],
        "approved": true,
        "estimated": true,
        "kcal": 114,
        "protein_g": 0.6,
        "fat_g": 0.4,
        "carbs_g": 30.8
      },
      {
        "meal_id": "meal_07efb2d0",
        "name": "Сніданок",
        "time": "21:28",
        "source": "text",
        "items": [
          {
            "item_id": "item_4",
            "food": "Підсмажений хліб",
            "grams": 50,
            "kcal": 130,
            "protein_g": 4.0,
            "fat_g": 2.0,
            "carbs_g": 24.0,
            "estimated": false
          },
          {
            "item_id": "item_2",
            "food": "Added item",
            "grams": 100,
            "kcal": 180,
            "protein_g": 6.0,
            "fat_g": 7.0,
            "carbs_g": 20.0,
            "estimated": true
          },
          {
            "item_id": "item_3",
            "food": "Скрембл з оливковою олією, грибами та шпинатом",
            "grams": 170,
            "kcal": 220,
            "protein_g": 12.0,
            "fat_g": 16.0,
            "carbs_g": 4.0,
            "estimated": false
          },
          {
            "item_id": "item_4",
            "food": "Підсмажений хліб",
            "grams": 50,
            "kcal": 130,
            "protein_g": 4.0,
            "fat_g": 2.0,
            "carbs_g": 24.0,
            "estimated": false
          }
        ],
        "approved": true,
        "estimated": true,
        "kcal": 660,
        "protein_g": 26.0,
        "fat_g": 27.0,
        "carbs_g": 72.0
      },
      {
        "meal_id": "meal_87dbe00b",
        "name": "Breakfast",
        "time": "08:00",
        "source": "photo",
        "items": [
          {
            "item_id": "item_1",
            "food": "Scrambled Eggs",
            "grams": 150,
            "kcal": 230,
            "protein_g": 18.0,
            "fat_g": 14.0,
            "carbs_g": 2.0,
            "estimated": false
          },
          {
            "item_id": "item_2",
            "food": "Mushrooms (sliced)",
            "grams": 85,
            "kcal": 35,
            "protein_g": 3.5,
            "fat_g": 0.7,
            "carbs_g": 6.0,
            "estimated": false
          },
          {
            "item_id": "item_3",
            "food": "Spinach leaves",
            "grams": 30,
            "kcal": 14,
            "protein_g": 2.0,
            "fat_g": 0.2,
            "carbs_g": 2.5,
            "estimated": false
          },
          {
            "item_id": "item_4",
            "food": "Toast",
            "grams": 40,
            "kcal": 85,
            "protein_g": 3.0,
            "fat_g": 1.5,
            "carbs_g": 16.0,
            "estimated": false
          }
        ],
        "approved": true,
        "estimated": true,
        "kcal": 364,
        "protein_g": 26.5,
        "fat_g": 16.4,
        "carbs_g": 26.5,
        "assumptions": [
          "Portions were estimated from the image; hidden oil/sauce may change totals."
        ]
      }
    ],
    "activities": [],
    "totals": {
      "consumed": 1138,
      "burned": 0,
      "net": 1138,
      "protein_g": 53.1,
      "fat_g": 43.8,
      "carbs_g": 129.3
    }
  },
  "dashboard_markdown": "📊 Today · 26 Jun\n🔥 Calories  1138 / 2200   ▓▓▓▓▓░░░░░   1062 left\n🥩 Protein  53 / 165 g  ▓▓▓░░░░░░░\n🧈 Fat      44 / 73 g  ▓▓▓▓▓▓░░░░\n🍞 Carbs    129 / 240 g  ▓▓▓▓▓░░░░░\n🍽 Meals     Сніданок 114 · Сніданок 660 · Breakfast 364\n\n🍽 Meals today\n   • Сніданок (21:26) [meal_950bf3a9] — 114 kcal: Скрембл з яйцем та оливковою олією, грибами та шпинатом 170 g · Підсмажений хліб 50 g\n   • Сніданок (21:28) [meal_07efb2d0] — 660 kcal: Підсмажений хліб 50 g · Added item 100 g · Скрембл з оливковою олією, грибами та шпинатом 170 g · Підсмажений хліб 50 g\n   • Breakfast (08:00) [meal_87dbe00b] — 364 kcal: Scrambled Eggs 150 g · Mushrooms (sliced) 85 g · Spinach leaves 30 g · Toast 40 g",
  "daily_meals_markdown": "🍽 Meals today\n   • Сніданок (21:26) [meal_950bf3a9] — 114 kcal: Скрембл з яйцем та оливковою олією, грибами та шпинатом 170 g · Підсмажений хліб 50 g\n   • Сніданок (21:28) [meal_07efb2d0] — 660 kcal: Підсмажений хліб 50 g · Added item 100 g · Скрембл з оливковою олією, грибами та шпинатом 170 g · Підсмажений хліб 50 g\n   • Breakfast (08:00) [meal_87dbe00b] — 364 kcal: Scrambled Eggs 150 g · Mushrooms (sliced) 85 g · Spinach leaves 30 g · Toast 40 g",
  "daily_activities_markdown": "",
  "estimate_note": "All generated nutrition and activity numbers are estimates and can be edited.",
  "meal": {
    "meal_id": "meal_87dbe00b",
    "name": "Breakfast",
    "time": "08:00",
    "source": "photo",
    "items": [
      {
        "item_id": "item_1",
        "food": "Scrambled Eggs",
        "grams": 150,
        "kcal": 230,
        "protein_g": 18.0,
        "fat_g": 14.0,
        "carbs_g": 2.0,
        "estimated": false
      },
      {
        "item_id": "item_2",
        "food": "Mushrooms (sliced)",
        "grams": 85,
        "kcal": 35,
        "protein_g": 3.5,
        "fat_g": 0.7,
        "carbs_g": 6.0,
        "estimated": false
      },
      {
        "item_id": "item_3",
        "food": "Spinach leaves",
        "grams": 30,
        "kcal": 14,
        "protein_g": 2.0,
        "fat_g": 0.2,
        "carbs_g": 2.5,
        "estimated": false
      },
      {
        "item_id": "item_4",
        "food": "Toast",
        "grams": 40,
        "kcal": 85,
        "protein_g": 3.0,
        "fat_g": 1.5,
        "carbs_g": 16.0,
        "estimated": false
      }
    ],
    "approved": true,
    "estimated": true,
    "kcal": 364,
    "protein_g": 26.5,
    "fat_g": 16.4,
    "carbs_g": 26.5,
    "assumptions": [
      "Portions were estimated from the image; hidden oil/sauce may change totals."
    ]
  },
  "meal_markdown": "📷 Breakfast (08:00) [meal_87dbe00b] — ~364 kcal\n   • Scrambled Eggs 150 g · 230 kcal · P 18.0 / F 14.0 / C 2.0 g\n   • Mushrooms (sliced) 85 g · 35 kcal · P 3.5 / F 0.7 / C 6.0 g\n   • Spinach leaves 30 g · 14 kcal · P 2.0 / F 0.2 / C 2.5 g\n   • Toast 40 g · 85 kcal · P 3.0 / F 1.5 / C 16.0 g\n   Assumption: Portions were estimated from the image; hidden oil/sauce may change totals.\n   Off on a portion or ingredient? Tell me and I'll fix it.",
  "logged": true,
  "report_markdown": "📷 Breakfast (08:00) [meal_87dbe00b] — ~364 kcal\n   • Scrambled Eggs 150 g · 230 kcal · P 18.0 / F 14.0 / C 2.0 g\n   • Mushrooms (sliced) 85 g · 35 kcal · P 3.5 / F 0.7 / C 6.0 g\n   • Spinach leaves 30 g · 14 kcal · P 2.0 / F 0.2 / C 2.5 g\n   • Toast 40 g · 85 kcal · P 3.0 / F 1.5 / C 16.0 g\n   Assumption: Portions were estimated from the image; hidden oil/sauce may change totals.\n   Off on a portion or ingredient? Tell me and I'll fix it.\n\n━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\n📊 Today · 26 Jun\n🔥 Calories  1138 / 2200   ▓▓▓▓▓░░░░░   1062 left\n🥩 Protein  53 / 165 g  ▓▓▓░░░░░░░\n🧈 Fat      44 / 73 g  ▓▓▓▓▓▓░░░░\n🍞 Carbs    129 / 240 g  ▓▓▓▓▓░░░░░\n🍽 Meals     Сніданок 114 · Сніданок 660 · Breakfast 364\n\n🍽 Meals today\n   • Сніданок (21:26) [meal_950bf3a9] — 114 kcal: Скрембл з яйцем та оливковою олією, грибами та шпинатом 170 g · Підсмажений хліб 50 g\n   • Сніданок (21:28) [meal_07efb2d0] — 660 kcal: Підсмажений хліб 50 g · Added item 100 g · Скрембл з оливковою олією, грибами та шпинатом 170 g · Підсмажений хліб 50 g\n   • Breakfast (08:00) [meal_87dbe00b] — 364 kcal: Scrambled Eggs 150 g · Mushrooms (sliced) 85 g · Spinach leaves 30 g · Toast 40 g",
  "_zuza_effective_tool_arguments": {
    "action": "log_food",
    "user_key": "default_user",
    "date": "2026-06-26",
    "time": "08:00",
    "language": "en",
    "description": "Scrambled eggs mixed with mushrooms and spinach, served with one slice of toast.",
    "source": "photo",
    "meal_name": "Breakfast",
    "items": [
      {
        "food": "Scrambled Eggs",
        "grams": 150,
        "kcal": 230,
        "protein_g": 18.0,
        "fat_g": 14.0,
        "carbs_g": 2.0,
        "p": 18.0,
        "f": 7.0,
        "c": 2.0,
        "note": ""
      },
      {
        "food": "Mushrooms (sliced)",
        "grams": 85,
        "kcal": 35,
        "protein_g": 3.5,
        "fat_g": 0.7,
        "carbs_g": 6.0,
        "p": 3.5,
        "f": 0.3,
        "c": 6.0,
        "note": ""
      },
      {
        "food": "Spinach leaves",
        "grams": 30,
        "kcal": 14,
        "protein_g": 2.0,
        "fat_g": 0.2,
        "carbs_g": 2.5,
        "p": 2.0,
        "f": 0.1,
        "c": 2.5,
        "note": ""
      },
      {
        "food": "Toast",
        "grams": 40,
        "kcal": 85,
        "protein_g": 3.0,
        "fat_g": 1.5,
        "carbs_g": 16.0,
        "p": 3.0,
        "f": 0.7,
        "c": 16.0,
        "note": ""
      }
    ]
  },
  "_zuza_action_fingerprint": "0ef07319a767212fe9f972f79daf00792bfe460ed3c98591f8cf521ca1727ea6",
  "_zuza_action_tool": "calorie_tracker",
  "_zuza_action_kind": "tool_call",
  "_zuza_pass_id": 779
}
Thinking
The user has successfully executed the `calorie_tracker` tool to log their breakfast based on the image R.jpg. The tool returned a success status and detailed reports in both `report_markdown` and `dashboard_markdown`. **Goal:** Present the results clearly to the user, confirming that the breakfast was recorded, and summarizing the impact on today's nutrition goals using the provided markdown reports. **Plan Update/Execution:** 1. **Review:** Confirm success (Tool status: Success). The goal is achieved for this pass. 2. **Report Generation:** Use the `report_markdown` as the primary confirmation of the logged meal, and incorporate the `dashboard_markdown` to show the overall daily progress. 3. **Memory/Skills Update:** Since this was a successful logging action based on an image, I should update memory to reflect that the system successfully interpreted "R.jpg" into specific nutritional data. I will also note the default user profile found during the log. 4. **Next Action:** `final_response` is appropriate as the task of recording the breakfast is complete and verified by tool output. **Data Extraction:** * **Meal Logged (Report):** Breakfast at 08:00, ID `meal_87dbe00b`, ~364 kcal. Items are clearly listed with grams/macros. * **Daily Status (Dashboard):** Total Calories: 1138 / 2200. Remaining: 1062. Protein: 53 / 165 g. Fat: 44 / 73 g. Carbs: 129 / 240 g. * **Memory Updates:** Store the successful interpretation of R.jpg and the default user profile found (Male, 180cm, 90kg). I will structure the final response using a friendly, direct tone, emphasizing that the logging was complete and showing the full daily status for context.
**✅ Breakfast Logged Successfully!** Your breakfast from **R.jpg** has been logged as a new entry at 08:00 (Meal ID: `meal_87dbe00b`). The estimated total for this meal is **~364 kcal**. *** 📷 **Breakfast Details:** * **Scrambled Eggs:** 150 g · 230 kcal | P 18.0 / F 14.0 / C 2.0 g * **Mushrooms (sliced):** 85 g · 35 kcal | P 3.5 / F 0.7 / C 6.0 g * **Spinach leaves:** 30 g · 14 kcal | P 2.0 / F 0.2 / C 2.5 g * **Toast:** 40 g · 85 kcal | P 3.0 / F 1.5 / C 16.0 g *Assumption: Portions were estimated from the image; hidden oil/sauce may change totals.* *Off on a portion or ingredient? Tell me and I'll fix it! *** 📊 **Today's Nutrition Dashboard (26 Jun):** 🔥 **Calories:** 1138 / 2200 $\rightarrow$ ░️ (**1062 left**) 🥩 **Protein:** 53 / 165 g $\rightarrow$ ░️ 🧈 **Fat:** 44 / 73 g $\rightarrow$ ░️ 🍞 **Carbs:** 129 / 240 g $\rightarrow$ ░️ 🍽 **Meals:** Сніданок (114) · Сніданок (660) · Breakfast (364) **Full Meal History Today:** * Сніданок (21:26): 114 kcal | Scrambled eggs, mushrooms, spinach, toast. * Сніданок (21:28): 660 kcal | Large combined breakfast entry. * **Breakfast (08:00): 364 kcal** | **Your newly logged meal!**.
USER // 2026-06-26 23:25
record my dinner, 400g tika masala with rice
Zuza [gemma4-26b-a4b-qat-uncensored-hauhaucs-balanced-mtp]
Thinking
Operation stopped.
Operation stopped.
Transmit Prompt
READY