# LM Studio Full Request Trace - Task 99 Generated from artifacts/llm_traces/task_99_pass_*.json.
Blue blocks are annotations. Green blocks summarize field composition. Purple blocks explain why fields are present. Raw input/output JSON is kept in fenced code blocks. Growth numbers use LM Studio usage fields where available; those are more authoritative than Zuza local prompt estimates in stored-chain mode.
## Growth Summary | Pass | Event | Next | Append chars | Approx local chain chars | LM input | Cached | Uncached | Input growth | Uncached growth | |---:|---|---|---:|---:|---:|---:|---:|---:|---:| | 1 | task_start | continue | 23744 | 23744 | 5715 | 1958 | 3757 | | | | 2 | contracts_loaded | tool_call:tavily_search | 8707 | 32451 | 9132 | 5715 | 3417 | +3417 | -340 | | 3 | tool_result | tool_call:duckduckgo_search | 6567 | 39018 | 17935 | 6822 | 11113 | +8803 | +7696 | | 4 | contracts_loaded | tool_call:duckduckgo_search | 8074 | 47092 | 36908 | 16252 | 20656 | +18973 | +9543 | | 5 | tool_result | tool_call:playwright_browser | 6678 | 53770 | 73710 | 34788 | 38922 | +36802 | +18266 | | 6 | contracts_loaded | tool_call:playwright_browser | 9943 | 63713 | 148625 | 71984 | 76641 | +74915 | +37719 | ## Pass 1 - task_start
What this pass is: zuza_heavy_event_v1 / task_start. Next action was continue.
Request shape: store=True, previous_response_id=absent, instruction chars=8468, input chars=13689, raw output chars=1587.
Growth: appended approx 23744 chars this pass; cumulative local request/output chars through this pass approx 23744. LM Studio usage input=5715, cached=1958, uncached=3757.
Included in the model input contract:
Why these fields are included: task/plan/last_output keep the loop grounded; selected_tool_instructions contain contracts needed for the current step; retained_tool_instructions are lightweight stubs for contracts already sent earlier in this stored chain; task_memory carries short-term execution lessons; previous_response_id asks LM Studio to continue the stored chain instead of resending the whole prior request body.
#### Full LM Studio Request Payload ```json { "model": "google/gemma-4-26b-a4b", "input": "{\"packet_type\": \"zuza_heavy_event_v1\", \"event_kind\": \"task_start\", \"event_note\": \"Stored HEAVY continuation event. Earlier static instructions, catalogs, prior plan, prior model outputs, and previously loaded contracts are retained in the response chain; this packet only appends new external/runtime state.\", \"loop_state\": {\"pass_index\": 1, \"is_first_pass\": true, \"has_new_user_message_since_last_pass\": true}, \"task\": {\"id\": 99, \"original_user_message\": \"find me a good barber in marbella\", \"latest_user_message\": \"find me a good barber in marbella\"}, \"plan_status\": {\"total_step_count\": 0, \"omitted_step_count\": 0}, \"memory_context\": {\"request\": {\"needed\": true, \"query\": \"barber hair style preference Marbella\", \"tags\": [\"user:alex\"], \"categories\": [\"preference\"], \"limit\": 5, \"reason\": \"Check if the user has any previous preferences regarding hair styles, barbers, or locations that might influence \u0027good\u0027.\"}, \"retrieved\": [{\"id\": 1, \"scope\": \"user\", \"category\": \"preference\", \"content\": \"User\u0027s name is Alex and they love Lindt chocolate.\", \"tags\": [\"user:alex\", \"preference:chocolate\"], \"confidence\": 1.0, \"importance\": 2, \"source\": {\"type\": \"agent_pass\", \"id\": 235}, \"updated_at\": \"2026-06-17T14:43:03\", \"last_used_at\": \"2026-06-21T00:02:34\"}]}, \"selected_skill_instructions\": [{\"id\": \"research\", \"emoji\": \"🔬\", \"description\": \"Find, compare, verify, and summarize information from sources.\", \"instruction\": \"# Research Skill\\n\\nUse this skill when the task requires finding facts, comparing sources, checking recency, or producing source-grounded answers.\\n\\nResearch framework:\\n\\n1. Define the question, scope, and freshness requirements.\\n2. Pick search or browsing tools based on whether broad discovery or page inspection is needed.\\n3. Prefer primary or authoritative sources when accuracy matters.\\n4. Track candidate findings, source quality, dates, and contradictions in the diary when they are costly to rediscover.\\n5. Verify important claims with more than one source when feasible.\\n6. Separate observed facts from inferences.\\n7. Finish with a concise answer and links or file refs when available.\\n\\nFor Project Zuza:\\n\\n- Do not claim a search or page observation happened without a tool result.\\n- Avoid sending screenshots to the model unless the visual content is necessary.\\n- If a tool returns thin or stale evidence, change the query/source strategy before retrying.\\n- If the needed research capability is not loaded, add the relevant tool or skill id to the current or next plan step and continue so the runtime loads it on the next pass.\\n- If no existing tool can collect the needed evidence, plan a new local tool package under `tools/\u003ctool_id\u003e/`, then use it only after discovery loads its contract.\", \"recent_notes\": [\"# Research Skill Notes\", \"## Note 2026-06-18T17:22:16\\nSource: heavy_loop\\nTags: grounding, pre-generation\\n\\nAlways use `research` before `joking` when the topic is abstract or requires specific cultural/fictional grounding (like \u0027Antropic Ban\u0027). The search query should be broad enough initially, but targeted for later refinement.\", \"## Note 2026-06-21T00:02:53\\nSource: heavy_loop\\nTags: executive_focus, book_recs\\n\\nFor executive-level book recommendations, prioritize books on strategy, leadership, and business transformation over technical AI implementation details.\"]}, {\"id\": \"web_browsing\", \"emoji\": \"🌐\", \"description\": \"Navigate websites efficiently using compact browser state before screenshots.\", \"instruction\": \"# Web Browsing Skill\\n\\nUse this skill when the task needs browser navigation, page inspection, clicking, forms, screenshots, or web app interaction.\\n\\nBrowser workflow:\\n\\n1. Start with URL/search navigation and compact page state.\\n2. Use accessibility roles, visible text, URLs, titles, and element summaries before requesting screenshots.\\n3. Request screenshots only when visual layout, image content, or a failed interaction requires it.\\n4. Keep each browser action small and inspect the result before continuing.\\n5. Prefer stable selectors and visible labels over fragile coordinates.\\n6. If an action fails, record the page state and retry with a changed selector or navigation path.\\n\\nConsent and cookie banner fast path:\\n\\n- Treat cookie, privacy, GDPR, CMP, newsletter, app-install, login nag, notification, and location overlays as blockers to clear before the real task.\\n- Detect consent blockers from URL/title/text such as `consent`, `cookie`, `privacy`, `GDPR`, `Before you continue`, `We use cookies`, `Accept all`, `Reject all`, `Manage options`, `Aceptar todo`, `Rechazar todo`, `Tout accepter`, `Alle akzeptieren`, or similar language.\\n- When a blocker is detected, do not try the underlying page controls yet. Resolve the blocker first, then verify it disappeared.\\n- Prefer privacy-preserving choices in this order when clearly available: `Reject all`, `Decline`, `Only necessary`, `Necessary only`, `Continue without accepting`, `Save choices`. If those are not clearly available or do not work, click the obvious unblocker: `Accept all`, `I agree`, `Agree`, `Allow all`, `Aceptar todo`, `Tout accepter`, `Alle akzeptieren`, `Accetta tutto`, `Aceitar tudo`.\\n- Use one focused Playwright call for the first attempt: `get_page_state`, `query_elements` for visible `button, [role=\u0027button\u0027], a`, click the best visible consent control by `role` + `name` or exact `text`, wait/settle, then `get_page_state` again.\\n- Never send a consent click as the only operation. Every consent click must include `settle_ms` on the click plus a following `get_page_state` in the same `operations` list so the next model pass can verify whether the blocker cleared.\\n- Prefer semantic label clicks over generic indexes. Good examples: `{\\\"action\\\":\\\"click\\\",\\\"role\\\":\\\"button\\\",\\\"name\\\":\\\"Reject all\\\",\\\"exact\\\":true,\\\"settle_ms\\\":1200}` or `{\\\"action\\\":\\\"click\\\",\\\"text\\\":\\\"Aceptar todo\\\",\\\"exact\\\":true,\\\"settle_ms\\\":1200}`. Use `selector` + `nth` only when reusing the exact same selector family and index from the immediately previous `query_elements` result.\\n- Minimal valid consent operation list: `[{\\\"action\\\":\\\"get_page_state\\\",\\\"max_chars\\\":1200},{\\\"action\\\":\\\"query_elements\\\",\\\"selector\\\":\\\"button, [role=\u0027button\u0027], a\\\",\\\"max_elements\\\":20,\\\"visible_only\\\":true},{\\\"action\\\":\\\"click\\\",\\\"role\\\":\\\"button\\\",\\\"name\\\":\\\"Reject all\\\",\\\"exact\\\":true,\\\"settle_ms\\\":1200},{\\\"action\\\":\\\"get_page_state\\\",\\\"max_chars\\\":1200}]`.\\n- If a semantic click reports success but the next page state is still a consent URL/title/text, do not proceed to the task. In the next pass use a changed strategy: click the alternate consent label, use `force:true`, or use `mouse_click` with the `bounding_box.center_x/center_y` from the visible button query.\\n- Cap consent handling at 1-4 model passes: pass 1 detect/query/click/verify; pass 2 try alternate label or force/coordinate click; pass 3 use screenshot plus coordinate click if DOM labels are misleading; pass 4 report the blocker with evidence. Do not spend repeated passes querying search boxes or task controls while still on a consent page.\\n- After the blocker clears, continue the original browsing task in the same session. If the page redirected from a consent domain, wait for or navigate to the intended first-party URL before filling forms or searching.\\n\\nFor Project Zuza:\\n\\n- Treat screenshot file refs as workspace artifacts; pass file URLs to the user, not local paths.\\n- Do not ask the model to download localhost image URLs; use runtime-provided file refs or inline image inputs only when the core runtime prepared them.\\n- Do not assume a page changed until the browser tool result confirms it.\\n- If the needed browsing tool or skill is not loaded, add its id to the current or next plan step and continue so the runtime loads it on the next pass.\\n- If existing browser tools cannot expose the required page state efficiently, plan a new local tool package under `tools/\u003ctool_id\u003e/`, then use it only after discovery loads its contract.\", \"recent_notes\": [\"# Web Browsing Skill Notes\", \"## Note 2026-06-21T00:28:56\\nSource: heavy_loop\\nTags: browser\\n\\nFollowing the web browsing workflow to navigate Wikipedia, handle consent banners, and capture screenshot.\", \"## Note 2026-06-21T00:29:42\\nSource: heavy_loop\\nTags: browser\\n\\nFollowing the web browsing workflow to navigate Wikipedia, handle consent banners, and capture screenshot.\"]}], \"available_senses\": [{\"name\": \"host\", \"description\": \"Current host machine identity for Zuza: operating system, Python runtime, workspace path, and desktop/session basics. Use this sense whenever a task may depend on the current OS, shell paths, workspace location, display server, or local runtime identity.\", \"ok\": true, \"data\": {\"ok\": true, \"sense\": \"host\", \"os\": {\"system\": \"Windows\", \"release\": \"11\", \"machine\": \"AMD64\", \"platform\": \"Windows-11-10.0.26200-SP0\", \"sys_platform\": \"win32\", \"os_name\": \"nt\", \"path_separator\": \"\\\\\", \"distribution\": {}}, \"python\": {\"version\": \"3.14.0\", \"implementation\": \"CPython\", \"executable\": \"C:\\\\Users\\\\Lex\\\\PycharmProjects\\\\ProjectZuza\\\\.venv\\\\Scripts\\\\python.exe\"}, \"workspace\": {\"root\": \"C:\\\\Users\\\\Lex\\\\PycharmProjects\\\\ProjectZuza\", \"cwd\": \"C:\\\\Users\\\\Lex\\\\PycharmProjects\\\\ProjectZuza\\\\senses\\\\host\"}, \"desktop\": {\"session_type\": \"\", \"display\": \"\", \"wayland_display\": \"\", \"desktop\": \"\"}, \"capabilities\": {\"is_windows\": true, \"is_linux\": false, \"is_macos\": false, \"has_display\": false, \"has_xdg_open\": false}}, \"error\": null}, {\"name\": \"host_environment\", \"description\": \"Current host operating system, Python runtime, desktop/session hints, and local tool dependency availability. Use this sense when a task may depend on OS-specific paths, browser automation, desktop screenshots, installed executables, display servers, or loc...\", \"ok\": true, \"data\": {\"ok\": true, \"sense\": \"host_environment\", \"os\": {\"system\": \"Windows\", \"release\": \"11\", \"machine\": \"AMD64\", \"platform\": \"Windows-11-10.0.26200-SP0\", \"sys_platform\": \"win32\", \"os_name\": \"nt\", \"path_separator\": \"\\\\\", \"distribution\": {}}, \"python\": {\"version\": \"3.14.0\", \"implementation\": \"CPython\", \"executable\": \"C:\\\\Users\\\\Lex\\\\PycharmProjects\\\\ProjectZuza\\\\.venv\\\\Scripts\\\\python.exe\"}, \"desktop\": {\"session_type\": \"\", \"display\": \"\", \"wayland_display\": \"\", \"desktop\": \"\"}, \"lmstudio\": {\"base_url\": \"http://127.0.0.1:1234\", \"reachable\": true, \"loaded_models\": [{\"key\": \"google/gemma-4-26b-a4b\", \"display_name\": \"Gemma 4 26B A4B\", \"context_length\": 202579, \"max_context_length\": 262144}]}, \"executables\": {\"chromium\": \"\", \"chromium-browser\": \"\", \"google-chrome\": \"\", \"google-chrome-stable\": \"\", \"firefox\": \"\", \"gdbus\": \"\", \"xdg-open\": \"\", \"gnome-screenshot\": \"\", \"grim\": \"\", \"spectacle\": \"\", \"scrot\": \"\", \"import\": \"\"}, \"python_packages\": {\"Flask\": \"3.1.1\", \"requests\": \"2.32.3\", \"ftfy\": \"6.3.1\", \"Pillow\": \"12.2.0\", \"playwright\": \"1.59.0\", \"playwright-stealth\": \"2.0.3\", \"ddgs\": \"9.14.2\"}, \"capabilities\": {\"is_windows\": true, \"is_linux\": false, \"is_macos\": false, \"pillow_xcb\": false, \"playwright_managed_chromium_installed\": true, \"playwright_managed_chromium_paths\": [\"C:\\\\Users\\\\Lex\\\\PycharmProjects\\\\ProjectZuza\\\\.playwright-browsers\\\\chromium-1217\\\\chrome-win64\\\\chrome.exe\"], \"playwright_install_command\": \"python -m playwright install chromium\", \"desktop_screenshot_helpers\": []}, \"compatibility_notes\": []}, \"error\": null}, {\"name\": \"time\", \"description\": \"Current local and UTC time for Zuza\u0027s host machine. Use this sense when the request depends on recency, timezone, date math, or terms such as today, now, latest, yesterday, tomorrow, this week, or current time.\", \"ok\": true, \"data\": {\"ok\": true, \"sense\": \"time\", \"local_time\": \"2026-06-21T21:24:00+02:00\", \"local_date\": \"2026-06-21\", \"weekday\": \"Sunday\", \"utc_time\": \"2026-06-21T19:24:00+00:00\", \"timezone\": \"Romance Daylight Time\", \"unix_time\": 1782069840}, \"error\": null}], \"stored_context\": {\"active\": true, \"previous_response_id\": \"\", \"event_chain\": true, \"retained_tool_instruction_ids\": [], \"retained_skill_instruction_ids\": [], \"selected_tool_instruction_ids\": [], \"selected_skill_instruction_ids\": [\"research\", \"web_browsing\"]}, \"light_context\": {\"schema_version\": \"zuza_light_loop_output_v1\", \"summary\": \"User is looking for recommendations for a good barber in Marbella.\", \"selected_tools\": [{\"id\": \"tavily_search\", \"reason\": \"To find highly relevant, grounded search results for local businesses and reviews in Marbella.\", \"confidence\": \"high\"}, {\"id\": \"duckduckgo_search\", \"reason\": \"Alternative search method to cross-reference barber ratings and locations.\", \"confidence\": \"normal\"}], \"selected_skills\": [{\"id\": \"research\", \"reason\": \"To find, compare, and summarize information about barbers in the specified area.\", \"confidence\": \"high\"}, {\"id\": \"web_browsing\", \"reason\": \"To visit specific barber websites or review pages to verify details like pricing or booking.\", \"confidence\": \"normal\"}], \"user_update\": {\"kind\": \"initial_request\", \"summary\": \"User is looking for recommendations for a good barber in Marbella.\", \"urgency\": \"normal\", \"stop_requested\": false}, \"heavy_review_update\": \"The user wants local business recommendations. I will research highly-rated barbers in Marbella using search tools and check for any existing user preferences.\", \"memory_request\": {\"needed\": true, \"query\": \"barber hair style preference Marbella\", \"tags\": [\"user:alex\"], \"categories\": [\"preference\"], \"limit\": 5, \"reason\": \"Check if the user has any previous preferences regarding hair styles, barbers, or locations that might influence \u0027good\u0027.\"}, \"light_loop_error\": \"\"}, \"visible_conversation_context\": \"USER // 2026-06-21T21:23:17\\nHey\\n\\nASSISTANT // 2026-06-21T21:23:17\\nHey! How can I help you today?\"}", "stream": true, "store": true, "parallel_tool_calls": false, "temperature": 0.8, "text": { "format": { "type": "json_object" } }, "instructions": "You are Zuza, a personal AI assistant running locally inside Project Zuza.\n\nPERSONALITY\nHelpful, direct, inventive, goal-driven, and calm.\n\nPURPOSE\nHelp your creator with real tasks and questions, not just conversation.\n\nRUNTIME\nYou run on the user\u0027s Windows machine inside a local Flask app connected to LM Studio.\nEach pass gives you the latest task packet, current plan state, recent diary context, tool catalog, sense snapshots, and the previous pass result.\nUse that state to reflect, update the plan when useful, call an available local tool when needed, ask for clarification, or answer the user.\n\nTOOLS\nProject Zuza tools are local Python runtimes owned by Zuza.\nUse only the tool ids made available in the current loop packet.\nDo not claim a tool action succeeded unless the tool result proves it.\nIf no existing tool can do the job, you may create a new local tool package under `tools/\u003ctool_id\u003e/` with `description.md`, `instruction.md`, `schema.json`, and `main.py`.\nWhen creating or revising tools, load and follow the 🛠️ `tool_making` skill when available.\nAfter creating or choosing a tool that is not loaded in the current pass, update the plan with that tool id and continue so the runtime can discover and load its contract on the next pass.\n\nSKILLS\nProject Zuza skills are operating frameworks loaded only when the current pass needs them.\nUse selected skills to plan, research, browse, code, recover, or interact more reliably.\nSkills are not tools and do not produce facts or actions by themselves.\nWhen creating or revising skills, load and follow the ✍️ `skill_writing` skill when available.\nIf a needed skill is not loaded in the current pass, add that skill id to the current or next plan step and continue so the runtime can load it on the next pass.\nWrite skill notes only for concise, reusable lessons that improve future use of that skill.\nDo not put raw task results, private reasoning, copied logs, or one-off facts into skill notes.\n\nMEMORY\nLong-term memory is for durable preferences, facts, lessons, procedures, mistakes, and constraints that should help future chats.\nUse retrieved memories as helpful context with provenance, not as unquestionable truth.\nIf current user instructions conflict with memory, the current user instructions win.\nWrite memory updates only when the information will matter beyond the current task.\nDo not store transient task state, raw logs, private reasoning, copied content, or one-off facts.\n\nDIARY\nWrite diary notes only when there is useful experience to preserve.\nUse first person.\nKeep the note lean and practical.\n\nFILES\nUser uploads live under `uploads/`.\nTask artifacts normally live under `artifacts/`.\nDo not report a file as created, changed, or available unless the runtime or a tool result confirms it.\n\nGUARDRAILS\nDo not fabricate actions, sources, files, browser results, or tool results.\nIf something fails, reflect on it, update the plan, and choose a real recovery action when one exists.\n\nYou are running Project Zuza\u0027s HEAVY loop as a stored event chain. The first request bootstraps this stable prefix; later requests append only new runtime events with `previous_response_id`.\n\nSTATEFUL EVENT RULES\n- Treat each input as one appended event, not a full replacement of the task. Keep prior task goal, plan, diary notes, loaded contracts, and model outputs from the stored chain unless a new event explicitly changes them.\n- `task_start` begins the task. Later events such as `tool_result`, `contracts_loaded`, `user_update`, `clarification_update`, and `checkpoint` only add new information.\n- Python tools run outside the model. A `tool_call` output means the runtime will execute a local tool after your response; you will only know its result when a later `tool_result` event arrives.\n- Full tool and skill contracts are sent only in `selected_tool_instructions` and `selected_skill_instructions`. Retained contract stubs mean the full contract was already sent in this chain.\n- Use only tool ids and skill ids from the static catalog or retained/selected contracts. Never invent placeholder ids.\n- First pass: answer directly if no tool is needed, or publish a concrete plan and choose `continue` when tools or skills must be loaded. Do not create a plan and call a tool in the same first pass.\n- Later passes: choose `tool_call`, `clarification`, or `final_response` unless a missing tool/skill contract must be loaded via a plan update and `continue`.\n- If a tool failed, change arguments, tool choice, or plan. Do not repeat failed patterns from the latest event.\n- Clarification and user-update events modify or answer the original task; do not treat them as a new unrelated task.\n- DIARY - Use `diary_note` as the chat diary entry for information that should survive stopped runs, errors, restarts, and follow-up turns. Write a note when the current pass produced durable insights, facts, findings, partial results, promising candidates, eliminated options, constraints, user preferences, source-quality observations, causes of failures, or next-step decisions that would be costly to rediscover.\n\nKeep it compact and specific. Preserve the actual finding or interim state, not just that progress happened. Include why it matters for the task when that is not obvious.\n\nDo not write a note for routine thinking, unchanged plans, obvious status, raw tool inputs or outputs, full logs, long copied content, or information already safely represented in the current plan or final answer. If there is nothing worth preserving, use an empty string.\n\nWrite in first person. Do not include timestamps.\n- Use `memory_updates` and `skill_notes` only for durable reusable knowledge; prefer empty arrays for routine task state.\n- Return exactly one JSON object and no markdown outside JSON.\n\nSTATIC CATALOG\n{\"tools\": [{\"id\": \"coingecko_price\", \"description\": \"Fetch live cryptocurrency prices from CoinGecko.\"}, {\"id\": \"duckduckgo_search\", \"description\": \"Search the public web and news quickly.\"}, {\"id\": \"file_manager\", \"description\": \"Manage workspace files safely through explicit operations.\"}, {\"id\": \"gl_risk_score\", \"description\": \"# GL Risk Score Tool Fetch a Global Ledger address\"}, {\"id\": \"metar_checker\", \"description\": \"# METAR Checker A tool to fetch current METAR (Meteorological\"}, {\"id\": \"playwright_browser\", \"description\": \"Automate live websites with a real browser.\"}, {\"id\": \"python_console\", \"description\": \"Run Python through explicit operation lists.\"}, {\"id\": \"screenshot_capture\", \"description\": \"Capture local desktop screenshots into the workspace.\"}, {\"id\": \"tavily_search\", \"description\": \"Search the web with stronger grounded evidence.\"}], \"skills\": [{\"id\": \"coding\", \"description\": \"Inspect, edit, test, and explain code changes in the local project.\"}, {\"id\": \"computer_use\", \"description\": \"Operate local UI and desktop-style workflows cautiously through available tools.\"}, {\"id\": \"joking\", \"description\": \"Create, improve, evaluate, or adapt jokes and humorous writing using audience-safe comedy mechanics, timing, tone control,\"}, {\"id\": \"memory\", \"description\": \"Search, write, update, and forget durable long-term memories with tags and provenance.\"}, {\"id\": \"planning\", \"description\": \"Build and revise practical multi-step plans for local tool-using tasks.\"}, {\"id\": \"research\", \"description\": \"Find, compare, verify, and summarize information from sources.\"}, {\"id\": \"skill_writing\", \"description\": \"Write concise reusable Project Zuza skills with clear trigger rules and notes hygiene.\"}, {\"id\": \"tool_making\", \"description\": \"Design, create, test, and document reusable Project Zuza local tools.\"}, {\"id\": \"web_browsing\", \"description\": \"Navigate websites efficiently using compact browser state before screenshots.\"}]}\n\nOUTPUT CONTRACT\n{\n \"schema_version\": \"zuza_loop_output_v1\",\n \"session_headline\": \"short headline or empty\",\n \"review\": {\"summary\": \"\", \"worked\": [], \"did_not_work\": [], \"conclusions\": []},\n \"diary_note\": \"\",\n \"plan_patch\": [],\n \"skill_notes\": [{\"skill_id\": \"\", \"note\": \"\", \"tags\": []}],\n \"memory_updates\": [{\"op\": \"remember|forget|relearn\", \"memory_id\": 0, \"scope\": \"global|user|project|chat|skill|tool\", \"category\": \"preference|fact|finding|lesson|mistake|procedure|constraint\", \"content\": \"\", \"tags\": [], \"confidence\": 0.8, \"importance\": 3}],\n \"next_action\": {\"kind\": \"continue|tool_call|clarification|final_response\", \"summary\": \"\", \"tool_name\": \"\", \"tool_arguments\": {}, \"message_markdown\": \"\"}\n}", "reasoning": { "effort": "high" } } ``` #### Full Input Contract Sent As request.input ```json { "packet_type": "zuza_heavy_event_v1", "event_kind": "task_start", "event_note": "Stored HEAVY continuation event. Earlier static instructions, catalogs, prior plan, prior model outputs, and previously loaded contracts are retained in the response chain; this packet only appends new external/runtime state.", "loop_state": { "pass_index": 1, "is_first_pass": true, "has_new_user_message_since_last_pass": true }, "task": { "id": 99, "original_user_message": "find me a good barber in marbella", "latest_user_message": "find me a good barber in marbella" }, "plan_status": { "total_step_count": 0, "omitted_step_count": 0 }, "memory_context": { "request": { "needed": true, "query": "barber hair style preference Marbella", "tags": [ "user:alex" ], "categories": [ "preference" ], "limit": 5, "reason": "Check if the user has any previous preferences regarding hair styles, barbers, or locations that might influence \u0027good\u0027." }, "retrieved": [ { "id": 1, "scope": "user", "category": "preference", "content": "User\u0027s name is Alex and they love Lindt chocolate.", "tags": [ "user:alex", "preference:chocolate" ], "confidence": 1.0, "importance": 2, "source": { "type": "agent_pass", "id": 235 }, "updated_at": "2026-06-17T14:43:03", "last_used_at": "2026-06-21T00:02:34" } ] }, "selected_skill_instructions": [ { "id": "research", "emoji": "🔬", "description": "Find, compare, verify, and summarize information from sources.", "instruction": "# Research Skill\n\nUse this skill when the task requires finding facts, comparing sources, checking recency, or producing source-grounded answers.\n\nResearch framework:\n\n1. Define the question, scope, and freshness requirements.\n2. Pick search or browsing tools based on whether broad discovery or page inspection is needed.\n3. Prefer primary or authoritative sources when accuracy matters.\n4. Track candidate findings, source quality, dates, and contradictions in the diary when they are costly to rediscover.\n5. Verify important claims with more than one source when feasible.\n6. Separate observed facts from inferences.\n7. Finish with a concise answer and links or file refs when available.\n\nFor Project Zuza:\n\n- Do not claim a search or page observation happened without a tool result.\n- Avoid sending screenshots to the model unless the visual content is necessary.\n- If a tool returns thin or stale evidence, change the query/source strategy before retrying.\n- If the needed research capability is not loaded, add the relevant tool or skill id to the current or next plan step and continue so the runtime loads it on the next pass.\n- If no existing tool can collect the needed evidence, plan a new local tool package under `tools/\u003ctool_id\u003e/`, then use it only after discovery loads its contract.", "recent_notes": [ "# Research Skill Notes", "## Note 2026-06-18T17:22:16\nSource: heavy_loop\nTags: grounding, pre-generation\n\nAlways use `research` before `joking` when the topic is abstract or requires specific cultural/fictional grounding (like \u0027Antropic Ban\u0027). The search query should be broad enough initially, but targeted for later refinement.", "## Note 2026-06-21T00:02:53\nSource: heavy_loop\nTags: executive_focus, book_recs\n\nFor executive-level book recommendations, prioritize books on strategy, leadership, and business transformation over technical AI implementation details." ] }, { "id": "web_browsing", "emoji": "🌐", "description": "Navigate websites efficiently using compact browser state before screenshots.", "instruction": "# Web Browsing Skill\n\nUse this skill when the task needs browser navigation, page inspection, clicking, forms, screenshots, or web app interaction.\n\nBrowser workflow:\n\n1. Start with URL/search navigation and compact page state.\n2. Use accessibility roles, visible text, URLs, titles, and element summaries before requesting screenshots.\n3. Request screenshots only when visual layout, image content, or a failed interaction requires it.\n4. Keep each browser action small and inspect the result before continuing.\n5. Prefer stable selectors and visible labels over fragile coordinates.\n6. If an action fails, record the page state and retry with a changed selector or navigation path.\n\nConsent and cookie banner fast path:\n\n- Treat cookie, privacy, GDPR, CMP, newsletter, app-install, login nag, notification, and location overlays as blockers to clear before the real task.\n- Detect consent blockers from URL/title/text such as `consent`, `cookie`, `privacy`, `GDPR`, `Before you continue`, `We use cookies`, `Accept all`, `Reject all`, `Manage options`, `Aceptar todo`, `Rechazar todo`, `Tout accepter`, `Alle akzeptieren`, or similar language.\n- When a blocker is detected, do not try the underlying page controls yet. Resolve the blocker first, then verify it disappeared.\n- Prefer privacy-preserving choices in this order when clearly available: `Reject all`, `Decline`, `Only necessary`, `Necessary only`, `Continue without accepting`, `Save choices`. If those are not clearly available or do not work, click the obvious unblocker: `Accept all`, `I agree`, `Agree`, `Allow all`, `Aceptar todo`, `Tout accepter`, `Alle akzeptieren`, `Accetta tutto`, `Aceitar tudo`.\n- Use one focused Playwright call for the first attempt: `get_page_state`, `query_elements` for visible `button, [role=\u0027button\u0027], a`, click the best visible consent control by `role` + `name` or exact `text`, wait/settle, then `get_page_state` again.\n- Never send a consent click as the only operation. Every consent click must include `settle_ms` on the click plus a following `get_page_state` in the same `operations` list so the next model pass can verify whether the blocker cleared.\n- Prefer semantic label clicks over generic indexes. Good examples: `{\"action\":\"click\",\"role\":\"button\",\"name\":\"Reject all\",\"exact\":true,\"settle_ms\":1200}` or `{\"action\":\"click\",\"text\":\"Aceptar todo\",\"exact\":true,\"settle_ms\":1200}`. Use `selector` + `nth` only when reusing the exact same selector family and index from the immediately previous `query_elements` result.\n- Minimal valid consent operation list: `[{\"action\":\"get_page_state\",\"max_chars\":1200},{\"action\":\"query_elements\",\"selector\":\"button, [role=\u0027button\u0027], a\",\"max_elements\":20,\"visible_only\":true},{\"action\":\"click\",\"role\":\"button\",\"name\":\"Reject all\",\"exact\":true,\"settle_ms\":1200},{\"action\":\"get_page_state\",\"max_chars\":1200}]`.\n- If a semantic click reports success but the next page state is still a consent URL/title/text, do not proceed to the task. In the next pass use a changed strategy: click the alternate consent label, use `force:true`, or use `mouse_click` with the `bounding_box.center_x/center_y` from the visible button query.\n- Cap consent handling at 1-4 model passes: pass 1 detect/query/click/verify; pass 2 try alternate label or force/coordinate click; pass 3 use screenshot plus coordinate click if DOM labels are misleading; pass 4 report the blocker with evidence. Do not spend repeated passes querying search boxes or task controls while still on a consent page.\n- After the blocker clears, continue the original browsing task in the same session. If the page redirected from a consent domain, wait for or navigate to the intended first-party URL before filling forms or searching.\n\nFor Project Zuza:\n\n- Treat screenshot file refs as workspace artifacts; pass file URLs to the user, not local paths.\n- Do not ask the model to download localhost image URLs; use runtime-provided file refs or inline image inputs only when the core runtime prepared them.\n- Do not assume a page changed until the browser tool result confirms it.\n- If the needed browsing tool or skill is not loaded, add its id to the current or next plan step and continue so the runtime loads it on the next pass.\n- If existing browser tools cannot expose the required page state efficiently, plan a new local tool package under `tools/\u003ctool_id\u003e/`, then use it only after discovery loads its contract.", "recent_notes": [ "# Web Browsing Skill Notes", "## Note 2026-06-21T00:28:56\nSource: heavy_loop\nTags: browser\n\nFollowing the web browsing workflow to navigate Wikipedia, handle consent banners, and capture screenshot.", "## Note 2026-06-21T00:29:42\nSource: heavy_loop\nTags: browser\n\nFollowing the web browsing workflow to navigate Wikipedia, handle consent banners, and capture screenshot." ] } ], "available_senses": [ { "name": "host", "description": "Current host machine identity for Zuza: operating system, Python runtime, workspace path, and desktop/session basics. Use this sense whenever a task may depend on the current OS, shell paths, workspace location, display server, or local runtime identity.", "ok": true, "data": { "ok": true, "sense": "host", "os": { "system": "Windows", "release": "11", "machine": "AMD64", "platform": "Windows-11-10.0.26200-SP0", "sys_platform": "win32", "os_name": "nt", "path_separator": "\\", "distribution": { } }, "python": { "version": "3.14.0", "implementation": "CPython", "executable": "C:\\Users\\Lex\\PycharmProjects\\ProjectZuza\\.venv\\Scripts\\python.exe" }, "workspace": { "root": "C:\\Users\\Lex\\PycharmProjects\\ProjectZuza", "cwd": "C:\\Users\\Lex\\PycharmProjects\\ProjectZuza\\senses\\host" }, "desktop": { "session_type": "", "display": "", "wayland_display": "", "desktop": "" }, "capabilities": { "is_windows": true, "is_linux": false, "is_macos": false, "has_display": false, "has_xdg_open": false } }, "error": null }, { "name": "host_environment", "description": "Current host operating system, Python runtime, desktop/session hints, and local tool dependency availability. Use this sense when a task may depend on OS-specific paths, browser automation, desktop screenshots, installed executables, display servers, or loc...", "ok": true, "data": { "ok": true, "sense": "host_environment", "os": { "system": "Windows", "release": "11", "machine": "AMD64", "platform": "Windows-11-10.0.26200-SP0", "sys_platform": "win32", "os_name": "nt", "path_separator": "\\", "distribution": { } }, "python": { "version": "3.14.0", "implementation": "CPython", "executable": "C:\\Users\\Lex\\PycharmProjects\\ProjectZuza\\.venv\\Scripts\\python.exe" }, "desktop": { "session_type": "", "display": "", "wayland_display": "", "desktop": "" }, "lmstudio": { "base_url": "http://127.0.0.1:1234", "reachable": true, "loaded_models": [ { "key": "google/gemma-4-26b-a4b", "display_name": "Gemma 4 26B A4B", "context_length": 202579, "max_context_length": 262144 } ] }, "executables": { "chromium": "", "chromium-browser": "", "google-chrome": "", "google-chrome-stable": "", "firefox": "", "gdbus": "", "xdg-open": "", "gnome-screenshot": "", "grim": "", "spectacle": "", "scrot": "", "import": "" }, "python_packages": { "Flask": "3.1.1", "requests": "2.32.3", "ftfy": "6.3.1", "Pillow": "12.2.0", "playwright": "1.59.0", "playwright-stealth": "2.0.3", "ddgs": "9.14.2" }, "capabilities": { "is_windows": true, "is_linux": false, "is_macos": false, "pillow_xcb": false, "playwright_managed_chromium_installed": true, "playwright_managed_chromium_paths": [ "C:\\Users\\Lex\\PycharmProjects\\ProjectZuza\\.playwright-browsers\\chromium-1217\\chrome-win64\\chrome.exe" ], "playwright_install_command": "python -m playwright install chromium", "desktop_screenshot_helpers": [ ] }, "compatibility_notes": [ ] }, "error": null }, { "name": "time", "description": "Current local and UTC time for Zuza\u0027s host machine. Use this sense when the request depends on recency, timezone, date math, or terms such as today, now, latest, yesterday, tomorrow, this week, or current time.", "ok": true, "data": { "ok": true, "sense": "time", "local_time": "2026-06-21T21:24:00+02:00", "local_date": "2026-06-21", "weekday": "Sunday", "utc_time": "2026-06-21T19:24:00+00:00", "timezone": "Romance Daylight Time", "unix_time": 1782069840 }, "error": null } ], "stored_context": { "active": true, "previous_response_id": "", "event_chain": true, "retained_tool_instruction_ids": [ ], "retained_skill_instruction_ids": [ ], "selected_tool_instruction_ids": [ ], "selected_skill_instruction_ids": [ "research", "web_browsing" ] }, "light_context": { "schema_version": "zuza_light_loop_output_v1", "summary": "User is looking for recommendations for a good barber in Marbella.", "selected_tools": [ { "id": "tavily_search", "reason": "To find highly relevant, grounded search results for local businesses and reviews in Marbella.", "confidence": "high" }, { "id": "duckduckgo_search", "reason": "Alternative search method to cross-reference barber ratings and locations.", "confidence": "normal" } ], "selected_skills": [ { "id": "research", "reason": "To find, compare, and summarize information about barbers in the specified area.", "confidence": "high" }, { "id": "web_browsing", "reason": "To visit specific barber websites or review pages to verify details like pricing or booking.", "confidence": "normal" } ], "user_update": { "kind": "initial_request", "summary": "User is looking for recommendations for a good barber in Marbella.", "urgency": "normal", "stop_requested": false }, "heavy_review_update": "The user wants local business recommendations. I will research highly-rated barbers in Marbella using search tools and check for any existing user preferences.", "memory_request": { "needed": true, "query": "barber hair style preference Marbella", "tags": [ "user:alex" ], "categories": [ "preference" ], "limit": 5, "reason": "Check if the user has any previous preferences regarding hair styles, barbers, or locations that might influence \u0027good\u0027." }, "light_loop_error": "" }, "visible_conversation_context": "USER // 2026-06-21T21:23:17\nHey\n\nASSISTANT // 2026-06-21T21:23:17\nHey! How can I help you today?" } ``` #### Raw Output Text Streamed By LM Studio ```text ```json { "schema_version": "zuza_loop_output_v1", "session_headline": "Finding a barber in Marbella", "review": { "summary": "The user is looking for recommendations for a high-quality barber in Marbella.", "worked": [], "did_not_work": [], "conclusions": [] }, "diary_note": "", "plan_patch": [ { "step": 1, "description": "Search for highly-rated barbers in Marbella using `tavily_search` to gather a list of candidates and general reviews.", "tool_id": "tavily_search" }, { "step": 2, "description": "Cross-reference findings with `duckduckgo_search` to ensure accuracy and check for recent mentions or social media popularity.", "tool_id": "duckduckgo_search" }, { "step": 3, "description": "Use `playwright_browser` to visit the websites of the top candidates to check specific services, pricing, and booking options.", "tool_id": "playwright_browser" }, { "step": 4, "description": "Compile a summary of the best options including name, rating, specialty (e.g., fades, beard grooming), and how to book.", "tool_id": null } ], "skill_notes": [], "memory_updates": [], "next_action": { "kind": "continue", "summary": "Publishing plan to research barbers in Marbella and loading tool contracts.", "message_markdown": "I'll find you some great barber options in Marbella. I'm going to search for the highest-rated spots, check their reviews, and see if I can find details on their services and how to book an appointment." } } ``` ``` #### Full Parsed Zuza Output Contract ```json { "schema_version": "zuza_loop_output_v1", "session_headline": "Finding a barber in Marbella", "review": { "summary": "The user is looking for recommendations for a high-quality barber in Marbella.", "worked": [ ], "did_not_work": [ ], "conclusions": [ ] }, "diary_note": "", "plan_patch": [ { "step": 1, "description": "Search for highly-rated barbers in Marbella using `tavily_search` to gather a list of candidates and general reviews.", "tool_id": "tavily_search" }, { "step": 2, "description": "Cross-reference findings with `duckduckgo_search` to ensure accuracy and check for recent mentions or social media popularity.", "tool_id": "duckduckgo_search" }, { "step": 3, "description": "Use `playwright_browser` to visit the websites of the top candidates to check specific services, pricing, and booking options.", "tool_id": "playwright_browser" }, { "step": 4, "description": "Compile a summary of the best options including name, rating, specialty (e.g., fades, beard grooming), and how to book.", "tool_id": null } ], "skill_notes": [ ], "memory_updates": [ ], "next_action": { "kind": "continue", "summary": "Publishing plan to research barbers in Marbella and loading tool contracts.", "message_markdown": "I\u0027ll find you some great barber options in Marbella. I\u0027m going to search for the highest-rated spots, check their reviews, and see if I can find details on their services and how to book an appointment." } } ``` #### Full Completed LM Studio Response JSON ```json { "id": "resp_015f731c32f81c4936e76d15280f04c68185a22833a97a63", "object": "response", "created_at": 1782069840, "completed_at": 1782069879, "status": "completed", "incomplete_details": null, "model": "google/gemma-4-26b-a4b", "previous_response_id": null, "instructions": "You are Zuza, a personal AI assistant running locally inside Project Zuza.\n\nPERSONALITY\nHelpful, direct, inventive, goal-driven, and calm.\n\nPURPOSE\nHelp your creator with real tasks and questions, not just conversation.\n\nRUNTIME\nYou run on the user\u0027s Windows machine inside a local Flask app connected to LM Studio.\nEach pass gives you the latest task packet, current plan state, recent diary context, tool catalog, sense snapshots, and the previous pass result.\nUse that state to reflect, update the plan when useful, call an available local tool when needed, ask for clarification, or answer the user.\n\nTOOLS\nProject Zuza tools are local Python runtimes owned by Zuza.\nUse only the tool ids made available in the current loop packet.\nDo not claim a tool action succeeded unless the tool result proves it.\nIf no existing tool can do the job, you may create a new local tool package under `tools/\u003ctool_id\u003e/` with `description.md`, `instruction.md`, `schema.json`, and `main.py`.\nWhen creating or revising tools, load and follow the 🛠️ `tool_making` skill when available.\nAfter creating or choosing a tool that is not loaded in the current pass, update the plan with that tool id and continue so the runtime can discover and load its contract on the next pass.\n\nSKILLS\nProject Zuza skills are operating frameworks loaded only when the current pass needs them.\nUse selected skills to plan, research, browse, code, recover, or interact more reliably.\nSkills are not tools and do not produce facts or actions by themselves.\nWhen creating or revising skills, load and follow the ✍️ `skill_writing` skill when available.\nIf a needed skill is not loaded in the current pass, add that skill id to the current or next plan step and continue so the runtime can load it on the next pass.\nWrite skill notes only for concise, reusable lessons that improve future use of that skill.\nDo not put raw task results, private reasoning, copied logs, or one-off facts into skill notes.\n\nMEMORY\nLong-term memory is for durable preferences, facts, lessons, procedures, mistakes, and constraints that should help future chats.\nUse retrieved memories as helpful context with provenance, not as unquestionable truth.\nIf current user instructions conflict with memory, the current user instructions win.\nWrite memory updates only when the information will matter beyond the current task.\nDo not store transient task state, raw logs, private reasoning, copied content, or one-off facts.\n\nDIARY\nWrite diary notes only when there is useful experience to preserve.\nUse first person.\nKeep the note lean and practical.\n\nFILES\nUser uploads live under `uploads/`.\nTask artifacts normally live under `artifacts/`.\nDo not report a file as created, changed, or available unless the runtime or a tool result confirms it.\n\nGUARDRAILS\nDo not fabricate actions, sources, files, browser results, or tool results.\nIf something fails, reflect on it, update the plan, and choose a real recovery action when one exists.\n\nYou are running Project Zuza\u0027s HEAVY loop as a stored event chain. The first request bootstraps this stable prefix; later requests append only new runtime events with `previous_response_id`.\n\nSTATEFUL EVENT RULES\n- Treat each input as one appended event, not a full replacement of the task. Keep prior task goal, plan, diary notes, loaded contracts, and model outputs from the stored chain unless a new event explicitly changes them.\n- `task_start` begins the task. Later events such as `tool_result`, `contracts_loaded`, `user_update`, `clarification_update`, and `checkpoint` only add new information.\n- Python tools run outside the model. A `tool_call` output means the runtime will execute a local tool after your response; you will only know its result when a later `tool_result` event arrives.\n- Full tool and skill contracts are sent only in `selected_tool_instructions` and `selected_skill_instructions`. Retained contract stubs mean the full contract was already sent in this chain.\n- Use only tool ids and skill ids from the static catalog or retained/selected contracts. Never invent placeholder ids.\n- First pass: answer directly if no tool is needed, or publish a concrete plan and choose `continue` when tools or skills must be loaded. Do not create a plan and call a tool in the same first pass.\n- Later passes: choose `tool_call`, `clarification`, or `final_response` unless a missing tool/skill contract must be loaded via a plan update and `continue`.\n- If a tool failed, change arguments, tool choice, or plan. Do not repeat failed patterns from the latest event.\n- Clarification and user-update events modify or answer the original task; do not treat them as a new unrelated task.\n- DIARY - Use `diary_note` as the chat diary entry for information that should survive stopped runs, errors, restarts, and follow-up turns. Write a note when the current pass produced durable insights, facts, findings, partial results, promising candidates, eliminated options, constraints, user preferences, source-quality observations, causes of failures, or next-step decisions that would be costly to rediscover.\n\nKeep it compact and specific. Preserve the actual finding or interim state, not just that progress happened. Include why it matters for the task when that is not obvious.\n\nDo not write a note for routine thinking, unchanged plans, obvious status, raw tool inputs or outputs, full logs, long copied content, or information already safely represented in the current plan or final answer. If there is nothing worth preserving, use an empty string.\n\nWrite in first person. Do not include timestamps.\n- Use `memory_updates` and `skill_notes` only for durable reusable knowledge; prefer empty arrays for routine task state.\n- Return exactly one JSON object and no markdown outside JSON.\n\nSTATIC CATALOG\n{\"tools\": [{\"id\": \"coingecko_price\", \"description\": \"Fetch live cryptocurrency prices from CoinGecko.\"}, {\"id\": \"duckduckgo_search\", \"description\": \"Search the public web and news quickly.\"}, {\"id\": \"file_manager\", \"description\": \"Manage workspace files safely through explicit operations.\"}, {\"id\": \"gl_risk_score\", \"description\": \"# GL Risk Score Tool Fetch a Global Ledger address\"}, {\"id\": \"metar_checker\", \"description\": \"# METAR Checker A tool to fetch current METAR (Meteorological\"}, {\"id\": \"playwright_browser\", \"description\": \"Automate live websites with a real browser.\"}, {\"id\": \"python_console\", \"description\": \"Run Python through explicit operation lists.\"}, {\"id\": \"screenshot_capture\", \"description\": \"Capture local desktop screenshots into the workspace.\"}, {\"id\": \"tavily_search\", \"description\": \"Search the web with stronger grounded evidence.\"}], \"skills\": [{\"id\": \"coding\", \"description\": \"Inspect, edit, test, and explain code changes in the local project.\"}, {\"id\": \"computer_use\", \"description\": \"Operate local UI and desktop-style workflows cautiously through available tools.\"}, {\"id\": \"joking\", \"description\": \"Create, improve, evaluate, or adapt jokes and humorous writing using audience-safe comedy mechanics, timing, tone control,\"}, {\"id\": \"memory\", \"description\": \"Search, write, update, and forget durable long-term memories with tags and provenance.\"}, {\"id\": \"planning\", \"description\": \"Build and revise practical multi-step plans for local tool-using tasks.\"}, {\"id\": \"research\", \"description\": \"Find, compare, verify, and summarize information from sources.\"}, {\"id\": \"skill_writing\", \"description\": \"Write concise reusable Project Zuza skills with clear trigger rules and notes hygiene.\"}, {\"id\": \"tool_making\", \"description\": \"Design, create, test, and document reusable Project Zuza local tools.\"}, {\"id\": \"web_browsing\", \"description\": \"Navigate websites efficiently using compact browser state before screenshots.\"}]}\n\nOUTPUT CONTRACT\n{\n \"schema_version\": \"zuza_loop_output_v1\",\n \"session_headline\": \"short headline or empty\",\n \"review\": {\"summary\": \"\", \"worked\": [], \"did_not_work\": [], \"conclusions\": []},\n \"diary_note\": \"\",\n \"plan_patch\": [],\n \"skill_notes\": [{\"skill_id\": \"\", \"note\": \"\", \"tags\": []}],\n \"memory_updates\": [{\"op\": \"remember|forget|relearn\", \"memory_id\": 0, \"scope\": \"global|user|project|chat|skill|tool\", \"category\": \"preference|fact|finding|lesson|mistake|procedure|constraint\", \"content\": \"\", \"tags\": [], \"confidence\": 0.8, \"importance\": 3}],\n \"next_action\": {\"kind\": \"continue|tool_call|clarification|final_response\", \"summary\": \"\", \"tool_name\": \"\", \"tool_arguments\": {}, \"message_markdown\": \"\"}\n}", "output": [ { "id": "rs_c9izbbd99u48b91za4yvch", "type": "reasoning", "status": "completed", "summary": [ ], "content": [ { "type": "reasoning_text", "text": "The user wants to find a \"good barber in Marbella\".\nI need to research highly-rated barbers in Marbella.\nSince this is the first pass of a HEAVY loop and I have identified the task, I should create a plan and then `continue` to load the necessary tools/skills (though `research` and `web_browsing` skills are already provided in the instructions, I need to actually call a tool).\n\nLooking at the static catalog:\n- `tavily_search`: Good for grounded evidence.\n- `duckduckgo_search`: Good for quick search.\n- `playwright_browser`: Good for deep inspection once I have candidates.\n\nPlan:\n1. Search for \"best barbers in Marbella\" using `tavily_search` to get a list of highly-rated candidates and reviews.\n2. Use `duckduckgo_search` or `tavily_search` again if needed to cross-reference or find specific details (pricing, booking).\n3. Use `playwright_browser` to visit the websites of the top 2-3 candidates to check for services, availability, or more detailed reviews/photos if necessary.\n4. Summarize the findings with names, ratings, specialties, and location/contact info.\n\nSince I cannot call a tool and create a plan in the same first pass (according to the instructions: \"First pass: answer directly if no tool is needed, or publish a concrete plan and choose `continue` when tools or skills must be loaded. Do not create a plan and call a tool in the same first pass.\"), I will publish the plan and `continue`.\n\nWait, looking at the instruction again: \"Do not create a plan and call a tool in the same first pass.\"\nAlso, \"If no existing tool can do the job, you may create a new local tool package...\".\nAnd \"If a needed skill is not loaded in the current pass, add that skill id to the current or next plan step and continue so the runtime can load it on the next pass.\"\n\nThe skills `research` and `web_browsing` are provided in `selected_skill_instructions`. The tools I want to use (`tavily_search`, `duckduckgo_search`) are in the static catalog.\nUsually, when a tool is in the static catalog but its instructions aren\u0027t sent yet, it needs to be \"loaded\" by being part of a plan step and calling `continue`.\n\nActually, I don\u0027t see tool instructions for `tavily_search` or `duckduckgo_search` in the `selected_tool_instructions` (it\u0027s empty). So I must include them in the plan and `continue`.\n\nPlan:\n1. Search for \"best barbers in Marbella\" using `tavily_search`.\n2. Analyze results to identify top-rated barbers.\n3. Verify details via `duckduckgo_search` or `playwright_browser`.\n4. Present a curated list to the user.\n\nI\u0027ll start by calling `continue` with this plan." } ] }, { "id": "msg_gg70nb8br1rue8fe3jcsx", "type": "message", "status": "completed", "content": [ { "type": "output_text", "text": "```json\n{\n \"schema_version\": \"zuza_loop_output_v1\",\n \"session_headline\": \"Finding a barber in Marbella\",\n \"review\": {\n \"summary\": \"The user is looking for recommendations for a high-quality barber in Marbella.\",\n \"worked\": [],\n \"did_not_work\": [],\n \"conclusions\": []\n },\n \"diary_note\": \"\",\n \"plan_patch\": [\n {\n \"step\": 1,\n \"description\": \"Search for highly-rated barbers in Marbella using `tavily_search` to gather a list of candidates and general reviews.\",\n \"tool_id\": \"tavily_search\"\n },\n {\n \"step\": 2,\n \"description\": \"Cross-reference findings with `duckduckgo_search` to ensure accuracy and check for recent mentions or social media popularity.\",\n \"tool_id\": \"duckduckgo_search\"\n },\n {\n \"step\": 3,\n \"description\": \"Use `playwright_browser` to visit the websites of the top candidates to check specific services, pricing, and booking options.\",\n \"tool_id\": \"playwright_browser\"\n },\n {\n \"step\": 4,\n \"description\": \"Compile a summary of the best options including name, rating, specialty (e.g., fades, beard grooming), and how to book.\",\n \"tool_id\": null\n }\n ],\n \"skill_notes\": [],\n \"memory_updates\": [],\n \"next_action\": {\n \"kind\": \"continue\",\n \"summary\": \"Publishing plan to research barbers in Marbella and loading tool contracts.\",\n \"message_markdown\": \"I\u0027ll find you some great barber options in Marbella. I\u0027m going to search for the highest-rated spots, check their reviews, and see if I can find details on their services and how to book an appointment.\"\n }\n}\n```", "annotations": [ ], "logprobs": [ ] } ], "role": "assistant" } ], "error": null, "tools": [ ], "tool_choice": "auto", "truncation": "auto", "parallel_tool_calls": true, "text": { "format": { "type": "text" } }, "top_p": 0.95, "presence_penalty": 0, "frequency_penalty": 1.1, "top_logprobs": 0, "temperature": 0.8, "reasoning": { "summary": null, "effort": "high" }, "usage": { "input_tokens": 5715, "output_tokens": 1104, "total_tokens": 6819, "input_tokens_details": { "cached_tokens": 1958 }, "output_tokens_details": { "reasoning_tokens": 650 } }, "max_output_tokens": null, "max_tool_calls": null, "store": true, "background": false, "service_tier": "default", "metadata": { }, "safety_identifier": null, "prompt_cache_key": null } ``` --- ## Pass 2 - contracts_loaded
What this pass is: zuza_heavy_event_v1 / contracts_loaded. Next action was tool_call with tool tavily_search.
Request shape: store=True, previous_response_id=present, instruction chars=0, input chars=7987, raw output chars=720.
Growth: appended approx 8707 chars this pass (-15037 vs previous pass append); cumulative local request/output chars through this pass approx 32451. LM Studio usage input=9132 (+3417), cached=5715 (+3757), uncached=3417 (-340).
Included in the model input contract:
Why these fields are included: task/plan/last_output keep the loop grounded; selected_tool_instructions contain contracts needed for the current step; retained_tool_instructions are lightweight stubs for contracts already sent earlier in this stored chain; task_memory carries short-term execution lessons; previous_response_id asks LM Studio to continue the stored chain instead of resending the whole prior request body.
#### Full LM Studio Request Payload ```json { "model": "google/gemma-4-26b-a4b", "input": "{\"packet_type\": \"zuza_heavy_event_v1\", \"event_kind\": \"contracts_loaded\", \"event_note\": \"Stored HEAVY continuation event. Earlier static instructions, catalogs, prior plan, prior model outputs, and previously loaded contracts are retained in the response chain; this packet only appends new external/runtime state.\", \"loop_state\": {\"pass_index\": 2, \"is_first_pass\": false, \"has_new_user_message_since_last_pass\": false}, \"task\": {\"id\": 99, \"session_headline\": \"Finding a barber in Marbella\"}, \"plan_status\": {\"steps\": [{\"step_id\": \"S1\", \"title\": \"S1\", \"description\": \"Search for highly-rated barbers in Marbella using `tavily_search` to gather a list of candidates and general reviews.\", \"status\": \"planned\", \"tools\": [\"tavily_search\"]}, {\"step_id\": \"S2\", \"title\": \"S2\", \"description\": \"Cross-reference findings with `duckduckgo_search` to ensure accuracy and check for recent mentions or social media popularity.\", \"status\": \"planned\", \"tools\": [\"duckduckgo_search\"]}, {\"step_id\": \"S3\", \"title\": \"S3\", \"description\": \"Use `playwright_browser` to visit the websites of the top candidates to check specific services, pricing, and booking options.\", \"status\": \"planned\", \"tools\": [\"playwright_browser\"]}, {\"step_id\": \"S4\", \"title\": \"S4\", \"description\": \"Compile a summary of the best options including name, rating, specialty (e.g., fades, beard grooming), and how to book.\", \"status\": \"planned\"}], \"current_step_id\": \"S1\", \"total_step_count\": 4, \"omitted_step_count\": 0}, \"last_output\": {\"previous_action\": {\"kind\": \"continue\", \"summary\": \"Publishing plan to research barbers in Marbella and loading tool contracts.\", \"tool_name\": \"\", \"tool_arguments\": {}, \"message_markdown\": \"I\u0027ll find you some great barber options in Marbella. I\u0027m going to search for the highest-rated spots, check their reviews, and see if I can find details on their services and how to book an appointment.\"}, \"previous_output\": {\"kind\": \"continue\", \"summary\": \"Publishing plan to research barbers in Marbella and loading tool contracts.\", \"message_markdown\": \"I\u0027ll find you some great barber options in Marbella. I\u0027m going to search for the highest-rated spots, check their reviews, and see if I can find details on their services and how to book an appointment.\", \"status\": \"completed\"}}, \"selected_tool_instructions\": [{\"id\": \"tavily_search\", \"emoji\": \"🧭\", \"description\": \"Search the web with stronger grounded evidence.\", \"instruction\": \"Search the public internet with Tavily and return structured evidence.\\n\\nInput contract:\\n{\\n \\\"query\\\": \\\"search query to execute\\\",\\n \\\"topic\\\": \\\"general|news|finance\\\",\\n \\\"search_depth\\\": \\\"advanced|basic|fast|ultra-fast\\\",\\n \\\"max_results\\\": 4,\\n \\\"time_range\\\": \\\"day|week|month|year\\\",\\n \\\"days\\\": 7,\\n \\\"start_date\\\": \\\"YYYY-MM-DD\\\",\\n \\\"end_date\\\": \\\"YYYY-MM-DD\\\",\\n \\\"include_domains\\\": [\\\"example.com\\\"],\\n \\\"exclude_domains\\\": [\\\"example.com\\\"],\\n \\\"country\\\": \\\"united states\\\",\\n \\\"exact_match\\\": false,\\n \\\"auto_parameters\\\": false,\\n \\\"include_answer\\\": \\\"advanced\\\",\\n \\\"include_raw_content\\\": false,\\n \\\"include_favicon\\\": false,\\n \\\"include_usage\\\": false,\\n \\\"chunks_per_source\\\": 2,\\n \\\"answer_chars\\\": 1800,\\n \\\"content_chars\\\": 700,\\n \\\"raw_content_chars\\\": 1200,\\n \\\"max_total_content_chars\\\": 3200,\\n \\\"max_total_raw_content_chars\\\": 2400\\n}\\n\\nExecution guidance:\\n- Use this tool for current events, verification, citations, source gathering,\\n or any answer that should be grounded in public web evidence.\\n- Prefer one focused search over broad repetitive searches.\\n- Use `topic: \\\"news\\\"` for recent events and `topic: \\\"finance\\\"` for markets or\\n company figures when appropriate.\\n- Default to `search_depth: \\\"advanced\\\"` for research and validation.\\n- Keep output compact. Prefer ranked snippets, URLs, and Tavily\u0027s answer.\\n- Request `include_raw_content` only when snippets are not enough for\\n verification, and keep raw-content budgets conservative.\\n- Use `include_domains` or `exclude_domains` when source boundaries matter.\\n- Pair this tool with the `time` sense when the request depends on recency.\\n- Do not inflate `max_results` unless broader coverage is genuinely needed.\\n\\nOutput contract:\\n{\\n \\\"ok\\\": true,\\n \\\"tool\\\": \\\"tavily_search\\\",\\n \\\"query\\\": \\\"...\\\",\\n \\\"topic\\\": \\\"general\\\",\\n \\\"search_depth\\\": \\\"advanced\\\",\\n \\\"answer\\\": \\\"...\\\",\\n \\\"results\\\": [\\n {\\n \\\"title\\\": \\\"...\\\",\\n \\\"url\\\": \\\"https://...\\\",\\n \\\"content\\\": \\\"...\\\",\\n \\\"score\\\": 0.91,\\n \\\"published_date\\\": \\\"2026-04-26\\\",\\n \\\"raw_content\\\": \\\"...\\\"\\n }\\n ],\\n \\\"sources\\\": [\\\"https://...\\\"],\\n \\\"source_details\\\": [\\n {\\n \\\"title\\\": \\\"...\\\",\\n \\\"url\\\": \\\"https://...\\\",\\n \\\"score\\\": 0.91,\\n \\\"published_date\\\": \\\"2026-04-26\\\"\\n }\\n ],\\n \\\"assessment\\\": {\\n \\\"coverage\\\": \\\"strong...\", \"schema\": {\"type\": \"object\", \"required\": [\"query\"], \"additionalProperties\": false, \"truncated\": true, \"note\": \"Schema compacted for this loop pass. Use the tool instruction examples and avoid unlisted fields.\", \"properties\": {\"query\": {\"type\": \"string\", \"description\": \"Search query to execute.\"}, \"topic\": {\"type\": \"string\", \"enum\": [\"general\", \"news\", \"finance\"], \"description\": \"Search topic mode.\"}, \"search_depth\": {\"type\": \"string\", \"enum\": [\"advanced\", \"basic\", \"fast\", \"ultra-fast\"], \"description\": \"Depth and latency tradeoff.\"}, \"max_results\": {\"type\": \"integer\", \"description\": \"Maximum number of ranked results.\", \"minimum\": 1, \"maximum\": 10}, \"time_range\": {\"type\": \"string\", \"enum\": [\"day\", \"week\", \"month\", \"year\"], \"description\": \"Recency window for news-oriented searches.\"}, \"days\": {\"type\": \"integer\", \"description\": \"Number of days for recent news searches.\", \"minimum\": 1, \"maximum\": 365}, \"start_date\": {\"type\": \"string\", \"description\": \"Start date in YYYY-MM-DD format.\"}, \"end_date\": {\"type\": \"string\", \"description\": \"End date in YYYY-MM-DD format.\"}, \"include_domains\": {\"type\": \"array\", \"description\": \"Limit the search to these domains.\"}, \"exclude_domains\": {\"type\": \"array\", \"description\": \"Exclude these domains.\"}, \"country\": {\"type\": \"string\", \"description\": \"Country context for the search.\"}, \"exact_match\": {\"type\": \"boolean\", \"description\": \"Request stricter query matching.\"}, \"auto_parameters\": {\"type\": \"boolean\", \"description\": \"Allow Tavily to infer some parameters.\"}, \"include_answer\": {\"type\": \"string\", \"description\": \"Whether to return Tavily\u0027s answer field.\"}, \"include_raw_content\": {\"description\": \"Whether to include short raw page excerpts.\"}, \"include_favicon\": {\"type\": \"boolean\", \"description\": \"Whether to include favicon URLs.\"}, \"include_usage\": {\"type\": \"boolean\", \"description\": \"Whether to include usage information.\"}, \"chunks_per_source\": {\"type\": \"integer\", \"description\": \"Number of content chunks per source for advanced search.\", \"minimum\": 1, \"maximum\": 3}, \"answer_chars\": {\"type\": \"integer\", \"description\": \"Maximum characters kept from Tavily\u0027s answer.\", \"minimum\": 200, \"maximum\": 4000}, \"content_chars\": {\"type\": \"integer\", \"description\": \"Maximum characters kept per snippet.\", \"minimum\": 120, \"maximum\": 2000}, \"raw_content_chars\": {\"type\": \"integer\", \"description\": \"Maximum characters kept per raw-content excerpt.\", \"minimum\": 200, \"maximum\": 4000}, \"max_total_content_chars\": {\"type\": \"integer\", \"description\": \"Maximum total snippet characters across all results.\", \"minimum\": 300, \"maximum\": 12000}, \"max_total_raw_content_chars\": {\"type\": \"integer\", \"description\": \"Maximum total raw-content characters across all results.\", \"minimum\": 300, \"maximum\": 12000}}}, \"compact\": true, \"roles\": [\"current_step\"], \"role\": \"current_step\", \"step_ids\": [\"S1\"], \"step_id\": \"S1\"}], \"stored_context\": {\"active\": true, \"previous_response_id\": \"resp_015f731c32f81c4936e76d15280f04c68185a22833a97a63\", \"event_chain\": true, \"retained_tool_instruction_ids\": [], \"retained_skill_instruction_ids\": [], \"selected_tool_instruction_ids\": [\"tavily_search\"], \"selected_skill_instruction_ids\": []}}", "stream": true, "store": true, "parallel_tool_calls": false, "temperature": 0.8, "text": { "format": { "type": "json_object" } }, "previous_response_id": "resp_015f731c32f81c4936e76d15280f04c68185a22833a97a63", "reasoning": { "effort": "high" } } ``` #### Full Input Contract Sent As request.input ```json { "packet_type": "zuza_heavy_event_v1", "event_kind": "contracts_loaded", "event_note": "Stored HEAVY continuation event. Earlier static instructions, catalogs, prior plan, prior model outputs, and previously loaded contracts are retained in the response chain; this packet only appends new external/runtime state.", "loop_state": { "pass_index": 2, "is_first_pass": false, "has_new_user_message_since_last_pass": false }, "task": { "id": 99, "session_headline": "Finding a barber in Marbella" }, "plan_status": { "steps": [ { "step_id": "S1", "title": "S1", "description": "Search for highly-rated barbers in Marbella using `tavily_search` to gather a list of candidates and general reviews.", "status": "planned", "tools": [ "tavily_search" ] }, { "step_id": "S2", "title": "S2", "description": "Cross-reference findings with `duckduckgo_search` to ensure accuracy and check for recent mentions or social media popularity.", "status": "planned", "tools": [ "duckduckgo_search" ] }, { "step_id": "S3", "title": "S3", "description": "Use `playwright_browser` to visit the websites of the top candidates to check specific services, pricing, and booking options.", "status": "planned", "tools": [ "playwright_browser" ] }, { "step_id": "S4", "title": "S4", "description": "Compile a summary of the best options including name, rating, specialty (e.g., fades, beard grooming), and how to book.", "status": "planned" } ], "current_step_id": "S1", "total_step_count": 4, "omitted_step_count": 0 }, "last_output": { "previous_action": { "kind": "continue", "summary": "Publishing plan to research barbers in Marbella and loading tool contracts.", "tool_name": "", "tool_arguments": { }, "message_markdown": "I\u0027ll find you some great barber options in Marbella. I\u0027m going to search for the highest-rated spots, check their reviews, and see if I can find details on their services and how to book an appointment." }, "previous_output": { "kind": "continue", "summary": "Publishing plan to research barbers in Marbella and loading tool contracts.", "message_markdown": "I\u0027ll find you some great barber options in Marbella. I\u0027m going to search for the highest-rated spots, check their reviews, and see if I can find details on their services and how to book an appointment.", "status": "completed" } }, "selected_tool_instructions": [ { "id": "tavily_search", "emoji": "🧭", "description": "Search the web with stronger grounded evidence.", "instruction": "Search the public internet with Tavily and return structured evidence.\n\nInput contract:\n{\n \"query\": \"search query to execute\",\n \"topic\": \"general|news|finance\",\n \"search_depth\": \"advanced|basic|fast|ultra-fast\",\n \"max_results\": 4,\n \"time_range\": \"day|week|month|year\",\n \"days\": 7,\n \"start_date\": \"YYYY-MM-DD\",\n \"end_date\": \"YYYY-MM-DD\",\n \"include_domains\": [\"example.com\"],\n \"exclude_domains\": [\"example.com\"],\n \"country\": \"united states\",\n \"exact_match\": false,\n \"auto_parameters\": false,\n \"include_answer\": \"advanced\",\n \"include_raw_content\": false,\n \"include_favicon\": false,\n \"include_usage\": false,\n \"chunks_per_source\": 2,\n \"answer_chars\": 1800,\n \"content_chars\": 700,\n \"raw_content_chars\": 1200,\n \"max_total_content_chars\": 3200,\n \"max_total_raw_content_chars\": 2400\n}\n\nExecution guidance:\n- Use this tool for current events, verification, citations, source gathering,\n or any answer that should be grounded in public web evidence.\n- Prefer one focused search over broad repetitive searches.\n- Use `topic: \"news\"` for recent events and `topic: \"finance\"` for markets or\n company figures when appropriate.\n- Default to `search_depth: \"advanced\"` for research and validation.\n- Keep output compact. Prefer ranked snippets, URLs, and Tavily\u0027s answer.\n- Request `include_raw_content` only when snippets are not enough for\n verification, and keep raw-content budgets conservative.\n- Use `include_domains` or `exclude_domains` when source boundaries matter.\n- Pair this tool with the `time` sense when the request depends on recency.\n- Do not inflate `max_results` unless broader coverage is genuinely needed.\n\nOutput contract:\n{\n \"ok\": true,\n \"tool\": \"tavily_search\",\n \"query\": \"...\",\n \"topic\": \"general\",\n \"search_depth\": \"advanced\",\n \"answer\": \"...\",\n \"results\": [\n {\n \"title\": \"...\",\n \"url\": \"https://...\",\n \"content\": \"...\",\n \"score\": 0.91,\n \"published_date\": \"2026-04-26\",\n \"raw_content\": \"...\"\n }\n ],\n \"sources\": [\"https://...\"],\n \"source_details\": [\n {\n \"title\": \"...\",\n \"url\": \"https://...\",\n \"score\": 0.91,\n \"published_date\": \"2026-04-26\"\n }\n ],\n \"assessment\": {\n \"coverage\": \"strong...", "schema": { "type": "object", "required": [ "query" ], "additionalProperties": false, "truncated": true, "note": "Schema compacted for this loop pass. Use the tool instruction examples and avoid unlisted fields.", "properties": { "query": { "type": "string", "description": "Search query to execute." }, "topic": { "type": "string", "enum": [ "general", "news", "finance" ], "description": "Search topic mode." }, "search_depth": { "type": "string", "enum": [ "advanced", "basic", "fast", "ultra-fast" ], "description": "Depth and latency tradeoff." }, "max_results": { "type": "integer", "description": "Maximum number of ranked results.", "minimum": 1, "maximum": 10 }, "time_range": { "type": "string", "enum": [ "day", "week", "month", "year" ], "description": "Recency window for news-oriented searches." }, "days": { "type": "integer", "description": "Number of days for recent news searches.", "minimum": 1, "maximum": 365 }, "start_date": { "type": "string", "description": "Start date in YYYY-MM-DD format." }, "end_date": { "type": "string", "description": "End date in YYYY-MM-DD format." }, "include_domains": { "type": "array", "description": "Limit the search to these domains." }, "exclude_domains": { "type": "array", "description": "Exclude these domains." }, "country": { "type": "string", "description": "Country context for the search." }, "exact_match": { "type": "boolean", "description": "Request stricter query matching." }, "auto_parameters": { "type": "boolean", "description": "Allow Tavily to infer some parameters." }, "include_answer": { "type": "string", "description": "Whether to return Tavily\u0027s answer field." }, "include_raw_content": { "description": "Whether to include short raw page excerpts." }, "include_favicon": { "type": "boolean", "description": "Whether to include favicon URLs." }, "include_usage": { "type": "boolean", "description": "Whether to include usage information." }, "chunks_per_source": { "type": "integer", "description": "Number of content chunks per source for advanced search.", "minimum": 1, "maximum": 3 }, "answer_chars": { "type": "integer", "description": "Maximum characters kept from Tavily\u0027s answer.", "minimum": 200, "maximum": 4000 }, "content_chars": { "type": "integer", "description": "Maximum characters kept per snippet.", "minimum": 120, "maximum": 2000 }, "raw_content_chars": { "type": "integer", "description": "Maximum characters kept per raw-content excerpt.", "minimum": 200, "maximum": 4000 }, "max_total_content_chars": { "type": "integer", "description": "Maximum total snippet characters across all results.", "minimum": 300, "maximum": 12000 }, "max_total_raw_content_chars": { "type": "integer", "description": "Maximum total raw-content characters across all results.", "minimum": 300, "maximum": 12000 } } }, "compact": true, "roles": [ "current_step" ], "role": "current_step", "step_ids": [ "S1" ], "step_id": "S1" } ], "stored_context": { "active": true, "previous_response_id": "resp_015f731c32f81c4936e76d15280f04c68185a22833a97a63", "event_chain": true, "retained_tool_instruction_ids": [ ], "retained_skill_instruction_ids": [ ], "selected_tool_instruction_ids": [ "tavily_search" ], "selected_skill_instruction_ids": [ ] } } ``` #### Raw Output Text Streamed By LM Studio ```text ```json { "schema_version": "zuza_loop_output_v1", "session_headline": "Finding a barber in Marbella", "review": { "summary": "", "worked": [], "did_not_work": [], "conclusions": [] }, "diary_note": "", "plan_patch": [], "skill_notes": [], "memory_updates": [], "next_action": { "kind": "tool_call", "summary": "Searching for highly-rated barbers in Marbella.", "tool_name": "tavily_search", "tool_arguments": { "query": "best rated barbers in Marbella Spain reviews and locations", "topic": "general", "search_depth": "advanced", "max_results": 5 }, "message_markdown": "Searching for the best-rated barbers in Marbella now..." } } ``` ``` #### Full Parsed Zuza Output Contract ```json { "schema_version": "zuza_loop_output_v1", "session_headline": "Finding a barber in Marbella", "review": { "summary": "", "worked": [ ], "did_not_work": [ ], "conclusions": [ ] }, "diary_note": "", "plan_patch": [ ], "skill_notes": [ ], "memory_updates": [ ], "next_action": { "kind": "tool_call", "summary": "Searching for highly-rated barbers in Marbella.", "tool_name": "tavily_search", "tool_arguments": { "query": "best rated barbers in Marbella Spain reviews and locations", "topic": "general", "search_depth": "advanced", "max_results": 5 }, "message_markdown": "Searching for the best-rated barbers in Marbella now..." } } ``` #### Full Completed LM Studio Response JSON ```json { "id": "resp_7660ea2f55f1f7aecf4bed2fe98d258639ed5ff3fce23686", "object": "response", "created_at": 1782069880, "completed_at": 1782069893, "status": "completed", "incomplete_details": null, "model": "google/gemma-4-26b-a4b", "previous_response_id": "resp_015f731c32f81c4936e76d15280f04c68185a22833a97a63", "instructions": null, "output": [ { "id": "rs_az5w4i7zkziuxv1i9j34lo", "type": "reasoning", "status": "completed", "summary": [ ], "content": [ { "type": "reasoning_text", "text": "The user wants a good barber in Marbella. \nI have the plan and the contract for `tavily_search` is loaded.\nStep S1 is to search for highly-rated barbers in Marbella.\n\nPlan: Use `tavily_search` with an advanced depth to find the best barbers." } ] }, { "id": "msg_xslymov914h7xczja3p308", "type": "message", "status": "completed", "content": [ { "type": "output_text", "text": "```json\n{\n \"schema_version\": \"zuza_loop_output_v1\",\n \"session_headline\": \"Finding a barber in Marbella\",\n \"review\": {\n \"summary\": \"\",\n \"worked\": [],\n \"did_not_work\": [],\n \"conclusions\": []\n },\n \"diary_note\": \"\",\n \"plan_patch\": [],\n \"skill_notes\": [],\n \"memory_updates\": [],\n \"next_action\": {\n \"kind\": \"tool_call\",\n \"summary\": \"Searching for highly-rated barbers in Marbella.\",\n \"tool_name\": \"tavily_search\",\n \"tool_arguments\": {\n \"query\": \"best rated barbers in Marbella Spain reviews and locations\",\n \"topic\": \"general\",\n \"search_depth\": \"advanced\",\n \"max_results\": 5\n },\n \"message_markdown\": \"Searching for the best-rated barbers in Marbella now...\"\n }\n}\n```", "annotations": [ ], "logprobs": [ ] } ], "role": "assistant" } ], "error": null, "tools": [ ], "tool_choice": "auto", "truncation": "auto", "parallel_tool_calls": true, "text": { "format": { "type": "text" } }, "top_p": 0.95, "presence_penalty": 0, "frequency_penalty": 1.1, "top_logprobs": 0, "temperature": 0.8, "reasoning": { "summary": null, "effort": "high" }, "usage": { "input_tokens": 9132, "output_tokens": 298, "total_tokens": 9430, "input_tokens_details": { "cached_tokens": 5715 }, "output_tokens_details": { "reasoning_tokens": 65 } }, "max_output_tokens": null, "max_tool_calls": null, "store": true, "background": false, "service_tier": "default", "metadata": { }, "safety_identifier": null, "prompt_cache_key": null } ``` #### Full Tool Result Captured After This Pass ```json { "ok": true, "tool": "tavily_search", "query": "best rated barbers in Marbella Spain reviews and locations", "topic": "general", "search_depth": "advanced", "answer": "The most highly‑rated barbers in Marbella include The Men’s Lounge Marbella (Calle Las Malvas 6, Las Malvas) which boasts a 4.9‑star average from roughly 130 reviews, Uppercuts Barber Shop (Unit 41, Puerto Banús) praised for its modern cuts and bilingual service, Ego Barber and Gentlemen in the La Cañada Shopping Centre, Colliers Barbershop, Barberia 13, Andres Peña, Joam Barber Shop, Cantos Diaz, South Barbers just outside Centro Plaza, LOST Barber Studio, and other well‑reviewed spots such as Umbrellas Cocktail Bar \u0026 Barbers and Lorena Morlote, all of which are frequently cited in 2026 listings as top choices for quality haircuts and grooming in Marbella.", "results": [ { "title": "TOP 10 BEST Barbers in Marbella, Málaga, Spain - Updated 2026", "url": "https://www.yelp.com/search?find_desc=Barbers\u0026find_loc=Marbella%2C+M%C3%A1laga", "content": "Reviews and Photos: Top 10 Best Barbers Near Marbella, Málaga · 1. Andres Peña · 2. Colliers Barbershop · 3. Joam barber shop · 4. Barberia 13 · 5. Cantos Diaz", "score": 0.89279664 }, { "title": "Best Barbers near me in Puerto Banús, Marbella | Fresha", "url": "https://www.fresha.com/lp/en/bt/barbershops/in/es-marbella/puerto-ban%C3%BAs", "content": "Javi Tattoo Ink C. Sp Vélez Málaga, portal 6, local2 29670, 29670 San Pedro Alcántara, Málaga, Spain +34 679 39 80 56+34 679 39 80 56Call to book Nose Piercing Tattoo Removal Body Piercing ## ‎Top reviews of Barbers near you in Puerto Banús 4.0 Average of ‎145‎ reviews of ‎4‎ venues. Best master in Marbella! Artem M. Artem M. May 23, 2026 The Men\u0027s Lounge Marbella 4.9 130 reviews C. las Malvas, Calle las Malvas 6, Marbella, 29660, Andalucía The Men\u0027s Lounge Marbella See all services Peluquera súper amable y siempre me hace las mechas súper bonitas y mejor que otras peluquerías en Marbella, lavado y corte de pelo muy profesional y siempre me hace sonreír Olivia s. Olivia s. Jul 30, 2025 Lo...", "score": 0.8849276 }, { "title": "Best Barbers in Marbella | My Guide Marbella", "url": "https://www.myguidemarbella.com/wellness/barbers", "content": "My Guide Marbella # Barbers in Marbella Ego Barber and Gentlemen ## Ego Barber and Gentlemen Your trendy barbershop easily found in the La Cañada Shopping centre in Marbella! Perfect for those of you looking for a change or even just a trim, Ego Barber and Gentlemen will help you find the r Uppercuts Barber Shop ## Uppercuts Barber Shop Uppercuts Barber Shop recently opened their new premises in Puerto Banus, in a great central location. The artistic force behind Uppercuts Barbershop is Max Moya whose goal is to combine \u0027Lon Umbrellas Cocktail Bar \u0026 Barbers ## Umbrellas Cocktail Bar \u0026 Barbers Offering exquisite cocktails, live entertainment \u0026 a unique barber experience. Lorena Morlote ##...", "score": 0.7931224 }, { "title": "Uppercuts Barbershop’s Marbella💈 (@uppercutsbarbersmarbella) • Instagram photos and videos", "url": "https://www.instagram.com/uppercutsbarbersmarbella?hl=en", "content": "Log In Sign Up ## uppercutsbarbersmarbella 2,181 followers 1,231 following Uppercuts Barbershop’s Marbella💈 📍 Puerto Banus 🗣 English/Spanish 📞 851 802 428 👇🏼Click the link below for appointments👇🏼 uppercutsbarbersmarbella\u0027s highlight story picture 💈Puerto Banús uppercutsbarbersmarbella\u0027s highlight story picture Reviews uppercutsbarbersmarbella\u0027s highlight story picture Aidon uppercutsbarbersmarbella\u0027s highlight story picture Dwayne uppercutsbarbersmarbella\u0027s highlight story picture 💈Unit 41 uppercutsbarbersmarbella\u0027s highlight story picture Juan Angel Photo by Uppercuts Barbershop’s Marbella💈 on June 18, 2026. May be an image of text. Photo by Uppercuts Barbershop’s Marbella💈 on June 15,...", "score": 0.6002124 }, { "title": "Barber Shop | Facilities at Marbella Club Hotel", "url": "https://www.marbellaclub.com/explore/beauty-studio", "content": "Official logo of Marbella Club Official black logo of Marbella Club Part of the Logo of Marbella Club Menu Close Follow Us Instagram TripAdvisor Facebook Twitter Pinterest YouTube Follow Us Instagram TripAdvisor Facebook Twitter Pinterest YouTube ## Make a reservation ## Best Rate Guarantee Rooms and Suites Adults Children Add your code # Barber Shop ## Our Barber Shop is a sanctuary of precision and relaxation, where skilled barbers work their magic to create impeccable hairstyles and meticulously groom beards in a dedicated space designed exclusively for men\u0027s care. Whether you are gearing up for a special event or just looking for a fresh new look, our Barber Shop will leave you lookin...", "score": 0.5559422 } ], "sources": [ "https://www.yelp.com/search?find_desc=Barbers\u0026find_loc=Marbella%2C+M%C3%A1laga", "https://www.fresha.com/lp/en/bt/barbershops/in/es-marbella/puerto-ban%C3%BAs", "https://www.myguidemarbella.com/wellness/barbers", "https://www.instagram.com/uppercutsbarbersmarbella?hl=en", "https://www.marbellaclub.com/explore/beauty-studio" ], "source_details": [ { "title": "TOP 10 BEST Barbers in Marbella, Málaga, Spain - Updated 2026", "url": "https://www.yelp.com/search?find_desc=Barbers\u0026find_loc=Marbella%2C+M%C3%A1laga", "score": 0.893 }, { "title": "Best Barbers near me in Puerto Banús, Marbella | Fresha", "url": "https://www.fresha.com/lp/en/bt/barbershops/in/es-marbella/puerto-ban%C3%BAs", "score": 0.885 }, { "title": "Best Barbers in Marbella | My Guide Marbella", "url": "https://www.myguidemarbella.com/wellness/barbers", "score": 0.793 }, { "title": "Uppercuts Barbershop’s Marbella💈 (@uppercutsbarbersmarbella) • Instagram photos and videos", "url": "https://www.instagram.com/uppercutsbarbersmarbella?hl=en", "score": 0.6 }, { "title": "Barber Shop | Facilities at Marbella Club Hotel", "url": "https://www.marbellaclub.com/explore/beauty-studio", "score": 0.556 } ], "assessment": { "coverage": "strong", "source_count": 5, "distinct_domains": 5, "average_score": 0.745, "has_raw_content": false, "evidence_note": "Multiple sources were found across different domains." }, "truthfulness_note": "Cross-checked against 5 sources from 5 domains.", "response_time": 3.7, "request_id": "641c6516-fdce-4be5-bebf-9c049737c7f6", "_zuza_action_fingerprint": "0d53bed99ae746efa44c4cc3a6ea1909884be67de1da66ec941f87a373da53af", "_zuza_action_tool": "tavily_search", "_zuza_action_kind": "tool_call", "_zuza_pass_id": 458 } ``` --- ## Pass 3 - tool_result
What this pass is: zuza_heavy_event_v1 / tool_result. Next action was tool_call with tool duckduckgo_search.
Request shape: store=True, previous_response_id=present, instruction chars=0, input chars=5456, raw output chars=1111.
Growth: appended approx 6567 chars this pass (-2140 vs previous pass append); cumulative local request/output chars through this pass approx 39018. LM Studio usage input=17935 (+8803), cached=6822 (+1107), uncached=11113 (+7696).
Included in the model input contract:
Why these fields are included: task/plan/last_output keep the loop grounded; selected_tool_instructions contain contracts needed for the current step; retained_tool_instructions are lightweight stubs for contracts already sent earlier in this stored chain; task_memory carries short-term execution lessons; previous_response_id asks LM Studio to continue the stored chain instead of resending the whole prior request body.
#### Full LM Studio Request Payload ```json { "model": "google/gemma-4-26b-a4b", "input": "{\"packet_type\": \"zuza_heavy_event_v1\", \"event_kind\": \"tool_result\", \"event_note\": \"Stored HEAVY continuation event. Earlier static instructions, catalogs, prior plan, prior model outputs, and previously loaded contracts are retained in the response chain; this packet only appends new external/runtime state.\", \"loop_state\": {\"pass_index\": 3, \"is_first_pass\": false, \"has_new_user_message_since_last_pass\": false}, \"task\": {\"id\": 99, \"session_headline\": \"Finding a barber in Marbella\"}, \"plan_status\": {\"steps\": [{\"step_id\": \"S1\", \"title\": \"S1\", \"description\": \"Search for highly-rated barbers in Marbella using `tavily_search` to gather a list of candidates and general reviews.\", \"status\": \"planned\", \"tools\": [\"tavily_search\"]}, {\"step_id\": \"S2\", \"title\": \"S2\", \"description\": \"Cross-reference findings with `duckduckgo_search` to ensure accuracy and check for recent mentions or social media popularity.\", \"status\": \"planned\", \"tools\": [\"duckduckgo_search\"]}, {\"step_id\": \"S3\", \"title\": \"S3\", \"description\": \"Use `playwright_browser` to visit the websites of the top candidates to check specific services, pricing, and booking options.\", \"status\": \"planned\", \"tools\": [\"playwright_browser\"]}, {\"step_id\": \"S4\", \"title\": \"S4\", \"description\": \"Compile a summary of the best options including name, rating, specialty (e.g., fades, beard grooming), and how to book.\", \"status\": \"planned\"}], \"current_step_id\": \"S1\", \"total_step_count\": 4, \"omitted_step_count\": 0}, \"last_output\": {\"previous_action\": {\"kind\": \"tool_call\", \"summary\": \"Searching for highly-rated barbers in Marbella.\", \"tool_name\": \"tavily_search\", \"tool_arguments\": {\"query\": \"best rated barbers in Marbella Spain reviews and locations\", \"topic\": \"general\", \"search_depth\": \"advanced\", \"max_results\": 5}, \"message_markdown\": \"Searching for the best-rated barbers in Marbella now...\"}, \"previous_output\": {\"kind\": \"tool_result\", \"summary\": \"Searching for highly-rated barbers in Marbella.\", \"tool_name\": \"tavily_search\", \"tool_arguments\": {\"query\": \"best rated barbers in Marbella Spain reviews and locations\", \"topic\": \"general\", \"search_depth\": \"advanced\", \"max_results\": 5}, \"status\": \"completed\", \"tool_result\": {\"ok\": true, \"tool\": \"tavily_search\", \"summary\": \"Strong coverage from 5 sources.\", \"answer\": \"The most highly‑rated barbers in Marbella include The Men\u0027s Lounge Marbella (Calle Las Malvas 6, Las Malvas) which boasts a 4.9‑star average from roughly 130 reviews, Uppercuts Barber Shop (Unit 41, Puerto Banús) praised for its modern cuts and bilingual service, Ego Barber and Gentlemen in the La Cañada Shopping Centre, Colliers Barbershop, Barberia 13, Andres Peña, Joam Barber Shop, Cantos Diaz, South Barbers just outside Centro Plaza, LOST Barber Studio, and other well‑reviewed spots such as Umbrellas Cocktail Bar \u0026 Barbers and Lorena Morlote, all of which are frequently cited in 2026 listings as top choices for quality haircuts and grooming in Marbella.\", \"sources\": [\"https://www.yelp.com/search?find_desc=Barbers\u0026find_loc=Marbella%2C+M%C3%A1laga\", \"https://www.fresha.com/lp/en/bt/barbershops/in/es-marbella/puerto-ban%C3%BAs\", \"https://www.myguidemarbella.com/wellness/barbers\", \"https://www.instagram.com/uppercutsbarbersmarbella?hl=en\", \"https://www.marbellaclub.com/explore/beauty-studio\"], \"source_details\": [{\"title\": \"TOP 10 BEST Barbers in Marbella, Málaga, Spain - Updated 2026\", \"url\": \"https://www.yelp.com/search?find_desc=Barbers\u0026find_loc=Marbella%2C+M%C3%A1laga\", \"score\": 0.893}, {\"title\": \"Best Barbers near me in Puerto Banús, Marbella | Fresha\", \"url\": \"https://www.fresha.com/lp/en/bt/barbershops/in/es-marbella/puerto-ban%C3%BAs\", \"score\": 0.885}, {\"title\": \"Best Barbers in Marbella | My Guide Marbella\", \"url\": \"https://www.myguidemarbella.com/wellness/barbers\", \"score\": 0.793}, {\"title\": \"Uppercuts Barbershop\u0027s Marbella💈 (@uppercutsbarbersmarbella) • Instagram photos and videos\", \"url\": \"https://www.instagram.com/uppercutsbarbersmarbella?hl=en\", \"score\": 0.6}, {\"title\": \"Barber Shop | Facilities at Marbella Club Hotel\", \"url\": \"https://www.marbellaclub.com/explore/beauty-studio\", \"score\": 0.556}], \"assessment\": {\"coverage\": \"strong\", \"source_count\": 5, \"distinct_domains\": 5, \"average_score\": 0.745, \"has_raw_content\": false, \"evidence_note\": \"Multiple sources were found across different domains.\"}, \"truthfulness_note\": \"Cross-checked against 5 sources from 5 domains.\"}}}, \"retained_tool_instructions\": [{\"id\": \"tavily_search\", \"description\": \"Search the web with stronger grounded evidence.\", \"roles\": [\"current_step\", \"previous_step\"], \"step_ids\": [\"S1\"], \"retained_in_lm_context\": true, \"note\": \"Full instruction/schema was sent earlier in this stored HEAVY response chain.\", \"role\": \"current_step+previous_step\", \"step_id\": \"S1\"}], \"stored_context\": {\"active\": true, \"previous_response_id\": \"resp_7660ea2f55f1f7aecf4bed2fe98d258639ed5ff3fce23686\", \"event_chain\": true, \"retained_tool_instruction_ids\": [\"tavily_search\"], \"retained_skill_instruction_ids\": [], \"selected_tool_instruction_ids\": [], \"selected_skill_instruction_ids\": []}, \"task_memory\": {\"successful_tool_calls\": [{\"tool\": \"tavily_search\", \"summary\": \"Strong coverage from 5 sources.\", \"arguments_excerpt\": \"{\\\"max_results\\\": 5, \\\"query\\\": \\\"best rated barbers in Marbella Spain reviews and locations\\\", \\\"search_depth\\\": \\\"advanced\\\", \\\"topic\\\": \\\"general\\\"}\", \"count\": 1, \"first_seen\": \"2026-06-21T21:24:57\", \"last_seen\": \"2026-06-21T21:24:57\"}]}}", "stream": true, "store": true, "parallel_tool_calls": false, "temperature": 0.8, "text": { "format": { "type": "json_object" } }, "previous_response_id": "resp_7660ea2f55f1f7aecf4bed2fe98d258639ed5ff3fce23686", "reasoning": { "effort": "high" } } ``` #### Full Input Contract Sent As request.input ```json { "packet_type": "zuza_heavy_event_v1", "event_kind": "tool_result", "event_note": "Stored HEAVY continuation event. Earlier static instructions, catalogs, prior plan, prior model outputs, and previously loaded contracts are retained in the response chain; this packet only appends new external/runtime state.", "loop_state": { "pass_index": 3, "is_first_pass": false, "has_new_user_message_since_last_pass": false }, "task": { "id": 99, "session_headline": "Finding a barber in Marbella" }, "plan_status": { "steps": [ { "step_id": "S1", "title": "S1", "description": "Search for highly-rated barbers in Marbella using `tavily_search` to gather a list of candidates and general reviews.", "status": "planned", "tools": [ "tavily_search" ] }, { "step_id": "S2", "title": "S2", "description": "Cross-reference findings with `duckduckgo_search` to ensure accuracy and check for recent mentions or social media popularity.", "status": "planned", "tools": [ "duckduckgo_search" ] }, { "step_id": "S3", "title": "S3", "description": "Use `playwright_browser` to visit the websites of the top candidates to check specific services, pricing, and booking options.", "status": "planned", "tools": [ "playwright_browser" ] }, { "step_id": "S4", "title": "S4", "description": "Compile a summary of the best options including name, rating, specialty (e.g., fades, beard grooming), and how to book.", "status": "planned" } ], "current_step_id": "S1", "total_step_count": 4, "omitted_step_count": 0 }, "last_output": { "previous_action": { "kind": "tool_call", "summary": "Searching for highly-rated barbers in Marbella.", "tool_name": "tavily_search", "tool_arguments": { "query": "best rated barbers in Marbella Spain reviews and locations", "topic": "general", "search_depth": "advanced", "max_results": 5 }, "message_markdown": "Searching for the best-rated barbers in Marbella now..." }, "previous_output": { "kind": "tool_result", "summary": "Searching for highly-rated barbers in Marbella.", "tool_name": "tavily_search", "tool_arguments": { "query": "best rated barbers in Marbella Spain reviews and locations", "topic": "general", "search_depth": "advanced", "max_results": 5 }, "status": "completed", "tool_result": { "ok": true, "tool": "tavily_search", "summary": "Strong coverage from 5 sources.", "answer": "The most highly‑rated barbers in Marbella include The Men\u0027s Lounge Marbella (Calle Las Malvas 6, Las Malvas) which boasts a 4.9‑star average from roughly 130 reviews, Uppercuts Barber Shop (Unit 41, Puerto Banús) praised for its modern cuts and bilingual service, Ego Barber and Gentlemen in the La Cañada Shopping Centre, Colliers Barbershop, Barberia 13, Andres Peña, Joam Barber Shop, Cantos Diaz, South Barbers just outside Centro Plaza, LOST Barber Studio, and other well‑reviewed spots such as Umbrellas Cocktail Bar \u0026 Barbers and Lorena Morlote, all of which are frequently cited in 2026 listings as top choices for quality haircuts and grooming in Marbella.", "sources": [ "https://www.yelp.com/search?find_desc=Barbers\u0026find_loc=Marbella%2C+M%C3%A1laga", "https://www.fresha.com/lp/en/bt/barbershops/in/es-marbella/puerto-ban%C3%BAs", "https://www.myguidemarbella.com/wellness/barbers", "https://www.instagram.com/uppercutsbarbersmarbella?hl=en", "https://www.marbellaclub.com/explore/beauty-studio" ], "source_details": [ { "title": "TOP 10 BEST Barbers in Marbella, Málaga, Spain - Updated 2026", "url": "https://www.yelp.com/search?find_desc=Barbers\u0026find_loc=Marbella%2C+M%C3%A1laga", "score": 0.893 }, { "title": "Best Barbers near me in Puerto Banús, Marbella | Fresha", "url": "https://www.fresha.com/lp/en/bt/barbershops/in/es-marbella/puerto-ban%C3%BAs", "score": 0.885 }, { "title": "Best Barbers in Marbella | My Guide Marbella", "url": "https://www.myguidemarbella.com/wellness/barbers", "score": 0.793 }, { "title": "Uppercuts Barbershop\u0027s Marbella💈 (@uppercutsbarbersmarbella) • Instagram photos and videos", "url": "https://www.instagram.com/uppercutsbarbersmarbella?hl=en", "score": 0.6 }, { "title": "Barber Shop | Facilities at Marbella Club Hotel", "url": "https://www.marbellaclub.com/explore/beauty-studio", "score": 0.556 } ], "assessment": { "coverage": "strong", "source_count": 5, "distinct_domains": 5, "average_score": 0.745, "has_raw_content": false, "evidence_note": "Multiple sources were found across different domains." }, "truthfulness_note": "Cross-checked against 5 sources from 5 domains." } } }, "retained_tool_instructions": [ { "id": "tavily_search", "description": "Search the web with stronger grounded evidence.", "roles": [ "current_step", "previous_step" ], "step_ids": [ "S1" ], "retained_in_lm_context": true, "note": "Full instruction/schema was sent earlier in this stored HEAVY response chain.", "role": "current_step+previous_step", "step_id": "S1" } ], "stored_context": { "active": true, "previous_response_id": "resp_7660ea2f55f1f7aecf4bed2fe98d258639ed5ff3fce23686", "event_chain": true, "retained_tool_instruction_ids": [ "tavily_search" ], "retained_skill_instruction_ids": [ ], "selected_tool_instruction_ids": [ ], "selected_skill_instruction_ids": [ ] }, "task_memory": { "successful_tool_calls": [ { "tool": "tavily_search", "summary": "Strong coverage from 5 sources.", "arguments_excerpt": "{\"max_results\": 5, \"query\": \"best rated barbers in Marbella Spain reviews and locations\", \"search_depth\": \"advanced\", \"topic\": \"general\"}", "count": 1, "first_seen": "2026-06-21T21:24:57", "last_seen": "2026-06-21T21:24:57" } ] } } ``` #### Raw Output Text Streamed By LM Studio ```text ```json { "schema_version": "zuza_loop_output_v1", "session_headline": "Finding a barber in Marbella", "review": { "summary": "Successfully identified several highly-rated barbers in Marbella, including The Men's Lounge and Uppercuts Barber Shop.", "worked": [ "tavily_search" ], "did_not_work": [], "conclusions": [] }, "diary_note": "Found a strong list of candidates: The Men's Lounge (high rating), Uppercuts (bilingual/modern), and others in La Cañada and Puerto Banús. Moving to cross-reference.", "plan_patch": [], "skill_notes": [], "memory_updates": [], "next_action": { "kind": "tool_call", "summary": "Cross-referencing top barber candidates with DuckDuckGo.", "tool_name": "duckduckgo_search", "tool_arguments": { "query": "The Men's Lounge Marbella reviews and Uppercuts Barber Shop Puerto Banús reviews" }, "message_markdown": "I've found a few top contenders like The Men's Lounge and Uppercuts. I'm just going to do a quick cross-check to see if there's any other recent buzz or specific details about them." } } ``` ``` #### Full Parsed Zuza Output Contract ```json { "schema_version": "zuza_loop_output_v1", "session_headline": "Finding a barber in Marbella", "review": { "summary": "Successfully identified several highly-rated barbers in Marbella, including The Men\u0027s Lounge and Uppercuts Barber Shop.", "worked": [ "tavily_search" ], "did_not_work": [ ], "conclusions": [ ] }, "diary_note": "Found a strong list of candidates: The Men\u0027s Lounge (high rating), Uppercuts (bilingual/modern), and others in La Cañada and Puerto Banús. Moving to cross-reference.", "plan_patch": [ ], "skill_notes": [ ], "memory_updates": [ ], "next_action": { "kind": "tool_call", "summary": "Cross-referencing top barber candidates with DuckDuckGo.", "tool_name": "duckduckgo_search", "tool_arguments": { "query": "The Men\u0027s Lounge Marbella reviews and Uppercuts Barber Shop Puerto Banús reviews" }, "message_markdown": "I\u0027ve found a few top contenders like The Men\u0027s Lounge and Uppercuts. I\u0027m just going to do a quick cross-check to see if there\u0027s any other recent buzz or specific details about them." } } ``` #### Full Completed LM Studio Response JSON ```json { "id": "resp_e0fbe3bd3d22f850cc804d855672395d3a72595ef506fd7b", "object": "response", "created_at": 1782069898, "completed_at": 1782069931, "status": "completed", "incomplete_details": null, "model": "google/gemma-4-26b-a4b", "previous_response_id": "resp_7660ea2f55f1f7aecf4bed2fe98d258639ed5ff3fce23686", "instructions": null, "output": [ { "id": "rs_71d5b64b6sgvslc6132", "type": "reasoning", "status": "completed", "summary": [ ], "content": [ { "type": "reasoning_text", "text": "The `tavily_search` result provided several strong candidates for barbers in Marbella:\n1. **The Men\u0027s Lounge Marbella**: Calle Las Malvas 6, Las Malvas (4.9 stars, ~130 reviews).\n2. **Uppercuts Barber Shop**: Unit 41, Puerto Banús (praised for modern cuts and bilingual service).\n3. **Ego Barber and Gentlemen**: La Cañada Shopping Centre.\n4. **Colliers Barbershop**.\n5. **Barberia 13**.\n6. **Andres Peña**.\n7. **Joam Barber Shop**.\n8. **Cantos Diaz**.\n9. **South Barbers**: Near Centro Plaza.\n10. **LOST Barber Studio**.\n\nStep S1 is complete. Now I move to Step S2: Cross-reference findings with `duckduckgo_search` to ensure accuracy and check for recent mentions or social media popularity. This will help verify if any of these are currently trending or have specific recent feedback that Tavily might have missed (though Tavily was quite good).\n\nI\u0027ll specifically look for more details on the top two: \"The Men\u0027s Lounge Marbella\" and \"Uppercuts Barber Shop\"." } ] }, { "id": "msg_utsrnhk3orb4stlgj2deex", "type": "message", "status": "completed", "content": [ { "type": "output_text", "text": "```json\n{\n \"schema_version\": \"zuza_loop_output_v1\",\n \"session_headline\": \"Finding a barber in Marbella\",\n \"review\": {\n \"summary\": \"Successfully identified several highly-rated barbers in Marbella, including The Men\u0027s Lounge and Uppercuts Barber Shop.\",\n \"worked\": [\n \"tavily_search\"\n ],\n \"did_not_work\": [],\n \"conclusions\": []\n },\n \"diary_note\": \"Found a strong list of candidates: The Men\u0027s Lounge (high rating), Uppercuts (bilingual/modern), and others in La Cañada and Puerto Banús. Moving to cross-reference.\",\n \"plan_patch\": [],\n \"skill_notes\": [],\n \"memory_updates\": [],\n \"next_action\": {\n \"kind\": \"tool_call\",\n \"summary\": \"Cross-referencing top barber candidates with DuckDuckGo.\",\n \"tool_name\": \"duckduckgo_search\",\n \"tool_arguments\": {\n \"query\": \"The Men\u0027s Lounge Marbella reviews and Uppercuts Barber Shop Puerto Banús reviews\"\n },\n \"message_markdown\": \"I\u0027ve found a few top contenders like The Men\u0027s Lounge and Uppercuts. I\u0027m just going to do a quick cross-check to see if there\u0027s any other recent buzz or specific details about them.\"\n }\n}\n```", "annotations": [ ], "logprobs": [ ] } ], "role": "assistant" } ], "error": null, "tools": [ ], "tool_choice": "auto", "truncation": "auto", "parallel_tool_calls": true, "text": { "format": { "type": "text" } }, "top_p": 0.95, "presence_penalty": 0, "frequency_penalty": 1.1, "top_logprobs": 0, "temperature": 0.8, "reasoning": { "summary": null, "effort": "high" }, "usage": { "input_tokens": 17935, "output_tokens": 601, "total_tokens": 18536, "input_tokens_details": { "cached_tokens": 6822 }, "output_tokens_details": { "reasoning_tokens": 271 } }, "max_output_tokens": null, "max_tool_calls": null, "store": true, "background": false, "service_tier": "default", "metadata": { }, "safety_identifier": null, "prompt_cache_key": null } ``` --- ## Pass 4 - contracts_loaded
What this pass is: zuza_heavy_event_v1 / contracts_loaded. Next action was tool_call with tool duckduckgo_search.
Request shape: store=True, previous_response_id=present, instruction chars=0, input chars=7150, raw output chars=924.
Growth: appended approx 8074 chars this pass (+1507 vs previous pass append); cumulative local request/output chars through this pass approx 47092. LM Studio usage input=36908 (+18973), cached=16252 (+9430), uncached=20656 (+9543).
Included in the model input contract:
Why these fields are included: task/plan/last_output keep the loop grounded; selected_tool_instructions contain contracts needed for the current step; retained_tool_instructions are lightweight stubs for contracts already sent earlier in this stored chain; task_memory carries short-term execution lessons; previous_response_id asks LM Studio to continue the stored chain instead of resending the whole prior request body.
#### Full LM Studio Request Payload ```json { "model": "google/gemma-4-26b-a4b", "input": "{\"packet_type\": \"zuza_heavy_event_v1\", \"event_kind\": \"contracts_loaded\", \"event_note\": \"Stored HEAVY continuation event. Earlier static instructions, catalogs, prior plan, prior model outputs, and previously loaded contracts are retained in the response chain; this packet only appends new external/runtime state.\", \"loop_state\": {\"pass_index\": 4, \"is_first_pass\": false, \"has_new_user_message_since_last_pass\": false}, \"task\": {\"id\": 99, \"session_headline\": \"Finding a barber in Marbella\"}, \"plan_status\": {\"steps\": [{\"step_id\": \"S1\", \"title\": \"S1\", \"description\": \"Search for highly-rated barbers in Marbella using `tavily_search` to gather a list of candidates and general reviews.\", \"status\": \"planned\", \"tools\": [\"tavily_search\"]}, {\"step_id\": \"S2\", \"title\": \"S2\", \"description\": \"Cross-reference findings with `duckduckgo_search` to ensure accuracy and check for recent mentions or social media popularity.\", \"status\": \"planned\", \"tools\": [\"duckduckgo_search\"]}, {\"step_id\": \"S3\", \"title\": \"S3\", \"description\": \"Use `playwright_browser` to visit the websites of the top candidates to check specific services, pricing, and booking options.\", \"status\": \"planned\", \"tools\": [\"playwright_browser\"]}, {\"step_id\": \"S4\", \"title\": \"S4\", \"description\": \"Compile a summary of the best options including name, rating, specialty (e.g., fades, beard grooming), and how to book.\", \"status\": \"planned\"}], \"current_step_id\": \"S1\", \"total_step_count\": 4, \"omitted_step_count\": 0}, \"last_output\": {\"previous_action\": {\"kind\": \"tool_call\", \"summary\": \"Cross-referencing top barber candidates with DuckDuckGo.\", \"tool_name\": \"duckduckgo_search\", \"tool_arguments\": {\"query\": \"The Men\u0027s Lounge Marbella reviews and Uppercuts Barber Shop Puerto Banús reviews\"}, \"message_markdown\": \"I\u0027ve found a few top contenders like The Men\u0027s Lounge and Uppercuts. I\u0027m just going to do a quick cross-check to see if there\u0027s any other recent buzz or specific details about them.\"}, \"previous_output\": {\"kind\": \"tool_contract_selected\", \"summary\": \"Cross-referencing top barber candidates with DuckDuckGo.\", \"tool_name\": \"duckduckgo_search\", \"tool_arguments\": {\"query\": \"The Men\u0027s Lounge Marbella reviews and Uppercuts Barber Shop Puerto Banús reviews\"}, \"status\": \"instruction_ready\", \"tool_result\": null, \"note\": \"No tool execution has happened yet. The selected tool instruction and schema are now available in selected_tool_instructions.\"}}, \"selected_tool_instructions\": [{\"id\": \"duckduckgo_search\", \"emoji\": \"🔎\", \"description\": \"Search the public web and news quickly.\", \"instruction\": \"Search the public internet with the `ddgs` library and return compact,\\nstructured evidence.\\n\\nInput contract:\\n{\\n \\\"query\\\": \\\"search query to execute\\\",\\n \\\"topic\\\": \\\"general|news\\\",\\n \\\"region\\\": \\\"us-en\\\",\\n \\\"safesearch\\\": \\\"on|moderate|off\\\",\\n \\\"timelimit\\\": \\\"d|w|m|y\\\",\\n \\\"max_results\\\": 5,\\n \\\"page\\\": 1,\\n \\\"backend\\\": \\\"auto\\\",\\n \\\"include_domains\\\": [\\\"example.com\\\"],\\n \\\"exclude_domains\\\": [\\\"example.com\\\"],\\n \\\"content_chars\\\": 700,\\n \\\"max_total_content_chars\\\": 3200\\n}\\n\\nExecution guidance:\\n- Use this tool for current web discovery, news lookup, quick verification, and\\n public source gathering.\\n- Prefer one focused search over many broad searches.\\n- Use `topic: \\\"news\\\"` for current events and recent reporting.\\n- Keep `backend: \\\"auto\\\"` unless you have a concrete reason to change it.\\n- Use `include_domains` or `exclude_domains` when source boundaries matter; the\\n tool translates them into query operators.\\n- Keep result budgets conservative unless wider coverage is genuinely needed.\\n- Pair this tool with the `time` sense when the request depends on recency.\\n\\nOutput contract:\\n{\\n \\\"ok\\\": true,\\n \\\"tool\\\": \\\"duckduckgo_search\\\",\\n \\\"query\\\": \\\"...\\\",\\n \\\"effective_query\\\": \\\"...\\\",\\n \\\"topic\\\": \\\"general\\\",\\n \\\"backend\\\": \\\"auto\\\",\\n \\\"results\\\": [\\n {\\n \\\"title\\\": \\\"...\\\",\\n \\\"url\\\": \\\"https://...\\\",\\n \\\"content\\\": \\\"...\\\",\\n \\\"published_date\\\": \\\"2026-05-06\\\",\\n \\\"source\\\": \\\"Example Source\\\"\\n }\\n ],\\n \\\"sources\\\": [\\\"https://...\\\"],\\n \\\"source_details\\\": [\\n {\\n \\\"title\\\": \\\"...\\\",\\n \\\"url\\\": \\\"https://...\\\",\\n \\\"published_date\\\": \\\"2026-05-06\\\",\\n \\\"source\\\": \\\"Example Source\\\"\\n }\\n ],\\n \\\"assessment\\\": {\\n \\\"coverage\\\": \\\"strong|partial|limited\\\",\\n \\\"source_count\\\": 3,\\n \\\"distinct_domains\\\": 2,\\n \\\"has_dates\\\": true,\\n \\\"evidence_note\\\": \\\"...\\\"\\n },\\n \\\"truthfulness_note\\\": \\\"...\\\"\\n}\", \"schema\": {\"type\": \"object\", \"properties\": {\"query\": {\"type\": \"string\", \"description\": \"Search query to execute.\"}, \"topic\": {\"type\": \"string\", \"enum\": [\"general\", \"news\"], \"description\": \"Whether to run a general text search or a news search.\"}, \"region\": {\"type\": \"string\", \"description\": \"Region code such as us-en or uk-en.\"}, \"safesearch\": {\"type\": \"string\", \"enum\": [\"on\", \"moderate\", \"off\"], \"description\": \"Safe search mode.\"}, \"timelimit\": {\"type\": \"string\", \"enum\": [\"d\", \"w\", \"m\", \"y\"], \"description\": \"Recency window.\"}, \"max_results\": {\"type\": \"integer\", \"minimum\": 1, \"maximum\": 10, \"description\": \"Maximum number of results.\"}, \"page\": {\"type\": \"integer\", \"minimum\": 1, \"maximum\": 20, \"description\": \"Result page number.\"}, \"backend\": {\"type\": \"string\", \"description\": \"DDGS backend, such as duckduckgo or auto.\"}, \"include_domains\": {\"type\": \"array\", \"items\": {\"type\": \"string\"}, \"description\": \"Restrict the query to these domains using site operators.\"}, \"exclude_domains\": {\"type\": \"array\", \"items\": {\"type\": \"string\"}, \"description\": \"Exclude these domains using -site operators.\"}, \"content_chars\": {\"type\": \"integer\", \"minimum\": 120, \"maximum\": 2000, \"description\": \"Maximum characters kept per result snippet.\"}, \"max_total_content_chars\": {\"type\": \"integer\", \"minimum\": 300, \"maximum\": 12000, \"description\": \"Maximum total snippet characters across all results.\"}}, \"required\": [\"query\"], \"additionalProperties\": false}, \"compact\": true, \"roles\": [\"previous_step\", \"explicit_selection\"], \"role\": \"previous_step+explicit_selection\", \"step_ids\": [\"S2\"], \"step_id\": \"S2\"}], \"retained_tool_instructions\": [{\"id\": \"tavily_search\", \"description\": \"Search the web with stronger grounded evidence.\", \"roles\": [\"current_step\"], \"step_ids\": [\"S1\"], \"retained_in_lm_context\": true, \"note\": \"Full instruction/schema was sent earlier in this stored HEAVY response chain.\", \"role\": \"current_step\", \"step_id\": \"S1\"}], \"stored_context\": {\"active\": true, \"previous_response_id\": \"resp_e0fbe3bd3d22f850cc804d855672395d3a72595ef506fd7b\", \"event_chain\": true, \"retained_tool_instruction_ids\": [\"tavily_search\"], \"retained_skill_instruction_ids\": [], \"selected_tool_instruction_ids\": [\"duckduckgo_search\"], \"selected_skill_instruction_ids\": []}, \"task_memory\": {\"successful_tool_calls\": [{\"tool\": \"tavily_search\", \"summary\": \"Strong coverage from 5 sources.\", \"arguments_excerpt\": \"{\\\"max_results\\\": 5, \\\"query\\\": \\\"best rated barbers in Marbella Spain reviews and locations\\\", \\\"search_depth\\\": \\\"advanced\\\", \\\"topic\\\": \\\"general\\\"}\", \"count\": 1, \"first_seen\": \"2026-06-21T21:24:57\", \"last_seen\": \"2026-06-21T21:24:57\"}]}}", "stream": true, "store": true, "parallel_tool_calls": false, "temperature": 0.8, "text": { "format": { "type": "json_object" } }, "previous_response_id": "resp_e0fbe3bd3d22f850cc804d855672395d3a72595ef506fd7b", "reasoning": { "effort": "high" } } ``` #### Full Input Contract Sent As request.input ```json { "packet_type": "zuza_heavy_event_v1", "event_kind": "contracts_loaded", "event_note": "Stored HEAVY continuation event. Earlier static instructions, catalogs, prior plan, prior model outputs, and previously loaded contracts are retained in the response chain; this packet only appends new external/runtime state.", "loop_state": { "pass_index": 4, "is_first_pass": false, "has_new_user_message_since_last_pass": false }, "task": { "id": 99, "session_headline": "Finding a barber in Marbella" }, "plan_status": { "steps": [ { "step_id": "S1", "title": "S1", "description": "Search for highly-rated barbers in Marbella using `tavily_search` to gather a list of candidates and general reviews.", "status": "planned", "tools": [ "tavily_search" ] }, { "step_id": "S2", "title": "S2", "description": "Cross-reference findings with `duckduckgo_search` to ensure accuracy and check for recent mentions or social media popularity.", "status": "planned", "tools": [ "duckduckgo_search" ] }, { "step_id": "S3", "title": "S3", "description": "Use `playwright_browser` to visit the websites of the top candidates to check specific services, pricing, and booking options.", "status": "planned", "tools": [ "playwright_browser" ] }, { "step_id": "S4", "title": "S4", "description": "Compile a summary of the best options including name, rating, specialty (e.g., fades, beard grooming), and how to book.", "status": "planned" } ], "current_step_id": "S1", "total_step_count": 4, "omitted_step_count": 0 }, "last_output": { "previous_action": { "kind": "tool_call", "summary": "Cross-referencing top barber candidates with DuckDuckGo.", "tool_name": "duckduckgo_search", "tool_arguments": { "query": "The Men\u0027s Lounge Marbella reviews and Uppercuts Barber Shop Puerto Banús reviews" }, "message_markdown": "I\u0027ve found a few top contenders like The Men\u0027s Lounge and Uppercuts. I\u0027m just going to do a quick cross-check to see if there\u0027s any other recent buzz or specific details about them." }, "previous_output": { "kind": "tool_contract_selected", "summary": "Cross-referencing top barber candidates with DuckDuckGo.", "tool_name": "duckduckgo_search", "tool_arguments": { "query": "The Men\u0027s Lounge Marbella reviews and Uppercuts Barber Shop Puerto Banús reviews" }, "status": "instruction_ready", "tool_result": null, "note": "No tool execution has happened yet. The selected tool instruction and schema are now available in selected_tool_instructions." } }, "selected_tool_instructions": [ { "id": "duckduckgo_search", "emoji": "🔎", "description": "Search the public web and news quickly.", "instruction": "Search the public internet with the `ddgs` library and return compact,\nstructured evidence.\n\nInput contract:\n{\n \"query\": \"search query to execute\",\n \"topic\": \"general|news\",\n \"region\": \"us-en\",\n \"safesearch\": \"on|moderate|off\",\n \"timelimit\": \"d|w|m|y\",\n \"max_results\": 5,\n \"page\": 1,\n \"backend\": \"auto\",\n \"include_domains\": [\"example.com\"],\n \"exclude_domains\": [\"example.com\"],\n \"content_chars\": 700,\n \"max_total_content_chars\": 3200\n}\n\nExecution guidance:\n- Use this tool for current web discovery, news lookup, quick verification, and\n public source gathering.\n- Prefer one focused search over many broad searches.\n- Use `topic: \"news\"` for current events and recent reporting.\n- Keep `backend: \"auto\"` unless you have a concrete reason to change it.\n- Use `include_domains` or `exclude_domains` when source boundaries matter; the\n tool translates them into query operators.\n- Keep result budgets conservative unless wider coverage is genuinely needed.\n- Pair this tool with the `time` sense when the request depends on recency.\n\nOutput contract:\n{\n \"ok\": true,\n \"tool\": \"duckduckgo_search\",\n \"query\": \"...\",\n \"effective_query\": \"...\",\n \"topic\": \"general\",\n \"backend\": \"auto\",\n \"results\": [\n {\n \"title\": \"...\",\n \"url\": \"https://...\",\n \"content\": \"...\",\n \"published_date\": \"2026-05-06\",\n \"source\": \"Example Source\"\n }\n ],\n \"sources\": [\"https://...\"],\n \"source_details\": [\n {\n \"title\": \"...\",\n \"url\": \"https://...\",\n \"published_date\": \"2026-05-06\",\n \"source\": \"Example Source\"\n }\n ],\n \"assessment\": {\n \"coverage\": \"strong|partial|limited\",\n \"source_count\": 3,\n \"distinct_domains\": 2,\n \"has_dates\": true,\n \"evidence_note\": \"...\"\n },\n \"truthfulness_note\": \"...\"\n}", "schema": { "type": "object", "properties": { "query": { "type": "string", "description": "Search query to execute." }, "topic": { "type": "string", "enum": [ "general", "news" ], "description": "Whether to run a general text search or a news search." }, "region": { "type": "string", "description": "Region code such as us-en or uk-en." }, "safesearch": { "type": "string", "enum": [ "on", "moderate", "off" ], "description": "Safe search mode." }, "timelimit": { "type": "string", "enum": [ "d", "w", "m", "y" ], "description": "Recency window." }, "max_results": { "type": "integer", "minimum": 1, "maximum": 10, "description": "Maximum number of results." }, "page": { "type": "integer", "minimum": 1, "maximum": 20, "description": "Result page number." }, "backend": { "type": "string", "description": "DDGS backend, such as duckduckgo or auto." }, "include_domains": { "type": "array", "items": { "type": "string" }, "description": "Restrict the query to these domains using site operators." }, "exclude_domains": { "type": "array", "items": { "type": "string" }, "description": "Exclude these domains using -site operators." }, "content_chars": { "type": "integer", "minimum": 120, "maximum": 2000, "description": "Maximum characters kept per result snippet." }, "max_total_content_chars": { "type": "integer", "minimum": 300, "maximum": 12000, "description": "Maximum total snippet characters across all results." } }, "required": [ "query" ], "additionalProperties": false }, "compact": true, "roles": [ "previous_step", "explicit_selection" ], "role": "previous_step+explicit_selection", "step_ids": [ "S2" ], "step_id": "S2" } ], "retained_tool_instructions": [ { "id": "tavily_search", "description": "Search the web with stronger grounded evidence.", "roles": [ "current_step" ], "step_ids": [ "S1" ], "retained_in_lm_context": true, "note": "Full instruction/schema was sent earlier in this stored HEAVY response chain.", "role": "current_step", "step_id": "S1" } ], "stored_context": { "active": true, "previous_response_id": "resp_e0fbe3bd3d22f850cc804d855672395d3a72595ef506fd7b", "event_chain": true, "retained_tool_instruction_ids": [ "tavily_search" ], "retained_skill_instruction_ids": [ ], "selected_tool_instruction_ids": [ "duckduckgo_search" ], "selected_skill_instruction_ids": [ ] }, "task_memory": { "successful_tool_calls": [ { "tool": "tavily_search", "summary": "Strong coverage from 5 sources.", "arguments_excerpt": "{\"max_results\": 5, \"query\": \"best rated barbers in Marbella Spain reviews and locations\", \"search_depth\": \"advanced\", \"topic\": \"general\"}", "count": 1, "first_seen": "2026-06-21T21:24:57", "last_seen": "2026-06-21T21:24:57" } ] } } ``` #### Raw Output Text Streamed By LM Studio ```text ```json { "schema_version": "zuza_loop_output_v1", "session_headline": "Finding a barber in Marbella", "review": { "summary": "Identified top candidates via Tavily. Now cross-referencing with DuckDuckGo.", "worked": [], "did_not_work": [], "conclusions": [] }, "diary_note": "", "plan_patch": [], "skill_notes": [], "memory_updates": [], "next_action": { "kind": "tool_call", "summary": "Cross-referencing top barber candidates with DuckDuckGo.", "tool_name": "duckduckgo_search", "tool_arguments": { "query": "The Men's Lounge Marbella reviews and Uppercuts Barber Shop Puerto Banús reviews", "topic": "general", "max_results": 5 }, "message_markdown": "I've found a few top contenders like The Men's Lounge and Uppercuts. I'm just going to do a quick cross-check to see if there's any other recent buzz or specific details about them." } } ``` ``` #### Full Parsed Zuza Output Contract ```json { "schema_version": "zuza_loop_output_v1", "session_headline": "Finding a barber in Marbella", "review": { "summary": "Identified top candidates via Tavily. Now cross-referencing with DuckDuckGo.", "worked": [ ], "did_not_work": [ ], "conclusions": [ ] }, "diary_note": "", "plan_patch": [ ], "skill_notes": [ ], "memory_updates": [ ], "next_action": { "kind": "tool_call", "summary": "Cross-referencing top barber candidates with DuckDuckGo.", "tool_name": "duckduckgo_search", "tool_arguments": { "query": "The Men\u0027s Lounge Marbella reviews and Uppercuts Barber Shop Puerto Banús reviews", "topic": "general", "max_results": 5 }, "message_markdown": "I\u0027ve found a few top contenders like The Men\u0027s Lounge and Uppercuts. I\u0027m just going to do a quick cross-check to see if there\u0027s any other recent buzz or specific details about them." } } ``` #### Full Completed LM Studio Response JSON ```json { "id": "resp_aa479e6f793c1eca9c1f1e0cd48f4758404497c0f8107fd7", "object": "response", "created_at": 1782069931, "completed_at": 1782069974, "status": "completed", "incomplete_details": null, "model": "google/gemma-4-26b-a4b", "previous_response_id": "resp_e0fbe3bd3d22f850cc804d855672395d3a72595ef506fd7b", "instructions": null, "output": [ { "id": "msg_tu8pnf6q6qb2hjsm975ia", "type": "message", "status": "completed", "content": [ { "type": "output_text", "text": "```json\n{\n \"schema_version\": \"zuza_loop_output_v1\",\n \"session_headline\": \"Finding a barber in Marbella\",\n \"review\": {\n \"summary\": \"Identified top candidates via Tavily. Now cross-referencing with DuckDuckGo.\",\n \"worked\": [],\n \"did_not_work\": [],\n \"conclusions\": []\n },\n \"diary_note\": \"\",\n \"plan_patch\": [],\n \"skill_notes\": [],\n \"memory_updates\": [],\n \"next_action\": {\n \"kind\": \"tool_call\",\n \"summary\": \"Cross-referencing top barber candidates with DuckDuckGo.\",\n \"tool_name\": \"duckduckgo_search\",\n \"tool_arguments\": {\n \"query\": \"The Men\u0027s Lounge Marbella reviews and Uppercuts Barber Shop Puerto Banús reviews\",\n \"topic\": \"general\",\n \"max_results\": 5\n },\n \"message_markdown\": \"I\u0027ve found a few top contenders like The Men\u0027s Lounge and Uppercuts. I\u0027m just going to do a quick cross-check to see if there\u0027s any other recent buzz or specific details about them.\"\n }\n}\n```", "annotations": [ ], "logprobs": [ ] } ], "role": "assistant" } ], "error": null, "tools": [ ], "tool_choice": "auto", "truncation": "auto", "parallel_tool_calls": true, "text": { "format": { "type": "text" } }, "top_p": 0.95, "presence_penalty": 0, "frequency_penalty": 1.1, "top_logprobs": 0, "temperature": 0.8, "reasoning": { "summary": null, "effort": "high" }, "usage": { "input_tokens": 36908, "output_tokens": 288, "total_tokens": 37196, "input_tokens_details": { "cached_tokens": 16252 }, "output_tokens_details": { "reasoning_tokens": 0 } }, "max_output_tokens": null, "max_tool_calls": null, "store": true, "background": false, "service_tier": "default", "metadata": { }, "safety_identifier": null, "prompt_cache_key": null } ``` #### Full Tool Result Captured After This Pass ```json { "ok": true, "tool": "duckduckgo_search", "query": "The Men\u0027s Lounge Marbella reviews and Uppercuts Barber Shop Puerto Banús reviews", "effective_query": "The Men\u0027s Lounge Marbella reviews and Uppercuts Barber Shop Puerto Banús reviews", "topic": "general", "backend": "auto", "results": [ { "title": "The Men\u0027s Lounge", "url": "https://themenslounge.es/", "content": "April 6, 2023 - Style BetterStay Sharp Make an appointment Barbershop, Spa, Coffee, Lounge HAIRCUTS Book BEARDSTACHE Book FULLSHAVE Book The Men’s Lounge Located at the heart of Puerto Banus Our Location Calle Las Malvas 6 and 7 Marbella, Malaga Next to Hard Rock Hotel Tel: 0034711011202 Instagram Whatsapp ..." }, { "title": "The Men\u0027s Lounge Marbella - C. las Malvas, Calle las Malvas 6 - Marbella | Fresha", "url": "https://www.fresha.com/a/the-mens-lounge-marbella-marbella-c-las-malvas-calle-las-malvas-6-k2dyc2ii", "content": "Located in the heart of Marbella, Puerto Banus, our premier barber shop, spa, and coffee lounge offers a luxurious blend of classic elegance and modern indulgence. Our chic and contemporary space is designed for an upscale experience, where ..." }, { "title": "The Mens Lounge Marbella - ilovit", "url": "https://ilovit.com/listing/the-mens-lounge-marbella/", "content": "March 13, 2026 - Experience the pinnacle of male ... offers much more than a standard haircut; it is a sophisticated sanctuary combining a world-class barber shop, a rejuvenating spa, and a chic ......" }, { "title": "The Mens Lounge Marbella - Marbella, Málaga - Belleza y Bienestar", "url": "https://bellecenter.es/the-mens-lounge-marbella/", "content": "May 16, 2025 - Wonderful people, very friendly and professional. ... Best haircut I’ve had in a long time. Professional, super friendly/nice and his attention to detail and skill is perfect. ... I came to Puerto Banus on 2 week vacation from the middle east, ..." }, { "title": "Uppercuts Barbershop Puerto Banus - Calle Jesus Puente 19-2 - Marbella | Fresha", "url": "https://www.fresha.com/a/uppercuts-barbershop-puerto-banus-marbella-calle-jesus-puente-o9zu4h4s", "content": "With a keen focus on delivering high-quality cuts and personalized service, the barbers ensure you leave feeling fresh, confident, and satisfied. Whether you\u0027re after a classic trim or a bold new style, Uppercuts guarantees top-tier service ..." } ], "sources": [ "https://themenslounge.es/", "https://www.fresha.com/a/the-mens-lounge-marbella-marbella-c-las-malvas-calle-las-malvas-6-k2dyc2ii", "https://ilovit.com/listing/the-mens-lounge-marbella/", "https://bellecenter.es/the-mens-lounge-marbella/", "https://www.fresha.com/a/uppercuts-barbershop-puerto-banus-marbella-calle-jesus-puente-o9zu4h4s" ], "source_details": [ { "title": "The Men\u0027s Lounge", "url": "https://themenslounge.es/" }, { "title": "The Men\u0027s Lounge Marbella - C. las Malvas, Calle las Malvas 6 - Marbella | Fresha", "url": "https://www.fresha.com/a/the-mens-lounge-marbella-marbella-c-las-malvas-calle-las-malvas-6-k2dyc2ii" }, { "title": "The Mens Lounge Marbella - ilovit", "url": "https://ilovit.com/listing/the-mens-lounge-marbella/" }, { "title": "The Mens Lounge Marbella - Marbella, Málaga - Belleza y Bienestar", "url": "https://bellecenter.es/the-mens-lounge-marbella/" }, { "title": "Uppercuts Barbershop Puerto Banus - Calle Jesus Puente 19-2 - Marbella | Fresha", "url": "https://www.fresha.com/a/uppercuts-barbershop-puerto-banus-marbella-calle-jesus-puente-o9zu4h4s" } ], "assessment": { "coverage": "strong", "source_count": 5, "distinct_domains": 4, "has_dates": false, "evidence_note": "Multiple sources were found across different domains." }, "truthfulness_note": "Cross-checked against 5 sources from 4 domains.", "_zuza_action_fingerprint": "0b0767debafb00f75214c41a0880c796f673cfb064ff3e0c91dc44e18839e810", "_zuza_action_tool": "duckduckgo_search", "_zuza_action_kind": "tool_call", "_zuza_pass_id": 460 } ``` --- ## Pass 5 - tool_result
What this pass is: zuza_heavy_event_v1 / tool_result. Next action was tool_call with tool playwright_browser.
Request shape: store=True, previous_response_id=present, instruction chars=0, input chars=5416, raw output chars=1262.
Growth: appended approx 6678 chars this pass (-1396 vs previous pass append); cumulative local request/output chars through this pass approx 53770. LM Studio usage input=73710 (+36802), cached=34788 (+18536), uncached=38922 (+18266).
Included in the model input contract:
Why these fields are included: task/plan/last_output keep the loop grounded; selected_tool_instructions contain contracts needed for the current step; retained_tool_instructions are lightweight stubs for contracts already sent earlier in this stored chain; task_memory carries short-term execution lessons; previous_response_id asks LM Studio to continue the stored chain instead of resending the whole prior request body.
#### Full LM Studio Request Payload ```json { "model": "google/gemma-4-26b-a4b", "input": "{\"packet_type\": \"zuza_heavy_event_v1\", \"event_kind\": \"tool_result\", \"event_note\": \"Stored HEAVY continuation event. Earlier static instructions, catalogs, prior plan, prior model outputs, and previously loaded contracts are retained in the response chain; this packet only appends new external/runtime state.\", \"loop_state\": {\"pass_index\": 5, \"is_first_pass\": false, \"has_new_user_message_since_last_pass\": false}, \"task\": {\"id\": 99, \"session_headline\": \"Finding a barber in Marbella\"}, \"plan_status\": {\"steps\": [{\"step_id\": \"S1\", \"title\": \"S1\", \"description\": \"Search for highly-rated barbers in Marbella using `tavily_search` to gather a list of candidates and general reviews.\", \"status\": \"planned\", \"tools\": [\"tavily_search\"]}, {\"step_id\": \"S2\", \"title\": \"S2\", \"description\": \"Cross-reference findings with `duckduckgo_search` to ensure accuracy and check for recent mentions or social media popularity.\", \"status\": \"planned\", \"tools\": [\"duckduckgo_search\"]}, {\"step_id\": \"S3\", \"title\": \"S3\", \"description\": \"Use `playwright_browser` to visit the websites of the top candidates to check specific services, pricing, and booking options.\", \"status\": \"planned\", \"tools\": [\"playwright_browser\"]}, {\"step_id\": \"S4\", \"title\": \"S4\", \"description\": \"Compile a summary of the best options including name, rating, specialty (e.g., fades, beard grooming), and how to book.\", \"status\": \"planned\"}], \"current_step_id\": \"S1\", \"total_step_count\": 4, \"omitted_step_count\": 0}, \"last_output\": {\"previous_action\": {\"kind\": \"tool_call\", \"summary\": \"Cross-referencing top barber candidates with DuckDuckGo.\", \"tool_name\": \"duckduckgo_search\", \"tool_arguments\": {\"query\": \"The Men\u0027s Lounge Marbella reviews and Uppercuts Barber Shop Puerto Banús reviews\", \"topic\": \"general\", \"max_results\": 5}, \"message_markdown\": \"I\u0027ve found a few top contenders like The Men\u0027s Lounge and Uppercuts. I\u0027m just going to do a quick cross-check to see if there\u0027s any other recent buzz or specific details about them.\"}, \"previous_output\": {\"kind\": \"tool_result\", \"summary\": \"Cross-referencing top barber candidates with DuckDuckGo.\", \"tool_name\": \"duckduckgo_search\", \"tool_arguments\": {\"query\": \"The Men\u0027s Lounge Marbella reviews and Uppercuts Barber Shop Puerto Banús reviews\", \"topic\": \"general\", \"max_results\": 5}, \"status\": \"completed\", \"tool_result\": {\"ok\": true, \"tool\": \"duckduckgo_search\", \"summary\": \"Strong coverage from 5 sources.\", \"sources\": [\"https://themenslounge.es/\", \"https://www.fresha.com/a/the-mens-lounge-marbella-marbella-c-las-malvas-calle-las-malvas-6-k2dyc2ii\", \"https://ilovit.com/listing/the-mens-lounge-marbella/\", \"https://bellecenter.es/the-mens-lounge-marbella/\", \"https://www.fresha.com/a/uppercuts-barbershop-puerto-banus-marbella-calle-jesus-puente-o9zu4h4s\"], \"source_details\": [{\"title\": \"The Men\u0027s Lounge\", \"url\": \"https://themenslounge.es/\"}, {\"title\": \"The Men\u0027s Lounge Marbella - C. las Malvas, Calle las Malvas 6 - Marbella | Fresha\", \"url\": \"https://www.fresha.com/a/the-mens-lounge-marbella-marbella-c-las-malvas-calle-las-malvas-6-k2dyc2ii\"}, {\"title\": \"The Mens Lounge Marbella - ilovit\", \"url\": \"https://ilovit.com/listing/the-mens-lounge-marbella/\"}, {\"title\": \"The Mens Lounge Marbella - Marbella, Málaga - Belleza y Bienestar\", \"url\": \"https://bellecenter.es/the-mens-lounge-marbella/\"}, {\"title\": \"Uppercuts Barbershop Puerto Banus - Calle Jesus Puente 19-2 - Marbella | Fresha\", \"url\": \"https://www.fresha.com/a/uppercuts-barbershop-puerto-banus-marbella-calle-jesus-puente-o9zu4h4s\"}], \"assessment\": {\"coverage\": \"strong\", \"source_count\": 5, \"distinct_domains\": 4, \"has_dates\": false, \"evidence_note\": \"Multiple sources were found across different domains.\"}, \"truthfulness_note\": \"Cross-checked against 5 sources from 4 domains.\"}}}, \"retained_tool_instructions\": [{\"id\": \"tavily_search\", \"description\": \"Search the web with stronger grounded evidence.\", \"roles\": [\"current_step\"], \"step_ids\": [\"S1\"], \"retained_in_lm_context\": true, \"note\": \"Full instruction/schema was sent earlier in this stored HEAVY response chain.\", \"role\": \"current_step\", \"step_id\": \"S1\"}, {\"id\": \"duckduckgo_search\", \"description\": \"Search the public web and news quickly.\", \"roles\": [\"previous_step\"], \"step_ids\": [\"S2\"], \"retained_in_lm_context\": true, \"note\": \"Full instruction/schema was sent earlier in this stored HEAVY response chain.\", \"role\": \"previous_step\", \"step_id\": \"S2\"}], \"stored_context\": {\"active\": true, \"previous_response_id\": \"resp_aa479e6f793c1eca9c1f1e0cd48f4758404497c0f8107fd7\", \"event_chain\": true, \"retained_tool_instruction_ids\": [\"tavily_search\", \"duckduckgo_search\"], \"retained_skill_instruction_ids\": [], \"selected_tool_instruction_ids\": [], \"selected_skill_instruction_ids\": []}, \"task_memory\": {\"successful_tool_calls\": [{\"tool\": \"tavily_search\", \"summary\": \"Strong coverage from 5 sources.\", \"arguments_excerpt\": \"{\\\"max_results\\\": 5, \\\"query\\\": \\\"best rated barbers in Marbella Spain reviews and locations\\\", \\\"search_depth\\\": \\\"advanced\\\", \\\"topic\\\": \\\"general\\\"}\", \"count\": 1, \"first_seen\": \"2026-06-21T21:24:57\", \"last_seen\": \"2026-06-21T21:24:57\"}, {\"tool\": \"duckduckgo_search\", \"summary\": \"Strong coverage from 5 sources.\", \"arguments_excerpt\": \"{\\\"max_results\\\": 5, \\\"query\\\": \\\"The Men\u0027s Lounge Marbella reviews and Uppercuts Barber Shop Puerto Banús reviews\\\", \\\"topic\\\": \\\"general\\\"}\", \"count\": 1, \"first_seen\": \"2026-06-21T21:26:16\", \"last_seen\": \"2026-06-21T21:26:16\"}]}}", "stream": true, "store": true, "parallel_tool_calls": false, "temperature": 0.8, "text": { "format": { "type": "json_object" } }, "previous_response_id": "resp_aa479e6f793c1eca9c1f1e0cd48f4758404497c0f8107fd7", "reasoning": { "effort": "high" } } ``` #### Full Input Contract Sent As request.input ```json { "packet_type": "zuza_heavy_event_v1", "event_kind": "tool_result", "event_note": "Stored HEAVY continuation event. Earlier static instructions, catalogs, prior plan, prior model outputs, and previously loaded contracts are retained in the response chain; this packet only appends new external/runtime state.", "loop_state": { "pass_index": 5, "is_first_pass": false, "has_new_user_message_since_last_pass": false }, "task": { "id": 99, "session_headline": "Finding a barber in Marbella" }, "plan_status": { "steps": [ { "step_id": "S1", "title": "S1", "description": "Search for highly-rated barbers in Marbella using `tavily_search` to gather a list of candidates and general reviews.", "status": "planned", "tools": [ "tavily_search" ] }, { "step_id": "S2", "title": "S2", "description": "Cross-reference findings with `duckduckgo_search` to ensure accuracy and check for recent mentions or social media popularity.", "status": "planned", "tools": [ "duckduckgo_search" ] }, { "step_id": "S3", "title": "S3", "description": "Use `playwright_browser` to visit the websites of the top candidates to check specific services, pricing, and booking options.", "status": "planned", "tools": [ "playwright_browser" ] }, { "step_id": "S4", "title": "S4", "description": "Compile a summary of the best options including name, rating, specialty (e.g., fades, beard grooming), and how to book.", "status": "planned" } ], "current_step_id": "S1", "total_step_count": 4, "omitted_step_count": 0 }, "last_output": { "previous_action": { "kind": "tool_call", "summary": "Cross-referencing top barber candidates with DuckDuckGo.", "tool_name": "duckduckgo_search", "tool_arguments": { "query": "The Men\u0027s Lounge Marbella reviews and Uppercuts Barber Shop Puerto Banús reviews", "topic": "general", "max_results": 5 }, "message_markdown": "I\u0027ve found a few top contenders like The Men\u0027s Lounge and Uppercuts. I\u0027m just going to do a quick cross-check to see if there\u0027s any other recent buzz or specific details about them." }, "previous_output": { "kind": "tool_result", "summary": "Cross-referencing top barber candidates with DuckDuckGo.", "tool_name": "duckduckgo_search", "tool_arguments": { "query": "The Men\u0027s Lounge Marbella reviews and Uppercuts Barber Shop Puerto Banús reviews", "topic": "general", "max_results": 5 }, "status": "completed", "tool_result": { "ok": true, "tool": "duckduckgo_search", "summary": "Strong coverage from 5 sources.", "sources": [ "https://themenslounge.es/", "https://www.fresha.com/a/the-mens-lounge-marbella-marbella-c-las-malvas-calle-las-malvas-6-k2dyc2ii", "https://ilovit.com/listing/the-mens-lounge-marbella/", "https://bellecenter.es/the-mens-lounge-marbella/", "https://www.fresha.com/a/uppercuts-barbershop-puerto-banus-marbella-calle-jesus-puente-o9zu4h4s" ], "source_details": [ { "title": "The Men\u0027s Lounge", "url": "https://themenslounge.es/" }, { "title": "The Men\u0027s Lounge Marbella - C. las Malvas, Calle las Malvas 6 - Marbella | Fresha", "url": "https://www.fresha.com/a/the-mens-lounge-marbella-marbella-c-las-malvas-calle-las-malvas-6-k2dyc2ii" }, { "title": "The Mens Lounge Marbella - ilovit", "url": "https://ilovit.com/listing/the-mens-lounge-marbella/" }, { "title": "The Mens Lounge Marbella - Marbella, Málaga - Belleza y Bienestar", "url": "https://bellecenter.es/the-mens-lounge-marbella/" }, { "title": "Uppercuts Barbershop Puerto Banus - Calle Jesus Puente 19-2 - Marbella | Fresha", "url": "https://www.fresha.com/a/uppercuts-barbershop-puerto-banus-marbella-calle-jesus-puente-o9zu4h4s" } ], "assessment": { "coverage": "strong", "source_count": 5, "distinct_domains": 4, "has_dates": false, "evidence_note": "Multiple sources were found across different domains." }, "truthfulness_note": "Cross-checked against 5 sources from 4 domains." } } }, "retained_tool_instructions": [ { "id": "tavily_search", "description": "Search the web with stronger grounded evidence.", "roles": [ "current_step" ], "step_ids": [ "S1" ], "retained_in_lm_context": true, "note": "Full instruction/schema was sent earlier in this stored HEAVY response chain.", "role": "current_step", "step_id": "S1" }, { "id": "duckduckgo_search", "description": "Search the public web and news quickly.", "roles": [ "previous_step" ], "step_ids": [ "S2" ], "retained_in_lm_context": true, "note": "Full instruction/schema was sent earlier in this stored HEAVY response chain.", "role": "previous_step", "step_id": "S2" } ], "stored_context": { "active": true, "previous_response_id": "resp_aa479e6f793c1eca9c1f1e0cd48f4758404497c0f8107fd7", "event_chain": true, "retained_tool_instruction_ids": [ "tavily_search", "duckduckgo_search" ], "retained_skill_instruction_ids": [ ], "selected_tool_instruction_ids": [ ], "selected_skill_instruction_ids": [ ] }, "task_memory": { "successful_tool_calls": [ { "tool": "tavily_search", "summary": "Strong coverage from 5 sources.", "arguments_excerpt": "{\"max_results\": 5, \"query\": \"best rated barbers in Marbella Spain reviews and locations\", \"search_depth\": \"advanced\", \"topic\": \"general\"}", "count": 1, "first_seen": "2026-06-21T21:24:57", "last_seen": "2026-06-21T21:24:57" }, { "tool": "duckduckgo_search", "summary": "Strong coverage from 5 sources.", "arguments_excerpt": "{\"max_results\": 5, \"query\": \"The Men\u0027s Lounge Marbella reviews and Uppercuts Barber Shop Puerto Banús reviews\", \"topic\": \"general\"}", "count": 1, "first_seen": "2026-06-21T21:26:16", "last_seen": "2026-06-21T21:26:16" } ] } } ``` #### Raw Output Text Streamed By LM Studio ```text ```json { "schema_version": "zuza_loop_output_v1", "session_headline": "Finding a barber in Marbella", "review": { "summary": "Confirmed top candidates: The Men's Lounge and Uppercuts Barbershop. They have strong online presences on Fresha and their own websites.", "worked": [ "tavily_search", "duckduckgo_search" ], "did_not_work": [], "conclusions": [] }, "diary_note": "The search confirmed The Men's Lounge and Uppercuts are very prominent. I have their Fresha links and official sites, which will make checking services/prices in the next step much easier.", "plan_patch": [], "skill_notes": [], "memory_updates": [], "next_action": { "kind": "tool_call", "summary": "Visiting candidate websites to check services and pricing.", "tool_name": "playwright_browser", "tool_arguments": { "operations": [ { "action": "get_page_state", "max_chars": 1200 }, { "action": "navigate", "url": "https://themenslounge.es/" } ] }, "message_markdown": "I've narrowed it down to a couple of top-rated spots. I'm going to check their websites now to see what services they offer and how much they charge." } } ``` ``` #### Full Parsed Zuza Output Contract ```json { "schema_version": "zuza_loop_output_v1", "session_headline": "Finding a barber in Marbella", "review": { "summary": "Confirmed top candidates: The Men\u0027s Lounge and Uppercuts Barbershop. They have strong online presences on Fresha and their own websites.", "worked": [ "tavily_search", "duckduckgo_search" ], "did_not_work": [ ], "conclusions": [ ] }, "diary_note": "The search confirmed The Men\u0027s Lounge and Uppercuts are very prominent. I have their Fresha links and official sites, which will make checking services/prices in the next step much easier.", "plan_patch": [ ], "skill_notes": [ ], "memory_updates": [ ], "next_action": { "kind": "tool_call", "summary": "Visiting candidate websites to check services and pricing.", "tool_name": "playwright_browser", "tool_arguments": { "operations": [ { "action": "get_page_state", "max_chars": 1200 }, { "action": "navigate", "url": "https://themenslounge.es/" } ] }, "message_markdown": "I\u0027ve narrowed it down to a couple of top-rated spots. I\u0027m going to check their websites now to see what services they offer and how much they charge." } } ``` #### Full Completed LM Studio Response JSON ```json { "id": "resp_33434a0c006e740d82a523e7b2c0807e1a5132171a8c5099", "object": "response", "created_at": 1782069976, "completed_at": 1782070077, "status": "completed", "incomplete_details": null, "model": "google/gemma-4-26b-a4b", "previous_response_id": "resp_aa479e6f793c1eca9c1f1e0cd48f4758404497c0f8107fd7", "instructions": null, "output": [ { "id": "msg_sl2080ruojhi1bsv2oavj", "type": "message", "status": "completed", "content": [ { "type": "output_text", "text": "```json\n{\n \"schema_version\": \"zuza_loop_output_v1\",\n \"session_headline\": \"Finding a barber in Marbella\",\n \"review\": {\n \"summary\": \"Confirmed top candidates: The Men\u0027s Lounge and Uppercuts Barbershop. They have strong online presences on Fresha and their own websites.\",\n \"worked\": [\n \"tavily_search\",\n \"duckduckgo_search\"\n ],\n \"did_not_work\": [],\n \"conclusions\": []\n },\n \"diary_note\": \"The search confirmed The Men\u0027s Lounge and Uppercuts are very prominent. I have their Fresha links and official sites, which will make checking services/prices in the next step much easier.\",\n \"plan_patch\": [],\n \"skill_notes\": [],\n \"memory_updates\": [],\n \"next_action\": {\n \"kind\": \"tool_call\",\n \"summary\": \"Visiting candidate websites to check services and pricing.\",\n \"tool_name\": \"playwright_browser\",\n \"tool_arguments\": {\n \"operations\": [\n {\n \"action\": \"get_page_state\",\n \"max_chars\": 1200\n },\n {\n \"action\": \"navigate\",\n \"url\": \"https://themenslounge.es/\"\n }\n ]\n },\n \"message_markdown\": \"I\u0027ve narrowed it down to a couple of top-rated spots. I\u0027m going to check their websites now to see what services they offer and how much they charge.\"\n }\n}\n```", "annotations": [ ], "logprobs": [ ] } ], "role": "assistant" } ], "error": null, "tools": [ ], "tool_choice": "auto", "truncation": "auto", "parallel_tool_calls": true, "text": { "format": { "type": "text" } }, "top_p": 0.95, "presence_penalty": 0, "frequency_penalty": 1.1, "top_logprobs": 0, "temperature": 0.8, "reasoning": { "summary": null, "effort": "high" }, "usage": { "input_tokens": 73710, "output_tokens": 374, "total_tokens": 74084, "input_tokens_details": { "cached_tokens": 34788 }, "output_tokens_details": { "reasoning_tokens": 0 } }, "max_output_tokens": null, "max_tool_calls": null, "store": true, "background": false, "service_tier": "default", "metadata": { }, "safety_identifier": null, "prompt_cache_key": null } ``` --- ## Pass 6 - contracts_loaded
What this pass is: zuza_heavy_event_v1 / contracts_loaded. Next action was tool_call with tool playwright_browser.
Request shape: store=True, previous_response_id=present, instruction chars=0, input chars=8740, raw output chars=1203.
Growth: appended approx 9943 chars this pass (+3265 vs previous pass append); cumulative local request/output chars through this pass approx 63713. LM Studio usage input=148625 (+74915), cached=71984 (+37196), uncached=76641 (+37719).
Included in the model input contract:
Why these fields are included: task/plan/last_output keep the loop grounded; selected_tool_instructions contain contracts needed for the current step; retained_tool_instructions are lightweight stubs for contracts already sent earlier in this stored chain; task_memory carries short-term execution lessons; previous_response_id asks LM Studio to continue the stored chain instead of resending the whole prior request body.
#### Full LM Studio Request Payload ```json { "model": "google/gemma-4-26b-a4b", "input": "{\"packet_type\": \"zuza_heavy_event_v1\", \"event_kind\": \"contracts_loaded\", \"event_note\": \"Stored HEAVY continuation event. Earlier static instructions, catalogs, prior plan, prior model outputs, and previously loaded contracts are retained in the response chain; this packet only appends new external/runtime state.\", \"loop_state\": {\"pass_index\": 6, \"is_first_pass\": false, \"has_new_user_message_since_last_pass\": false}, \"task\": {\"id\": 99, \"session_headline\": \"Finding a barber in Marbella\"}, \"plan_status\": {\"steps\": [{\"step_id\": \"S1\", \"title\": \"S1\", \"description\": \"Search for highly-rated barbers in Marbella using `tavily_search` to gather a list of candidates and general reviews.\", \"status\": \"planned\", \"tools\": [\"tavily_search\"]}, {\"step_id\": \"S3\", \"title\": \"S3\", \"description\": \"Use `playwright_browser` to visit the websites of the top candidates to check specific services, pricing, and booking options.\", \"status\": \"planned\", \"tools\": [\"playwright_browser\"]}, {\"step_id\": \"S2\", \"title\": \"S2\", \"description\": \"Cross-reference findings with `duckduckgo_search` to ensure accuracy and check for recent mentions or social media popularity.\", \"status\": \"planned\", \"tools\": [\"duckduckgo_search\"]}, {\"step_id\": \"S4\", \"title\": \"S4\", \"description\": \"Compile a summary of the best options including name, rating, specialty (e.g., fades, beard grooming), and how to book.\", \"status\": \"planned\"}], \"current_step_id\": \"S1\", \"total_step_count\": 4, \"omitted_step_count\": 0}, \"last_output\": {\"previous_action\": {\"kind\": \"tool_call\", \"summary\": \"Visiting candidate websites to check services and pricing.\", \"tool_name\": \"playwright_browser\", \"tool_arguments\": {\"operations\": [{\"action\": \"get_page_state\", \"max_chars\": 1200}, {\"action\": \"navigate\", \"url\": \"https://themenslounge.es/\"}]}, \"message_markdown\": \"I\u0027ve narrowed it down to a couple of top-rated spots. I\u0027m going to check their websites now to see what services they offer and how much they charge.\"}, \"previous_output\": {\"kind\": \"tool_contract_selected\", \"summary\": \"Visiting candidate websites to check services and pricing.\", \"tool_name\": \"playwright_browser\", \"tool_arguments\": {\"operations\": [{\"action\": \"get_page_state\", \"max_chars\": 1200}, {\"action\": \"navigate\", \"url\": \"https://themenslounge.es/\"}]}, \"status\": \"instruction_ready\", \"tool_result\": null, \"note\": \"No tool execution has happened yet. The selected tool instruction and schema are now available in selected_tool_instructions.\"}}, \"selected_tool_instructions\": [{\"id\": \"playwright_browser\", \"emoji\": \"🌐\", \"description\": \"Automate live websites with a real browser.\", \"instruction\": \"Use this browser tool for live website navigation and page inspection.\\n\\nAlways call it with a root object containing `operations`; never use top-level\\n`url` or top-level `action`.\\n\\nValid minimal patterns:\\n- Open and read: `{\\\"operations\\\":[{\\\"action\\\":\\\"goto\\\",\\\"url\\\":\\\"https://...\\\"},{\\\"action\\\":\\\"extract_text\\\",\\\"max_chars\\\":4000}]}`\\n- Inspect current page: `{\\\"operations\\\":[{\\\"action\\\":\\\"get_page_state\\\",\\\"max_chars\\\":1500}]}`\\n- Find controls: `{\\\"operations\\\":[{\\\"action\\\":\\\"query_elements\\\",\\\"selector\\\":\\\"button,input,a\\\",\\\"max_elements\\\":20,\\\"visible_only\\\":true}]}`\\n- Click semantic control: `{\\\"operations\\\":[{\\\"action\\\":\\\"click\\\",\\\"role\\\":\\\"button\\\",\\\"name\\\":\\\"Search\\\",\\\"exact\\\":true}]}`\\n- Search/form entry: use `focus` or `fill`, then `press` with `key:\\\"Enter\\\"`.\\n- Scroll: `{\\\"action\\\":\\\"scroll\\\",\\\"y\\\":900}` or `{\\\"action\\\":\\\"scroll\\\",\\\"y\\\":-900}`.\\n- Persistent visual evidence: explicit `screenshot` action with a workspace path.\\n\\nUse the same `session_id` across related browser calls when continuing a page\\nflow. Reassess with `get_page_state`, `query_elements`, `list_tabs`, or\\n`screenshot` before acting if the current page state is uncertain.\\n\\nPrefer text/DOM state first. Request screenshots only for visual-only controls,\\nambiguous repeated elements, canvas-like UIs, blocked locators, or when the user\\nasked for visual evidence. Do not request transient `observation_screenshot`\\nunless text/DOM state is insufficient.\\n\\nLocator priority:\\n1. `role` + `name`\\n2. `label`\\n3. `placeholder`\\n4. `text`\\n5. `selector`\\n6. `xpath` only as a fallback\\n\\nFor repeated matches, first call `query_elements` and then reuse the same\\nlocator family with `nth`, or use returned `bounding_box.center_x/center_y` with\\n`mouse_click` only when a visual click is clearly safer.\\n\\nAvoid popups, ads, fake download buttons, unrelated redirects, notification\\nprompts, newsletter modals, and cookie banners when they block the real content.\\nReject or necessary-only cookies when practical.\\n\\nIf extracted text or HTML is truncated and a `text_path` or `html_path` is\\nreturned, do not repeat the same broad extraction. Use a narrower locator or\\nread/search the saved artifact with another suitable tool.\\n\\nKeep each call bounded: navigate or inspect one small slice, observe the result,\\nthen decide the next step from the returned page state.\", \"schema\": {\"type\": \"object\", \"required\": [\"operations\"], \"additionalProperties\": false, \"truncated\": true, \"note\": \"Schema compacted for this loop pass. Use the tool instruction examples and avoid unlisted fields.\", \"properties\": {\"session_id\": {\"type\": \"string\", \"description\": \"Stable browser session identifier used across related calls.\"}, \"headless\": {\"type\": \"boolean\", \"description\": \"Whether to run the browser headless. Defaults to false.\"}, \"slow_mo_ms\": {\"type\": \"integer\", \"description\": \"Optional Playwright slow-motion delay in milliseconds.\", \"minimum\": 0, \"maximum\": 3000}, \"default_timeout_ms\": {\"type\": \"integer\", \"minimum\": 1000, \"maximum\": 120000}, \"navigation_timeout_ms\": {\"type\": \"integer\", \"minimum\": 1000, \"maximum\": 180000}, \"timeout_seconds\": {\"type\": \"integer\", \"description\": \"Tool subprocess timeout override.\", \"minimum\": 5, \"maximum\": 300}, \"reset_session\": {\"type\": \"boolean\"}, \"cleanup_session\": {\"type\": \"boolean\"}, \"restore_last_url\": {\"type\": \"boolean\"}, \"continue_on_error\": {\"type\": \"boolean\"}, \"observation_screenshot\": {\"type\": \"boolean\", \"description\": \"Capture and return a transient viewport screenshot after the call. Defaults to false; prefer text/page state unless visual inspection is needed.\"}, \"locale\": {\"type\": \"string\"}, \"timezone_id\": {\"type\": \"string\"}, \"user_agent\": {\"type\": \"string\"}, \"start_url\": {\"type\": \"string\"}, \"operations\": {\"type\": \"array\", \"items\": {\"type\": \"object\", \"required\": [\"action\"], \"allowed_fields\": [\"action\", \"url\", \"selector\", \"xpath\", \"role\", \"name\", \"label\", \"placeholder\", \"text\", \"alt_text\", \"title\", \"test_id\", \"nth\", \"tab_index\", \"value\", \"key\", \"path\", \"paths\", \"full_page\", \"max_chars\", \"max_elements\", \"timeout_ms\", \"state\", \"wait_until\", \"exact\", \"force\", \"visible_only\", \"delay_ms\", \"settle_ms\", \"x\", \"y\", \"direction\", \"button\", \"click_count\", \"position\"], \"actions\": [\"goto\", \"click\", \"mouse_click\", \"dblclick\", \"hover\", \"focus\", \"fill\", \"type\", \"press\", \"check\", \"uncheck\", \"select_option\", \"set_files\", \"wait_for_selector\", \"wait_for_load_state\", \"wait_for_timeout\", \"scroll\", \"back\", \"forward\", \"reload\", \"screenshot\", \"extract_text\", \"extract_html\", \"query_elements\", \"get_page_state\", \"new_tab\", \"switch_tab\", \"close_tab\", \"list_tabs\"]}}}}, \"compact\": true, \"roles\": [\"previous_step\", \"explicit_selection\"], \"role\": \"previous_step+explicit_selection\", \"step_ids\": [\"S3\"], \"step_id\": \"S3\"}], \"retained_tool_instructions\": [{\"id\": \"tavily_search\", \"description\": \"Search the web with stronger grounded evidence.\", \"roles\": [\"current_step\"], \"step_ids\": [\"S1\"], \"retained_in_lm_context\": true, \"note\": \"Full instruction/schema was sent earlier in this stored HEAVY response chain.\", \"role\": \"current_step\", \"step_id\": \"S1\"}], \"stored_context\": {\"active\": true, \"previous_response_id\": \"resp_33434a0c006e740d82a523e7b2c0807e1a5132171a8c5099\", \"event_chain\": true, \"retained_tool_instruction_ids\": [\"tavily_search\"], \"retained_skill_instruction_ids\": [], \"selected_tool_instruction_ids\": [\"playwright_browser\"], \"selected_skill_instruction_ids\": []}, \"task_memory\": {\"successful_tool_calls\": [{\"tool\": \"tavily_search\", \"summary\": \"Strong coverage from 5 sources.\", \"arguments_excerpt\": \"{\\\"max_results\\\": 5, \\\"query\\\": \\\"best rated barbers in Marbella Spain reviews and locations\\\", \\\"search_depth\\\": \\\"advanced\\\", \\\"topic\\\": \\\"general\\\"}\", \"count\": 1, \"first_seen\": \"2026-06-21T21:24:57\", \"last_seen\": \"2026-06-21T21:24:57\"}, {\"tool\": \"duckduckgo_search\", \"summary\": \"Strong coverage from 5 sources.\", \"arguments_excerpt\": \"{\\\"max_results\\\": 5, \\\"query\\\": \\\"The Men\u0027s Lounge Marbella reviews and Uppercuts Barber Shop Puerto Banús reviews\\\", \\\"topic\\\": \\\"general\\\"}\", \"count\": 1, \"first_seen\": \"2026-06-21T21:26:16\", \"last_seen\": \"2026-06-21T21:26:16\"}]}}", "stream": true, "store": true, "parallel_tool_calls": false, "temperature": 0.8, "text": { "format": { "type": "json_object" } }, "previous_response_id": "resp_33434a0c006e740d82a523e7b2c0807e1a5132171a8c5099", "reasoning": { "effort": "high" } } ``` #### Full Input Contract Sent As request.input ```json { "packet_type": "zuza_heavy_event_v1", "event_kind": "contracts_loaded", "event_note": "Stored HEAVY continuation event. Earlier static instructions, catalogs, prior plan, prior model outputs, and previously loaded contracts are retained in the response chain; this packet only appends new external/runtime state.", "loop_state": { "pass_index": 6, "is_first_pass": false, "has_new_user_message_since_last_pass": false }, "task": { "id": 99, "session_headline": "Finding a barber in Marbella" }, "plan_status": { "steps": [ { "step_id": "S1", "title": "S1", "description": "Search for highly-rated barbers in Marbella using `tavily_search` to gather a list of candidates and general reviews.", "status": "planned", "tools": [ "tavily_search" ] }, { "step_id": "S3", "title": "S3", "description": "Use `playwright_browser` to visit the websites of the top candidates to check specific services, pricing, and booking options.", "status": "planned", "tools": [ "playwright_browser" ] }, { "step_id": "S2", "title": "S2", "description": "Cross-reference findings with `duckduckgo_search` to ensure accuracy and check for recent mentions or social media popularity.", "status": "planned", "tools": [ "duckduckgo_search" ] }, { "step_id": "S4", "title": "S4", "description": "Compile a summary of the best options including name, rating, specialty (e.g., fades, beard grooming), and how to book.", "status": "planned" } ], "current_step_id": "S1", "total_step_count": 4, "omitted_step_count": 0 }, "last_output": { "previous_action": { "kind": "tool_call", "summary": "Visiting candidate websites to check services and pricing.", "tool_name": "playwright_browser", "tool_arguments": { "operations": [ { "action": "get_page_state", "max_chars": 1200 }, { "action": "navigate", "url": "https://themenslounge.es/" } ] }, "message_markdown": "I\u0027ve narrowed it down to a couple of top-rated spots. I\u0027m going to check their websites now to see what services they offer and how much they charge." }, "previous_output": { "kind": "tool_contract_selected", "summary": "Visiting candidate websites to check services and pricing.", "tool_name": "playwright_browser", "tool_arguments": { "operations": [ { "action": "get_page_state", "max_chars": 1200 }, { "action": "navigate", "url": "https://themenslounge.es/" } ] }, "status": "instruction_ready", "tool_result": null, "note": "No tool execution has happened yet. The selected tool instruction and schema are now available in selected_tool_instructions." } }, "selected_tool_instructions": [ { "id": "playwright_browser", "emoji": "🌐", "description": "Automate live websites with a real browser.", "instruction": "Use this browser tool for live website navigation and page inspection.\n\nAlways call it with a root object containing `operations`; never use top-level\n`url` or top-level `action`.\n\nValid minimal patterns:\n- Open and read: `{\"operations\":[{\"action\":\"goto\",\"url\":\"https://...\"},{\"action\":\"extract_text\",\"max_chars\":4000}]}`\n- Inspect current page: `{\"operations\":[{\"action\":\"get_page_state\",\"max_chars\":1500}]}`\n- Find controls: `{\"operations\":[{\"action\":\"query_elements\",\"selector\":\"button,input,a\",\"max_elements\":20,\"visible_only\":true}]}`\n- Click semantic control: `{\"operations\":[{\"action\":\"click\",\"role\":\"button\",\"name\":\"Search\",\"exact\":true}]}`\n- Search/form entry: use `focus` or `fill`, then `press` with `key:\"Enter\"`.\n- Scroll: `{\"action\":\"scroll\",\"y\":900}` or `{\"action\":\"scroll\",\"y\":-900}`.\n- Persistent visual evidence: explicit `screenshot` action with a workspace path.\n\nUse the same `session_id` across related browser calls when continuing a page\nflow. Reassess with `get_page_state`, `query_elements`, `list_tabs`, or\n`screenshot` before acting if the current page state is uncertain.\n\nPrefer text/DOM state first. Request screenshots only for visual-only controls,\nambiguous repeated elements, canvas-like UIs, blocked locators, or when the user\nasked for visual evidence. Do not request transient `observation_screenshot`\nunless text/DOM state is insufficient.\n\nLocator priority:\n1. `role` + `name`\n2. `label`\n3. `placeholder`\n4. `text`\n5. `selector`\n6. `xpath` only as a fallback\n\nFor repeated matches, first call `query_elements` and then reuse the same\nlocator family with `nth`, or use returned `bounding_box.center_x/center_y` with\n`mouse_click` only when a visual click is clearly safer.\n\nAvoid popups, ads, fake download buttons, unrelated redirects, notification\nprompts, newsletter modals, and cookie banners when they block the real content.\nReject or necessary-only cookies when practical.\n\nIf extracted text or HTML is truncated and a `text_path` or `html_path` is\nreturned, do not repeat the same broad extraction. Use a narrower locator or\nread/search the saved artifact with another suitable tool.\n\nKeep each call bounded: navigate or inspect one small slice, observe the result,\nthen decide the next step from the returned page state.", "schema": { "type": "object", "required": [ "operations" ], "additionalProperties": false, "truncated": true, "note": "Schema compacted for this loop pass. Use the tool instruction examples and avoid unlisted fields.", "properties": { "session_id": { "type": "string", "description": "Stable browser session identifier used across related calls." }, "headless": { "type": "boolean", "description": "Whether to run the browser headless. Defaults to false." }, "slow_mo_ms": { "type": "integer", "description": "Optional Playwright slow-motion delay in milliseconds.", "minimum": 0, "maximum": 3000 }, "default_timeout_ms": { "type": "integer", "minimum": 1000, "maximum": 120000 }, "navigation_timeout_ms": { "type": "integer", "minimum": 1000, "maximum": 180000 }, "timeout_seconds": { "type": "integer", "description": "Tool subprocess timeout override.", "minimum": 5, "maximum": 300 }, "reset_session": { "type": "boolean" }, "cleanup_session": { "type": "boolean" }, "restore_last_url": { "type": "boolean" }, "continue_on_error": { "type": "boolean" }, "observation_screenshot": { "type": "boolean", "description": "Capture and return a transient viewport screenshot after the call. Defaults to false; prefer text/page state unless visual inspection is needed." }, "locale": { "type": "string" }, "timezone_id": { "type": "string" }, "user_agent": { "type": "string" }, "start_url": { "type": "string" }, "operations": { "type": "array", "items": { "type": "object", "required": [ "action" ], "allowed_fields": [ "action", "url", "selector", "xpath", "role", "name", "label", "placeholder", "text", "alt_text", "title", "test_id", "nth", "tab_index", "value", "key", "path", "paths", "full_page", "max_chars", "max_elements", "timeout_ms", "state", "wait_until", "exact", "force", "visible_only", "delay_ms", "settle_ms", "x", "y", "direction", "button", "click_count", "position" ], "actions": [ "goto", "click", "mouse_click", "dblclick", "hover", "focus", "fill", "type", "press", "check", "uncheck", "select_option", "set_files", "wait_for_selector", "wait_for_load_state", "wait_for_timeout", "scroll", "back", "forward", "reload", "screenshot", "extract_text", "extract_html", "query_elements", "get_page_state", "new_tab", "switch_tab", "close_tab", "list_tabs" ] } } } }, "compact": true, "roles": [ "previous_step", "explicit_selection" ], "role": "previous_step+explicit_selection", "step_ids": [ "S3" ], "step_id": "S3" } ], "retained_tool_instructions": [ { "id": "tavily_search", "description": "Search the web with stronger grounded evidence.", "roles": [ "current_step" ], "step_ids": [ "S1" ], "retained_in_lm_context": true, "note": "Full instruction/schema was sent earlier in this stored HEAVY response chain.", "role": "current_step", "step_id": "S1" } ], "stored_context": { "active": true, "previous_response_id": "resp_33434a0c006e740d82a523e7b2c0807e1a5132171a8c5099", "event_chain": true, "retained_tool_instruction_ids": [ "tavily_search" ], "retained_skill_instruction_ids": [ ], "selected_tool_instruction_ids": [ "playwright_browser" ], "selected_skill_instruction_ids": [ ] }, "task_memory": { "successful_tool_calls": [ { "tool": "tavily_search", "summary": "Strong coverage from 5 sources.", "arguments_excerpt": "{\"max_results\": 5, \"query\": \"best rated barbers in Marbella Spain reviews and locations\", \"search_depth\": \"advanced\", \"topic\": \"general\"}", "count": 1, "first_seen": "2026-06-21T21:24:57", "last_seen": "2026-06-21T21:24:57" }, { "tool": "duckduckgo_search", "summary": "Strong coverage from 5 sources.", "arguments_excerpt": "{\"max_results\": 5, \"query\": \"The Men\u0027s Lounge Marbella reviews and Uppercuts Barber Shop Puerto Banús reviews\", \"topic\": \"general\"}", "count": 1, "first_seen": "2026-06-21T21:26:16", "last_seen": "2026-06-21T21:26:16" } ] } } ``` #### Raw Output Text Streamed By LM Studio ```text ```json { "schema_version": "zuza_loop_output_v1", "session_headline": "Finding a barber in Marbella", "review": { "summary": "Identified top candidates: The Men's Lounge and Uppercuts Barber Shop. Now inspecting The Men's Lounge website for services and pricing.", "worked": [ "tavily_search", "duckduckgo_search" ], "did_not_work": [], "conclusions": [] }, "diary_note": "Search results confirm The Men's Lounge and Uppercuts as top options. I am now using the browser to get specific service details from The Men's Lounge website.", "plan_patch": [], "skill_notes": [], "memory_updates": [], "next_action": { "kind": "tool_call", "summary": "Visiting The Men's Lounge website to extract services and pricing.", "tool_name": "playwright_browser", "tool_arguments": { "operations": [ { "action": "goto", "url": "https://themenslounge.es/" }, { "action": "extract_text", "max_chars": 4000 } ] }, "message_markdown": "I'm checking out The Men's Lounge website now to see what kind of services they offer and what their prices are like." } } ``` ``` #### Full Parsed Zuza Output Contract ```json { "schema_version": "zuza_loop_output_v1", "session_headline": "Finding a barber in Marbella", "review": { "summary": "Identified top candidates: The Men\u0027s Lounge and Uppercuts Barber Shop. Now inspecting The Men\u0027s Lounge website for services and pricing.", "worked": [ "tavily_search", "duckduckgo_search" ], "did_not_work": [ ], "conclusions": [ ] }, "diary_note": "Search results confirm The Men\u0027s Lounge and Uppercuts as top options. I am now using the browser to get specific service details from The Men\u0027s Lounge website.", "plan_patch": [ ], "skill_notes": [ ], "memory_updates": [ ], "next_action": { "kind": "tool_call", "summary": "Visiting The Men\u0027s Lounge website to extract services and pricing.", "tool_name": "playwright_browser", "tool_arguments": { "operations": [ { "action": "goto", "url": "https://themenslounge.es/" }, { "action": "extract_text", "max_chars": 4000 } ] }, "message_markdown": "I\u0027m checking out The Men\u0027s Lounge website now to see what kind of services they offer and what their prices are like." } } ``` #### Full Completed LM Studio Response JSON ```json { "id": "resp_60b5baeb46b430711a5805764534a3703bac13e1e13e55d6", "object": "response", "created_at": 1782070077, "completed_at": 1782070364, "status": "completed", "incomplete_details": null, "model": "google/gemma-4-26b-a4b", "previous_response_id": "resp_33434a0c006e740d82a523e7b2c0807e1a5132171a8c5099", "instructions": null, "output": [ { "id": "msg_q6y87ns7x2f6vhkt6c9n", "type": "message", "status": "completed", "content": [ { "type": "output_text", "text": "```json\n{\n \"schema_version\": \"zuza_loop_output_v1\",\n \"session_headline\": \"Finding a barber in Marbella\",\n \"review\": {\n \"summary\": \"Identified top candidates: The Men\u0027s Lounge and Uppercuts Barber Shop. Now inspecting The Men\u0027s Lounge website for services and pricing.\",\n \"worked\": [\n \"tavily_search\",\n \"duckduckgo_search\"\n ],\n \"did_not_work\": [],\n \"conclusions\": []\n },\n \"diary_note\": \"Search results confirm The Men\u0027s Lounge and Uppercuts as top options. I am now using the browser to get specific service details from The Men\u0027s Lounge website.\",\n \"plan_patch\": [],\n \"skill_notes\": [],\n \"memory_updates\": [],\n \"next_action\": {\n \"kind\": \"tool_call\",\n \"summary\": \"Visiting The Men\u0027s Lounge website to extract services and pricing.\",\n \"tool_name\": \"playwright_browser\",\n \"tool_arguments\": {\n \"operations\": [\n {\n \"action\": \"goto\",\n \"url\": \"https://themenslounge.es/\"\n },\n {\n \"action\": \"extract_text\",\n \"max_chars\": 4000\n }\n ]\n },\n \"message_markdown\": \"I\u0027m checking out The Men\u0027s Lounge website now to see what kind of services they offer and what their prices are like.\"\n }\n}\n```", "annotations": [ ], "logprobs": [ ] } ], "role": "assistant" } ], "error": null, "tools": [ ], "tool_choice": "auto", "truncation": "auto", "parallel_tool_calls": true, "text": { "format": { "type": "text" } }, "top_p": 0.95, "presence_penalty": 0, "frequency_penalty": 1.1, "top_logprobs": 0, "temperature": 0.8, "reasoning": { "summary": null, "effort": "high" }, "usage": { "input_tokens": 148625, "output_tokens": 361, "total_tokens": 148986, "input_tokens_details": { "cached_tokens": 71984 }, "output_tokens_details": { "reasoning_tokens": 0 } }, "max_output_tokens": null, "max_tool_calls": null, "store": true, "background": false, "service_tier": "default", "metadata": { }, "safety_identifier": null, "prompt_cache_key": null } ``` #### Full Tool Result Captured After This Pass ```json { "ok": true, "tool": "playwright_browser", "session_id": "operation_99_playwright", "headless": false, "session_dir": "artifacts/playwright/sessions/operation_99_playwright", "results": [ { "index": 1, "action": "goto", "ok": true, "navigated": true, "tab_index": 0, "url": "https://themenslounge.es/", "title": "Home -" }, { "index": 2, "action": "extract_text", "ok": true, "text": "Skip to content HOME SERVICES BOOK YOUR APPOINMENT CONTACT US STYLE BETTER STAY SHARP Make an appointment BARBERSHOP, SPA, COFFEE, LOUNGE HAIR CUTS Book BEARD STACHE Book FULL SHAVE Book The Men\u0027s Lounge Located at the heart of Puerto Banus Our Location Calle Las Malvas 6 and 7 Marbella, Malaga Next to Hard Rock Hotel Tel: 0034711011202 Instagram Whatsapp WHAT WE DO HAIR CLASSIC MENS CUT CLIPPED TO PERFECTION LITTLE GENTS WASH \u0026 STYLE SHAVE LUXURY HEAD SHAVE TRADITIONAL WESTSHAVE BEARD DESIGN COLOUR SEMI PERMANENT HEAD SEMI PERMANENT BEARD AFTER BARBER EYEBROW WAX EARS \u0026 NOSE WAX EYEBROW THREADING EYEBROW / EYELASH TINT EXPRESS MANICURE LUXURY MANICURE EXPRESS PEDICURE LUXURY PEDICURE THE MENS LOUNGE FACIAL FREE COFFEE FREE WIFI Free Drinks GOOD VIBES", "total_chars": 797, "truncated": true, "text_path": "artifacts/playwright/sessions/operation_99_playwright/extractions/call_0001_step_02_extract_text.txt", "tab_index": 0, "url": "https://themenslounge.es/", "title": "Home -" } ], "current_page": { "tab_index": 0, "url": "https://themenslounge.es/", "title": "Home -", "text_excerpt": "HOME HOME SERVICES SERVICES BOOK YOUR APPOINMENT BOOK YOUR APPOINMENT CONTACT US CONTACT US STYLE BETTER STAY SHARP", "viewport_text_excerpt": "HOME HOME SERVICES SERVICES BOOK YOUR APPOINMENT BOOK YOUR APPOINMENT CONTACT US CONTACT US STYLE BETTER STAY SHARP", "full_text_excerpt": "Skip to content HOME SERVICES BOOK YOUR APPOINMENT CONTACT US STYLE BETTER STAY SHARP Make an appointment BARBERSHOP, SPA, COFFEE, LOUNGE HAIR CUTS Book BEARD STACHE Book FULL SHAVE Book The Men\u0027s Lounge Located at the heart of Puerto Banus Our Location Calle Las Malvas 6 and 7 Marbella, Malaga Next to Hard Rock Hotel Tel: 0034711011202 Instagram Whatsapp WHAT WE DO HAIR CLASSIC MENS CUT CLIPPED TO PERFECTION LITTLE GENTS WASH \u0026 STYLE SHAVE LUXURY HEAD SHAVE TRADITIONAL WESTSHAVE BEARD DESIGN COLOUR SEMI PERMANENT HEAD SEMI PERMANENT BEARD AFTER BARBER EYEBROW WAX EARS \u0026 NOSE WAX EYEBROW THREADING EYEBROW / EYELASH TINT EXPRESS MANICURE LUXURY MANICURE EXPRESS PEDICURE LUXURY PEDICURE THE MENS LOUNGE FACIAL FREE COFFEE FREE WIFI Free Drinks GOOD VIBES", "viewport": { "width": 1366, "height": 780, "scroll_x": 0, "scroll_y": 0 } }, "tabs": [ { "tab_index": 0, "url": "https://themenslounge.es/", "title": "Home -" } ], "observation_screenshot": "", "screenshots": [ ], "console_messages": [ "log: JQMIGRATE: Migrate is installed, version 3.4.1", "debug: Search endpoint requested!" ], "page_errors": [ ], "runtime_compact_result": { "ok": true, "session_id": "operation_99_playwright", "current_page": { "tab_index": 0, "url": "https://themenslounge.es/", "title": "Home -", "text_excerpt": "HOME HOME SERVICES SERVICES BOOK YOUR APPOINMENT BOOK YOUR APPOINMENT CONTACT US CONTACT US STYLE BETTER STAY SHARP", "viewport_text_excerpt": "HOME HOME SERVICES SERVICES BOOK YOUR APPOINMENT BOOK YOUR APPOINMENT CONTACT US CONTACT US STYLE BETTER STAY SHARP", "full_text_excerpt": "Skip to content HOME SERVICES BOOK YOUR APPOINMENT CONTACT US STYLE BETTER STAY SHARP Make an appointment BARBERSHOP, SPA, COFFEE, LOUNGE HAIR CUTS Book BEARD STACHE Book FULL SHAVE Book The Men\u0027s Lounge Located at the heart of Puerto Banus Our Location Calle Las Malvas 6 and 7 Marbella, Malaga Next to Hard Rock Hotel Tel: 0034711011202 Instagram Whatsapp WHAT WE DO HAIR CLASSIC MENS CUT CLIPPED TO PERFECTION LITTLE GENTS WASH \u0026 STYLE SHAVE LUXURY HEAD SHAVE TRADITIONAL WESTSHAVE BEARD DESIGN COLOUR SEMI PERMANENT HEAD SEMI PERMANENT BEARD AFTER BARBER EYEBROW WAX EARS \u0026 NOSE WAX EYEBROW THREADING EYEBROW / EYELASH TINT EXPRESS MANICURE LUXURY MANICURE EXPRESS PEDICURE LUXURY PEDICURE THE MENS LOUNGE FACIAL FREE COFFEE FREE WIFI Free Drinks GOOD VIBES", "viewport": { "width": 1366, "height": 780, "scroll_x": 0, "scroll_y": 0 } }, "tabs": [ { "tab_index": 0, "url": "https://themenslounge.es/", "title": "Home -" } ], "operations": [ { "action": "goto", "ok": true, "url": "https://themenslounge.es/", "title": "Home -" }, { "action": "extract_text", "ok": true, "url": "https://themenslounge.es/", "title": "Home -", "text": "Skip to content HOME SERVICES BOOK YOUR APPOINMENT CONTACT US STYLE BETTER STAY SHARP Make an appointment BARBERSHOP, SPA, COFFEE, LOUNGE HAIR CUTS Book BEARD STACHE Book FULL SHAVE Book The Men\u0027s Lounge Located at the heart of Puerto Banus Our Location Calle Las Malvas 6 and 7 Marbella, Malaga Next to Hard Rock Hotel Tel: 0034711011202 Instagram Whatsapp WHAT WE DO HAIR CLASSIC MENS CUT CLIPPED TO PERFECTION LITTLE GENTS WASH \u0026 STYLE SHAVE LUXURY HEAD SHAVE TRADITIONAL WESTSHAVE BEARD DESIGN COLOUR SEMI PERMANENT HEAD SEMI PERMANENT BEARD AFTER BARBER EYEBROW WAX EARS \u0026 NOSE WAX EYEBROW THREADING EYEBROW / EYELASH TINT EXPRESS MANICURE LUXURY MANICURE EXPRESS PEDICURE LUXURY PEDICURE THE MENS LOUNGE FACIAL FREE COFFEE FREE WIFI Free Drinks GOOD VIBES", "text_path": "artifacts/playwright/sessions/operation_99_playwright/extractions/call_0001_step_02_extract_text.txt", "truncated": true, "total_chars": 797 } ], "screenshots": [ ], "console_messages": [ "log: JQMIGRATE: Migrate is installed, version 3.4.1", "debug: Search endpoint requested!" ], "page_errors": [ ] }, "_zuza_action_fingerprint": "4782d3d9e4777a05906d7f6c81eace74c5ef4f2952f49daa30a65bea9e528f65", "_zuza_action_tool": "playwright_browser", "_zuza_action_kind": "tool_call", "_zuza_pass_id": 462 } ``` ---