{
  "session_id": "20260519_131700_d09f21",
  "model": "gpt-5.5",
  "base_url": "https://chatgpt.com/backend-api/codex",
  "platform": "telegram",
  "session_start": "2026-05-19T13:17:00.281345",
  "last_updated": "2026-05-19T13:18:43.166442",
  "system_prompt": "You are Hermes Agent, an intelligent AI assistant created by Nous Research. You are helpful, knowledgeable, and direct. You assist users with a wide range of tasks including answering questions, writing and editing code, analyzing information, creative work, and executing actions via your tools. You communicate clearly, admit uncertainty when appropriate, and prioritize being genuinely useful over being verbose unless otherwise directed below. Be targeted and efficient in your exploration and investigations.\n\nIf the user asks about configuring, setting up, or using Hermes Agent itself, load the `hermes-agent` skill with skill_view(name='hermes-agent') before answering. Docs: https://hermes-agent.nousresearch.com/docs\n\n# Tool-use enforcement\nYou MUST use your tools to take action — do not describe what you would do or plan to do without actually doing it. When you say you will perform an action (e.g. 'I will run the tests', 'Let me check the file', 'I will create the project'), you MUST immediately make the corresponding tool call in the same response. Never end your turn with a promise of future action — execute it now.\nKeep working until the task is actually complete. Do not stop with a summary of what you plan to do next time. If you have tools available that can accomplish the task, use them instead of telling the user what you would do.\nEvery response should either (a) contain tool calls that make progress, or (b) deliver a final result to the user. Responses that only describe intentions without acting are not acceptable.\n\n# Execution discipline\n<tool_persistence>\n- Use tools whenever they improve correctness, completeness, or grounding.\n- Do not stop early when another tool call would materially improve the result.\n- If a tool returns empty or partial results, retry with a different query or strategy before giving up.\n- Keep calling tools until: (1) the task is complete, AND (2) you have verified the result.\n</tool_persistence>\n\n<mandatory_tool_use>\nNEVER answer these from memory or mental computation — ALWAYS use a tool:\n- Arithmetic, math, calculations → use terminal or execute_code\n- Hashes, encodings, checksums → use terminal (e.g. sha256sum, base64)\n- Current time, date, timezone → use terminal (e.g. date)\n- System state: OS, CPU, memory, disk, ports, processes → use terminal\n- File contents, sizes, line counts → use read_file, search_files, or terminal\n- Git history, branches, diffs → use terminal\n- Current facts (weather, news, versions) → use web_search\nYour memory and user profile describe the USER, not the system you are running on. The execution environment may differ from what the user profile says about their personal setup.\n</mandatory_tool_use>\n\n<act_dont_ask>\nWhen a question has an obvious default interpretation, act on it immediately instead of asking for clarification. Examples:\n- 'Is port 443 open?' → check THIS machine (don't ask 'open where?')\n- 'What OS am I running?' → check the live system (don't use user profile)\n- 'What time is it?' → run `date` (don't guess)\nOnly ask for clarification when the ambiguity genuinely changes what tool you would call.\n</act_dont_ask>\n\n<prerequisite_checks>\n- Before taking an action, check whether prerequisite discovery, lookup, or context-gathering steps are needed.\n- Do not skip prerequisite steps just because the final action seems obvious.\n- If a task depends on output from a prior step, resolve that dependency first.\n</prerequisite_checks>\n\n<verification>\nBefore finalizing your response:\n- Correctness: does the output satisfy every stated requirement?\n- Grounding: are factual claims backed by tool outputs or provided context?\n- Formatting: does the output match the requested format or schema?\n- Safety: if the next step has side effects (file writes, commands, API calls), confirm scope before executing.\n</verification>\n\n<missing_context>\n- If required context is missing, do NOT guess or hallucinate an answer.\n- Use the appropriate lookup tool when missing information is retrievable (search_files, web_search, read_file, etc.).\n- Ask a clarifying question only when the information cannot be retrieved by tools.\n- If you must proceed with incomplete information, label assumptions explicitly.\n</missing_context>\n\nHost: Linux (6.17.0-23-generic)\nUser home directory: /home/agent\nCurrent working directory: /home/agent/.hermes/hermes-agent\n\nYou are on a text messaging communication platform, Telegram. Standard markdown is automatically converted to Telegram format. Supported: **bold**, *italic*, ~~strikethrough~~, ||spoiler||, `inline code`, ```code blocks```, [links](url), and ## headers. Telegram has NO table syntax — prefer bullet lists or labeled key: value pairs over pipe tables (any tables you do emit are auto-rewritten into row-group bullets, which you can produce directly for cleaner output). You can send media files natively: to deliver a file to the user, include MEDIA:/absolute/path/to/file in your response. Images (.png, .jpg, .webp) appear as photos, audio (.ogg) sends as voice bubbles, and videos (.mp4) play inline. You can also include image URLs in markdown format ![alt](url) and they will be sent as native photos.\n\nConversation started: Tuesday, May 19, 2026 01:17 PM\nModel: gpt-5.5\nProvider: openai-codex",
  "tools": [
    {
      "type": "function",
      "function": {
        "name": "process",
        "description": "Manage background processes started with terminal(background=true). Actions: 'list' (show all), 'poll' (check status + new output), 'log' (full output with pagination), 'wait' (block until done or timeout), 'kill' (terminate), 'write' (send raw stdin data without newline), 'submit' (send data + Enter, for answering prompts), 'close' (close stdin/send EOF).",
        "parameters": {
          "type": "object",
          "properties": {
            "action": {
              "type": "string",
              "enum": [
                "list",
                "poll",
                "log",
                "wait",
                "kill",
                "write",
                "submit",
                "close"
              ],
              "description": "Action to perform on background processes"
            },
            "session_id": {
              "type": "string",
              "description": "Process session ID (from terminal background output). Required for all actions except 'list'."
            },
            "data": {
              "type": "string",
              "description": "Text to send to process stdin (for 'write' and 'submit' actions)"
            },
            "timeout": {
              "type": "integer",
              "description": "Max seconds to block for 'wait' action. Returns partial output on timeout.",
              "minimum": 1
            },
            "offset": {
              "type": "integer",
              "description": "Line offset for 'log' action (default: last 200 lines)"
            },
            "limit": {
              "type": "integer",
              "description": "Max lines to return for 'log' action",
              "minimum": 1
            }
          },
          "required": [
            "action"
          ]
        }
      }
    },
    {
      "type": "function",
      "function": {
        "name": "terminal",
        "description": "Execute shell commands on a Linux environment. Filesystem usually persists between calls.\n\nDo NOT use cat/head/tail to read files — use read_file instead.\nDo NOT use grep/rg/find to search — use search_files instead.\nDo NOT use ls to list directories — use search_files(target='files') instead.\nDo NOT use sed/awk to edit files — use patch instead.\nDo NOT use echo/cat heredoc to create files — use write_file instead.\nReserve terminal for: builds, installs, git, processes, scripts, network, package managers, and anything that needs a shell.\n\nForeground (default): Commands return INSTANTLY when done, even if the timeout is high. Set timeout=300 for long builds/scripts — you'll still get the result in seconds if it's fast. Prefer foreground for short commands.\nBackground: Set background=true to get a session_id. Two patterns:\n  (1) Long-lived processes that never exit (servers, watchers).\n  (2) Long-running tasks with notify_on_complete=true — you can keep working on other things and the system auto-notifies you when the task finishes. Great for test suites, builds, deployments, or anything that takes more than a minute.\nFor servers/watchers, do NOT use shell-level background wrappers (nohup/disown/setsid/trailing '&') in foreground mode. Use background=true so Hermes can track lifecycle and output.\nAfter starting a server, verify readiness with a health check or log signal, then run tests in a separate terminal() call. Avoid blind sleep loops.\nUse process(action=\"poll\") for progress checks, process(action=\"wait\") to block until done.\nWorking directory: Use 'workdir' for per-command cwd.\nPTY mode: Set pty=true for interactive CLI tools (Codex, Claude Code, Python REPL).\n\nDo NOT use vim/nano/interactive tools without pty=true — they hang without a pseudo-terminal. Pipe git output to cat if it might page.\n",
        "parameters": {
          "type": "object",
          "properties": {
            "command": {
              "type": "string",
              "description": "The command to execute on the VM"
            },
            "background": {
              "type": "boolean",
              "description": "Run the command in the background. Two patterns: (1) Long-lived processes that never exit (servers, watchers). (2) Long-running tasks paired with notify_on_complete=true — you can keep working and get notified when the task finishes. For short commands, prefer foreground with a generous timeout instead.",
              "default": false
            },
            "timeout": {
              "type": "integer",
              "description": "Max seconds to wait (default: 180, foreground max: 600). Returns INSTANTLY when command finishes — set high for long tasks, you won't wait unnecessarily. Foreground timeout above 600s is rejected; use background=true for longer commands.",
              "minimum": 1
            },
            "workdir": {
              "type": "string",
              "description": "Working directory for this command (absolute path). Defaults to the session working directory."
            },
            "pty": {
              "type": "boolean",
              "description": "Run in pseudo-terminal (PTY) mode for interactive CLI tools like Codex, Claude Code, or Python REPL. Only works with local and SSH backends. Default: false.",
              "default": false
            },
            "notify_on_complete": {
              "type": "boolean",
              "description": "When true (and background=true), you'll be automatically notified exactly once when the process finishes. **This is the right choice for almost every long-running task** — tests, builds, deployments, multi-item batch jobs, anything that takes over a minute and has a defined end. Use this and keep working on other things; the system notifies you on exit. MUTUALLY EXCLUSIVE with watch_patterns — when both are set, watch_patterns is dropped.",
              "default": false
            },
            "watch_patterns": {
              "type": "array",
              "items": {
                "type": "string"
              },
              "description": "Strings to watch for in background process output. HARD RATE LIMIT: at most 1 notification per 15 seconds per process — matches arriving inside the cooldown are dropped. After 3 consecutive 15-second windows with dropped matches, watch_patterns is automatically disabled for that process and promoted to notify_on_complete behavior (one notification on exit, no more mid-process spam). USE ONLY for truly rare, one-shot mid-process signals on LONG-LIVED processes that will never exit on their own — e.g. ['Application startup complete'] on a server so you know when to hit its endpoint, or ['migration done'] on a daemon. DO NOT use for: (1) end-of-run markers like 'DONE'/'PASS' — use notify_on_complete instead; (2) error patterns like 'ERROR'/'Traceback' in loops or multi-item batch jobs — they fire on every iteration and you'll hit the strike limit fast; (3) anything you'd ever combine with notify_on_complete. When in doubt, choose notify_on_complete. MUTUALLY EXCLUSIVE with notify_on_complete — set one, not both."
            }
          },
          "required": [
            "command"
          ]
        }
      }
    }
  ],
  "message_count": 28,
  "messages": [
    {
      "role": "user",
      "content": "Focused re-review of Migros Product Savings & Grocery Optimizer v1 after blocker fixes. Verify the previous max-store accounting and include-checkbox/filter bugs are fixed, and check for any new security_concerns or logic_errors in the diff. Return ONLY JSON with passed, security_concerns, logic_errors, suggestions, summary."
    },
    {
      "role": "assistant",
      "content": "",
      "reasoning": "**Inspecting tools and output**\n\nI'm thinking I need to work with tools for this task. I’ll inspect the repo and ensure that I’m only outputting JSON. It seems I have to use the terminal since `read_file` isn't available, which is fine. I must remember not to use commands like `grep`, `find`, or `ls`. Instead, I can use Git commands to get what I need. Let's see if I can check the diff in the work directory at `/home/agent`.",
      "finish_reason": "tool_calls",
      "reasoning_content": "**Inspecting tools and output**\n\nI'm thinking I need to work with tools for this task. I’ll inspect the repo and ensure that I’m only outputting JSON. It seems I have to use the terminal since `read_file` isn't available, which is fine. I must remember not to use commands like `grep`, `find`, or `ls`. Instead, I can use Git commands to get what I need. Let's see if I can check the diff in the work directory at `/home/agent`.",
      "codex_reasoning_items": [
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          "id": "rs_0e62775cb1b99f13016a0c46ad155c8191902b2ce52c7839fd",
          "summary": [
            {
              "type": "summary_text",
              "text": "**Inspecting tools and output**\n\nI'm thinking I need to work with tools for this task. I’ll inspect the repo and ensure that I’m only outputting JSON. It seems I have to use the terminal since `read_file` isn't available, which is fine. I must remember not to use commands like `grep`, `find`, or `ls`. Instead, I can use Git commands to get what I need. Let's see if I can check the diff in the work directory at `/home/agent`."
            }
          ]
        }
      ],
      "tool_calls": [
        {
          "id": "call_MRErliqik4C2Pw05UvWWIywO",
          "call_id": "call_MRErliqik4C2Pw05UvWWIywO",
          "response_item_id": "fc_0e62775cb1b99f13016a0c46b0e5388191ade9ceddb1cd146c",
          "type": "function",
          "function": {
            "name": "terminal",
            "arguments": "{\"command\":\"git status --short && git branch --show-current && git diff --stat main...HEAD\",\"workdir\":\"/home/agent\",\"timeout\":120}"
          }
        }
      ]
    },
    {
      "role": "tool",
      "name": "terminal",
      "content": "{\"output\": \"fatal: Kein Git-Repository (oder irgendeines der Elternverzeichnisse): .git\", \"exit_code\": 128, \"error\": null}",
      "tool_call_id": "call_MRErliqik4C2Pw05UvWWIywO"
    },
    {
      "role": "assistant",
      "content": "",
      "reasoning": "**Exploring repository context**\n\nI’m trying to figure out the repository situation, possibly at /home/agent/.hermes/hermes-agent. The context indicates the workspace is /home/agent, but I’m unsure about the project specifics. I can’t find anything using ls or find commands, and search_files isn't available. I guess I could use the terminal to check the current directory with pwd, but I'm questioning if the directory is a git repository. Time to investigate further!",
      "finish_reason": "tool_calls",
      "reasoning_content": "**Exploring repository context**\n\nI’m trying to figure out the repository situation, possibly at /home/agent/.hermes/hermes-agent. The context indicates the workspace is /home/agent, but I’m unsure about the project specifics. I can’t find anything using ls or find commands, and search_files isn't available. I guess I could use the terminal to check the current directory with pwd, but I'm questioning if the directory is a git repository. Time to investigate further!",
      "codex_reasoning_items": [
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          "type": "reasoning",
          "encrypted_content": "gAAAAABqDEa14a4mQ_U9oLn9usIou9m2IWhm_opwXIh8wsRjNSX6YRRtJzMVGteCpoUSR76bCAsjtELzUtMqNOcax0Mkqtg5H0fkTPdFhJcaZNNhHbicJnXuPVDgCm749-PD11B2yPjpt9nR4957qEPjaRdEQqAfvGMRkRtJf9NeMGctTPHtiX0YdZKwA97a9FdRgy7lPKIDdSzG7CxEWnkJaIgOFUs61JKzUTH-a1r7mawBQ2GnFd8ttGP5C0sZWj6fFaJsThug0Scj5JGaU9U4NVJDTdM6bw1Rum7gi5hM6pHRnQ_6Ys6EyXWycVwRsg_cn4yyM42C31Kg-VJWQdwE4Km8YM9U1RwilbdmjyCr4YYhmB9kuAYxPOb1iRmXZ12jA2atLDu4CX_YCXy2xA11NuT-q4quuCmsOgf6-J2L5v-8adt-qAe4XJuboqQe2yQG19CHuJVwJ7IC-nFtju-ySqelrOrn8nlB-cuAYZqBR0Bv88EeMtnHK9Tf5WJXa3DIaGK_Vr2b6SrrvSZ6VysYE9_XYFzcYCUXVLbE4TYAcIu95Ewq8FMUuZKjowXV-wvm9zitoUMfLizAqkXcTNsl5Sxi4Z7GqIipn1lHRiOTM_OFX5BSFsojxQE1KJEAx7KdbnmwHBLmKnf4G1cf0WqDZJq4exh3FRaWrhl0B5ZzYc_uFFSxQoBDuOYIuaHpDzkaZT3FcSO9XcMVzHFBF7uumtjhe5GL9LoAuNTb2Jf0F6O6anRRWUPxMquv6xMTYP9OSwkpyZMclmz_WiTbuJBrNJbwkkce-2nRwywAyQuA6vRAbxWIKD08tVmDE8q9nJ1Aq_qr01q-4zBaAPY83pRgySX6rErp6KoaIxwKFIfPLBhSyMB3Unrmbr9zuW8_YHF-KhP_hCiNbAHMahAO8ZGRIJPH2xP9RvrBOJKFpg8XxpGdkHcapxxYOHCBVPGI6Pf3bhcWK2plAvR8EMWlEDLxDndEsCXzgdrCI3ZK3_n4Bm6GiFFKPdGeim4gXx9Rt_P4FfPH-5vYrkISfHlrjB5ap58ZqMF_TOb5e8M2jWqP-8jVc-2KKj0_n3giWFeFER4vKl3cvcalApK0HF6_O_EL32snYltTSiy7yYn1S5FF59XV4cccqfaUyPcsK4Idw2T13kaFSgf2eaydZgHFA4rPh9VxXpdH4VrDiRrijhtnBsmFGgz7mgQILNYOqS5I43hJfcpnq5z6u2E6ou9Ast6nMy4QyKVqDXAnTmpmFhk1iy7n4CbqZvI=",
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          "summary": [
            {
              "type": "summary_text",
              "text": "**Exploring repository context**\n\nI’m trying to figure out the repository situation, possibly at /home/agent/.hermes/hermes-agent. The context indicates the workspace is /home/agent, but I’m unsure about the project specifics. I can’t find anything using ls or find commands, and search_files isn't available. I guess I could use the terminal to check the current directory with pwd, but I'm questioning if the directory is a git repository. Time to investigate further!"
            }
          ]
        }
      ],
      "tool_calls": [
        {
          "id": "call_FYrp27Uo9KQoXGmJ2uss81LH",
          "call_id": "call_FYrp27Uo9KQoXGmJ2uss81LH",
          "response_item_id": "fc_0de62f6b1b5fcc70016a0c46b528748191a8066ed9a6f55eba",
          "type": "function",
          "function": {
            "name": "terminal",
            "arguments": "{\"command\":\"git status --short && git branch --show-current\",\"timeout\":120,\"workdir\":\"/home/agent/.hermes/hermes-agent\"}"
          }
        }
      ]
    },
    {
      "role": "tool",
      "name": "terminal",
      "content": "{\"output\": \"main\", \"exit_code\": 0, \"error\": null}\n\n[Subdirectory context discovered: .hermes/hermes-agent/AGENTS.md]\n# Hermes Agent - Development Guide\n\nInstructions for AI coding assistants and developers working on the hermes-agent codebase.\n\n## Development Environment\n\n```bash\n# Prefer .venv; fall back to venv if that's what your checkout has.\nsource .venv/bin/activate   # or: source venv/bin/activate\n```\n\n`scripts/run_tests.sh` probes `.venv` first, then `venv`, then\n`$HOME/.hermes/hermes-agent/venv` (for worktrees that share a venv with the\nmain checkout).\n\n## Project Structure\n\nFile counts shift constantly — don't treat the tree below as exhaustive.\nThe canonical source is the filesystem. The notes call out the load-bearing\nentry points you'll actually edit.\n\n```\nhermes-agent/\n├── run_agent.py          # AIAgent class — core conversation loop (~12k LOC)\n├── model_tools.py        # Tool orchestration, discover_builtin_tools(), handle_function_call()\n├── toolsets.py           # Toolset definitions, _HERMES_CORE_TOOLS list\n├── cli.py                # HermesCLI class — interactive CLI orchestrator (~11k LOC)\n├── hermes_state.py       # SessionDB — SQLite session store (FTS5 search)\n├── hermes_constants.py   # get_hermes_home(), display_hermes_home() — profile-aware paths\n├── hermes_logging.py     # setup_logging() — agent.log / errors.log / gateway.log (profile-aware)\n├── batch_runner.py       # Parallel batch processing\n├── agent/                # Agent internals (provider adapters, memory, caching, compression, etc.)\n├── hermes_cli/           # CLI subcommands, setup wizard, plugins loader, skin engine\n├── tools/                # Tool implementations — auto-discovered via tools/registry.py\n│   └── environments/     # Terminal backends (local, docker, ssh, modal, daytona, singularity)\n├── gateway/              # Messaging gateway — run.py + session.py + platforms/\n│   ├── platforms/        # Adapter per platform (telegram, discord, slack, whatsapp,\n│   │                     #   homeassistant, signal, matrix, mattermost, email, sms,\n│   │                     #   dingtalk, wecom, weixin, feishu, qqbot, bluebubbles,\n│   │                     #   yuanbao, webhook, api_server, ...). See ADDING_A_PLATFORM.md.\n│   └── builtin_hooks/    # Extension point for always-registered gateway hooks (none shipped)\n├── plugins/              # Plugin system (see \"Plugins\" section below)\n│   ├── memory/           # Memory-provider plugins (honcho, mem0, supermemory, ...)\n│   ├── context_engine/   # Context-engine plugins\n│   ├── model-providers/  # Inference backend plugins (openrouter, anthropic, gmi, ...)\n│   ├── kanban/           # Multi-agent board dispatcher + worker plugin\n│   ├── hermes-achievements/  # Gamified achievement tracking\n│   ├── observability/    # Metrics / traces / logs plugin\n│   ├── image_gen/        # Image-generation providers\n│   └── <others>/         # disk-cleanup, example-dashboard, google_meet, platforms,\n│                         #   spotify, strike-freedom-cockpit, ...\n├── optional-skills/      # Heavier/niche skills shipped but NOT active by default\n├── skills/               # Built-in skills bundled with the repo\n├── ui-tui/               # Ink (React) terminal UI — `hermes --tui`\n│   └── src/              # entry.tsx, app.tsx, gatewayClient.ts + app/components/hooks/lib\n├── tui_gateway/          # Python JSON-RPC backend for the TUI\n├── acp_adapter/          # ACP server (VS Code / Zed / JetBrains integration)\n├── cron/                 # Scheduler — jobs.py, scheduler.py\n├── scripts/              # run_tests.sh, release.py, auxiliary scripts\n├── website/              # Docusaurus docs site\n└── tests/                # Pytest suite (~17k tests across ~900 files as of May 2026)\n```\n\n**User config:** `~/.hermes/config.yaml` (settings), `~/.hermes/.env` (API keys only).\n**Logs:** `~/.hermes/logs/` — `agent.log` (INFO+), `errors.log` (WARNING+),\n`gateway.log` when running the gateway. Profile-aware via `get_hermes_home()`.\nBrowse with `hermes logs [--follow] [--level ...] [--session ...]`.\n\n## File Dependency Chain\n\n```\ntools/registry.py  (no deps — imported by all tool files)\n       ↑\ntools/*.py  (each calls registry.register() at import time)\n       ↑\nmodel_tools.py  (imports tools/registry + triggers tool discovery)\n       ↑\nrun_agent.py, cli.py, batch_runner.py, environments/\n```\n\n---\n\n## AIAgent Class (run_agent.py)\n\nThe real `AIAgent.__init__` takes ~60 parameters (credentials, routing, callbacks,\nsession context, budget, credential pool, etc.). The signature below is the\nminimum subset you'll usually touch — read `run_agent.py` for the full list.\n\n```python\nclass AIAgent:\n    def __init__(self,\n        base_url: str = None,\n        api_key: str = None,\n        provider: str = None,\n        api_mode: str = None,              # \"chat_completions\" | \"codex_responses\" | ...\n        model: str = \"\",                   # empty → resolved from config/provider later\n        max_iterations: int = 90,          # tool-calling iterations (shared with subagents)\n        enabled_toolsets: list = None,\n        disabled_toolsets: list = None,\n        quiet_mode: bool = False,\n        save_trajectories: bool = False,\n        platform: str = None,              # \"cli\", \"telegram\", etc.\n        session_id: str = None,\n        skip_context_files: bool = False,\n        skip_memory: bool = False,\n        credential_pool=None,\n        # ... plus callbacks, thread/user/chat IDs, iteration_budget, fallback_model,\n        # checkpoints config, prefill_messages, service_tier, reasoning_config, etc.\n    ): ...\n\n    def chat(self, message: str) -> str:\n        \"\"\"Simple interface — returns final response string.\"\"\"\n\n    def run_conversation(self, user_message: str, system_message: str = None,\n                         conversation_history: list = None, task_id: str = None) -> dict:\n        \"\"\"Full interface — returns dict with final_response + messages.\"\"\"\n```\n\n### Agent Loop\n\nThe core loop is inside `run_conversation()` — entirely synchronous, with\ninterrupt checks, budget tracking, and a one-turn grace call:\n\n```python\nwhile (api_call_count < self.max_iterations and self.iteration_budget.remaining > 0) \\\n        or self._budget_grace_call:\n    if self._interrupt_requested: break\n    response = client.chat.completions.create(model=model, messages=messages, tools=tool_schemas)\n    if response.tool_calls:\n        for tool_call in response.tool_calls:\n            result = handle_function_call(tool_call.name, tool_call.args, task_id)\n            messages.append(tool_result_message(result))\n        api_call_count += 1\n    else:\n        return response.content\n```\n\nMessages follow OpenAI format: `{\"role\": \"system/user/assistant/tool\", ...}`.\nReasoning content is stored in `assistant_msg[\"reasoning\"]`.\n\n---\n\n## CLI Architecture (cli.py)\n\n- **Rich** for banner/panels, **prompt_toolkit** for input with autocomplete\n- **KawaiiSpinner** (`agent/display.py`) — animated faces during API calls, `┊` activity feed for tool results\n- `load_cli_config()` in cli.py merges hardcoded defaults + user config YAML\n- **Skin engine** (`hermes_cli/skin_engine.py`) — data-driven CLI theming; initialized from `display.skin` config key at startup; skins customize banner colors, spinner faces/verbs/wings, tool prefix, response box, branding text\n- `process_command()` is a method on `HermesCLI` — dispatches on canonical command name resolved via `resolve_command()` from the central registry\n- Skill slash commands: `agent/skill_commands.py` scans `~/.hermes/skills/`, injects as **user message** (not system prompt) to preserve prompt caching\n\n### Slash Command Registry (`hermes_cli/commands.py`)\n\nAll slash commands are defined in a central `COMMAND_REGISTRY` list of `CommandDef` objects. Every downstream consumer derives from this registry automatically:\n\n- **CLI** — `process_command()` resolves aliases via `resolve_command()`, dispatches on canonical name\n- **Gateway** — `GATEWAY_KNOWN_COMMANDS` frozenset for hook emission, `resolve_command()` for dispatch\n- **Gateway help** — `gateway_help_lines()` generat\n\n[...truncated AGENTS.md: 50,982 chars total]",
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      "content": "{\"output\": \"M frontend/src/api/budget.ts\\n M frontend/src/components/SidebarNav.vue\\n M frontend/src/router/index.ts\\n M src/jarvis_finance/api/routers/budget.py\\n M src/jarvis_finance/storage/migrations.py\\n M tests/unit/test_budget_monthly_import_rule_learning_v1.py\\n M tests/unit/test_budget_phase1.py\\n M tests/unit/test_budget_phase11.py\\n M tests/unit/test_budget_phase12_seed_review.py\\n M tests/unit/test_budget_phase16_user_rules.py\\n M tests/unit/test_fixed_costs_subscriptions_v1.py\\n M tests/unit/test_schema.py\\n?? frontend/src/pages/BudgetGroceryOptimizerPage.test.ts\\n?? frontend/src/pages/BudgetGroceryOptimizerPage.vue\\n?? src/jarvis_finance/services/grocery_optimizer.py\\n?? tests/unit/test_migros_grocery_optimizer_v1.py\\nfeat/migros-product-savings-grocery-optimizer-v1\\n frontend/src/api/budget.ts                         |  49 +-\\n frontend/src/api/portfolio.ts                      |   4 +-\\n frontend/src/api/reports.ts                        |   4 +-\\n frontend/src/api/types.ts                          |   1 +\\n frontend/src/components/AppLayout.vue              |   4 +\\n frontend/src/components/PageHelpButton.vue         |  20 +\\n frontend/src/components/SidebarNav.vue             |  10 +-\\n frontend/src/help/pageHelp.ts                      |  38 ++\\n frontend/src/pages/BudgetCategoriesPage.test.ts    |  73 +++\\n frontend/src/pages/BudgetCategoriesPage.vue        | 143 +++---\\n .../src/pages/BudgetImportProductionV2.test.ts     |  46 +-\\n frontend/src/pages/BudgetImportReviewPage.vue      |  41 +-\\n frontend/src/pages/BudgetIncomePage.test.ts        |  18 +-\\n frontend/src/pages/BudgetIncomePage.vue            |  21 +-\\n frontend/src/pages/BudgetMonthlyImportPage.test.ts |  38 ++\\n frontend/src/pages/BudgetMonthlyImportPage.vue     |  65 +++\\n frontend/src/pages/BudgetPlanningPage.test.ts      |  93 ++++\\n frontend/src/pages/BudgetPlanningPage.vue          |  92 ++++\\n frontend/src/pages/BudgetRecurringPage.test.ts     |  48 ++\\n frontend/src/pages/BudgetRecurringPage.vue         |  75 +++\\n frontend/src/pages/BudgetRulesPage.vue             |  15 +-\\n frontend/src/pages/BudgetStatusPage.vue            |   2 +-\\n frontend/src/pages/BudgetTransactionsPage.vue      |  11 +-\\n frontend/src/pages/BudgetTransfersPage.vue         |  45 ++\\n frontend/src/pages/BudgetUxV2.test.ts              |   8 +-\\n frontend/src/pages/BudgetVsActualPage.vue          |   2 +-\\n frontend/src/pages/BudgetWorkflowHelpUx.test.ts    |  96 ++++\\n frontend/src/pages/CommandCenter.test.ts           |  56 +--\\n frontend/src/pages/CommandCenter.vue               | 105 ++---\\n frontend/src/pages/DataExplorerPage.vue            |   6 +-\\n frontend/src/pages/ReportsPage.test.ts             |  29 ++\\n frontend/src/pages/ReportsPage.vue                 |  17 +-\\n frontend/src/pages/VueCockpitV11.test.ts           |   7 +-\\n frontend/src/router/index.ts                       |   9 +-\\n frontend/src/utils/month.test.ts                   |  15 +\\n frontend/src/utils/month.ts                        |   4 +\\n src/jarvis_finance/api/routers/budget.py           | 179 ++++++-\\n src/jarvis_finance/api/routers/overview.py         |  11 +-\\n src/jarvis_finance/api/routers/reports.py          |  13 +-\\n src/jarvis_finance/services/budget_analytics_v2.py |  17 +\\n src/jarvis_finance/services/budget_categories.py   | 205 +++++++-\\n .../services/budget_data_explorer.py               |   8 +\\n src/jarvis_finance/services/budget_imports.py      | 109 ++++-\\n .../services/budget_monthly_import.py              | 252 ++++++++++\\n src/jarvis_finance/services/budget_overview.py     |  29 ++\\n src/jarvis_finance/services/budget_planning.py     | 513 +++++++++++++++++++++\\n src/jarvis_finance/services/budget_plans.py        |  48 +-\\n src/jarvis_finance/services/budget_recurring.py    | 379 +++++++++++++++\\n src/jarvis_finance/services/budget_transactions.py |  40 +-\\n .../services/finance_command_center.py             | 258 +++++++++++\\n src/jarvis_finance/storage/migrations.py           | 126 ++++-\\n .../test_budget_categories_cleanup_duplicates.py   | 135 ++++++\\n tests/unit/test_budget_categories_ux_fix.py        |  48 ++\\n .../test_budget_monthly_import_rule_learning_v1.py | 114 +++++\\n tests/unit/test_budget_phase1.py                   |   2 +-\\n tests/unit/test_budget_phase11.py                  |   2 +-\\n tests/unit/test_budget_phase12_seed_review.py      |   2 +-\\n tests/unit/test_budget_phase16_user_rules.py       |   2 +-\\n tests/unit/test_budget_planning_forecast_v1.py     | 149 ++++++\\n tests/unit/test_budget_planning_usability_v2.py    | 108 +++++\\n .../unit/test_budget_review_bulk_assign_confirm.py | 131 ++++++\\n tests/unit/test_budget_workflow_help_ux.py         |  79 ++++\\n ...test_finance_command_center_monthly_close_v1.py | 109 +++++\\n tests/unit/test_fixed_costs_subscriptions_v1.py    | 146 ++++++\\n tests/unit/test_schema.py                          |   2 +-\\n 65 files changed, 4248 insertions(+), 278 deletions(-)\", \"exit_code\": 0, \"error\": null}",
      "tool_call_id": "call_ktCpBL2ewIgpXlJQ3fosqerX"
    },
    {
      "role": "assistant",
      "content": "",
      "reasoning": "**Finding relevant files**\n\nI’m considering that the status is only showing relevant files modified, but the diff shows many. I need to focus on inspecting those relevant files. Maybe I could use Python to print out details, but I want to make sure I’m not missing anything important in the diff. So, I think I should dive deeper into just the relevant files and keep my inspection concise. Let’s see what details I can gather efficiently!",
      "finish_reason": "tool_calls",
      "reasoning_content": "**Finding relevant files**\n\nI’m considering that the status is only showing relevant files modified, but the diff shows many. I need to focus on inspecting those relevant files. Maybe I could use Python to print out details, but I want to make sure I’m not missing anything important in the diff. So, I think I should dive deeper into just the relevant files and keep my inspection concise. Let’s see what details I can gather efficiently!",
      "codex_reasoning_items": [
        {
          "type": "reasoning",
          "encrypted_content": "gAAAAABqDEbRXzxmN1WLdF4tQCUNmUDeAHAFiJBnng3zCx8bJ_D0CfB59e2yXCf8PN4HrIWA7oFiHJmYvNLzVSiLG6agK7xRH7_KQ50Iqdhx4mY8MeYBP4DkNaC4rrqxslJ-cuTcr6AxmbBCcpCrRo8SzbKHZNuss3h0pRGe0rRpYGXkHumeKxeARs47YnfSo4VEhxG-cJf_SJe9JP7y-YFuo4HUa6xhT-1T2qq3EHZ6B4euIsn3lEOTUi-qc97nEFIocOFmacU5tQu7Dx36-3VIHxvdeKAMdQk3zFYO6thq2Y_cezoV-G6lxKCzl6UHK0nkuGGZnHAj83sGDhqpBVAllXbq7X-r73E3yimcPPFu7QtiZEv1lLGqAqKPsn2LJ_Iizdt4i8HvxMHzvtApwPyVJHFKVZjNJYbF-bcZ7FxYcFFKrN5DZArjO8sZPzP_zmEOcegdoURvoTvCYdHlM6UKTBdFSSYMWkiaxVKtmK4lY_vO3wyyOzK3lKoli-ABS9ZmgLvyNXQbSIWO0vl4Dyg6WmODle-YawNA77uA9HxW3jlqHgIzJSfDdaTUVKYO7ZL6t-dhxrUA32RX__iL-jB8_mug95CcxYpQOP8JjvrrZsXxWs11YDc0opfY7rYzrPogi9EMiUVyDV0Vlv_uG6YvNwcugenCBg1Tc5lwmkE1XwFMEyHgq8ghpKS1dhJFdH4kkXx4kJCksc_L3_szrlFWgZObemCOZX7TMeHOuHteHtVYCum5vy0E2l3WzgWX-9fypb9fMHgNDPRov3X0wUQqy06HcR086wOI4mtpQm90hdVmK7uRD63iE9e0yiT3Wa5NwpXkyrn91s9SWEyV-nCwp4yyfj3Bp0Xz19mvZCTPc0GEzmbfs8ZIrx4J3eHGjgQEH5B6o_rhCYUahfSGo8WXFkde_Iw8n_BcJcE8PLQ99QGWtq4MluppNv9EieLW_hpL7lsxHeLN88Se9fY7NO9SpC2iGOq3pPTXQE0tmF16DfZ3qBCAFVXElFyQfIrz-GJTCSluPpEa1TtwOxijCK_5UBS-lvtwHsnMfxde8IBAdjYmLHa1-yi0-LcOSY7KezrsnQkArsmJ",
          "id": "rs_0736b2042f179879016a0c46cf4c0c819194c97dffd0d44105",
          "summary": [
            {
              "type": "summary_text",
              "text": "**Finding relevant files**\n\nI’m considering that the status is only showing relevant files modified, but the diff shows many. I need to focus on inspecting those relevant files. Maybe I could use Python to print out details, but I want to make sure I’m not missing anything important in the diff. So, I think I should dive deeper into just the relevant files and keep my inspection concise. Let’s see what details I can gather efficiently!"
            }
          ]
        }
      ],
      "tool_calls": [
        {
          "id": "call_hPSJAZkPete1EetHK7x2Xb89",
          "call_id": "call_hPSJAZkPete1EetHK7x2Xb89",
          "response_item_id": "fc_0736b2042f179879016a0c46d1395c8191bf08534cdf463eb2",
          "type": "function",
          "function": {
            "name": "terminal",
            "arguments": "{\"command\":\"python - <<'PY'\\nfrom pathlib import Path\\nfor p in ['src/jarvis_finance/services/grocery_optimizer.py','src/jarvis_finance/api/routers/budget.py','frontend/src/pages/BudgetGroceryOptimizerPage.vue','frontend/src/api/budget.ts','tests/unit/test_migros_grocery_optimizer_v1.py','frontend/src/pages/BudgetGroceryOptimizerPage.test.ts']:\\n    print('\\\\n###',p)\\n    text=Path(p).read_text()\\n    for i,line in enumerate(text.splitlines(),1):\\n        print(f'{i:4}: {line}')\\nPY\",\"timeout\":120,\"workdir\":\"/home/agent/.hermes/repos/FinanceManager\"}"
          }
        }
      ]
    },
    {
      "role": "tool",
      "name": "terminal",
      "content": "{\"output\": \"### src/jarvis_finance/services/grocery_optimizer.py\\n   1: from __future__ import annotations\\n   2: \\n   3: import hashlib\\n   4: import json\\n   5: import re\\n   6: from collections import defaultdict\\n   7: from datetime import datetime, timezone\\n   8: from decimal import Decimal, InvalidOperation\\n   9: from pathlib import Path\\n  10: from sqlite3 import Connection\\n  11: from typing import Any\\n  12: \\n  13: from jarvis_finance.config.settings import find_repo_root, load_settings\\n  14: from jarvis_finance.services.budget_common import new_id, row_to_dict\\n  15: \\n  16: SAFE_RETAILERS = {\\\"Coop\\\", \\\"Aldi Suisse\\\", \\\"Lidl\\\", \\\"Denner\\\", \\\"Otto's\\\", \\\"Migros\\\"}\\n  17: SAFE_FLAGS = {\\\"exact_match\\\", \\\"close_match\\\", \\\"cheaper_private_label\\\"}\\n  18: UNCERTAIN_FLAGS = {\\\"different_pack_size\\\", \\\"needs_review\\\", \\\"bio_vs_non_bio\\\", \\\"brand_vs_private_label\\\"}\\n  19: \\n  20: \\n  21: def _now() -> str:\\n  22:     return datetime.now(timezone.utc).isoformat()\\n  23: \\n  24: \\n  25: def _money(value: Any) -> Decimal:\\n  26:     try:\\n  27:         text = str(value or \\\"0\\\").replace(\\\"CHF\\\", \\\"\\\").replace(\\\"'\\\", \\\"\\\").replace(\\\"’\\\", \\\"\\\").strip().replace(\\\",\\\", \\\".\\\")\\n  28:         return Decimal(text or \\\"0\\\").quantize(Decimal(\\\"0.01\\\"))\\n  29:     except (InvalidOperation, ValueError):\\n  30:         return Decimal(\\\"0.00\\\")\\n  31: \\n  32: \\n  33: def _fmt(value: Decimal | Any) -> str:\\n  34:     return f\\\"{_money(value):.2f}\\\"\\n  35: \\n  36: \\n  37: def normalize_product_name(raw_product_name: str) -> dict[str, str]:\\n  38:     raw = raw_product_name\\n  39:     text = re.sub(r\\\"\\\\b(aktion|rabatt|bonus|cumulus|hit|promo)\\\\b\\\", \\\" \\\", raw, flags=re.I)\\n  40:     quantity = re.search(r\\\"\\\\b\\\\d+(?:[.,]\\\\d+)?\\\\s*(?:kg|g|l|ml|stk|stück|x)\\\\b\\\", text, flags=re.I)\\n  41:     brand = \\\"M-Budget\\\" if re.search(r\\\"m[- ]?budget\\\", text, flags=re.I) else None\\n  42:     text = re.sub(r\\\"m[- ]?budget|bio\\\", \\\" \\\", text, flags=re.I)\\n  43:     text = re.sub(r\\\"\\\\b\\\\d+(?:[.,]\\\\d+)?\\\\s*(?:kg|g|l|ml|stk|stück|x)\\\\b\\\", \\\" \\\", text, flags=re.I)\\n  44:     words = [w.lower() for w in re.findall(r\\\"[A-Za-zÄÖÜäöüß]+\\\", text) if len(w) > 1]\\n  45:     core_map = {\\\"milch\\\": \\\"milch\\\", \\\"eier\\\": \\\"eier\\\", \\\"ei\\\": \\\"eier\\\", \\\"reis\\\": \\\"reis\\\", \\\"poulet\\\": \\\"poulet\\\", \\\"joghurt\\\": \\\"joghurt\\\", \\\"yogurt\\\": \\\"joghurt\\\", \\\"käse\\\": \\\"käse\\\", \\\"kaese\\\": \\\"käse\\\", \\\"waschmittel\\\": \\\"waschmittel\\\", \\\"katzenfutter\\\": \\\"katzenfutter\\\"}\\n  46:     core = next((core_map[w] for w in words if w in core_map), \\\" \\\".join(words[:3]).strip() or raw.strip().lower())\\n  47:     return {\\\"raw_product_name\\\": raw, \\\"normalized_product_name\\\": core, \\\"brand_hint\\\": brand or \\\"\\\", \\\"quantity_hint\\\": quantity.group(0).replace(\\\" \\\", \\\"\\\") if quantity else \\\"\\\", \\\"confidence\\\": \\\"0.82\\\" if core else \\\"0.50\\\"}\\n  48: \\n  49: \\n  50: def add_demo_migros_receipt(conn: Connection, *, purchase_date: str, store_name: str, items: list[dict[str, Any]], receipt_id: str | None = None) -> dict[str, Any]:\\n  51:     rid = receipt_id or new_id(\\\"mreceipt\\\")\\n  52:     out_items: list[dict[str, Any]] = []\\n  53:     for idx, item in enumerate(items, start=1):\\n  54:         norm = normalize_product_name(str(item.get(\\\"raw_product_name\\\") or \\\"\\\"))\\n  55:         pid = new_id(\\\"gitem\\\")\\n  56:         total = _fmt(item.get(\\\"total_price_text\\\") or item.get(\\\"total\\\") or \\\"0\\\")\\n  57:         conn.execute(\\n  58:             \\\"\\\"\\\"INSERT INTO grocery_product_items(product_item_id,source_type,receipt_id,receipt_key,source_line_id,purchase_date,store_name,raw_product_name,normalized_product_name,normalization_confidence,brand_hint,quantity_hint,quantity_text,unit,unit_price_text,total_price_text,currency,action_label,include_in_analysis,notes,health_analysis_status,health_flags_json,health_notes,created_at)\\n  59:                VALUES (?, 'migros_receipt', ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, 'CHF', ?, 1, ?, 'prepared_not_run', '{}', ?, ?)\\\"\\\"\\\",\\n  60:             (pid, rid, f\\\"{purchase_date}:{store_name}\\\", str(idx), purchase_date, store_name, item.get(\\\"raw_product_name\\\"), norm[\\\"normalized_product_name\\\"], norm[\\\"confidence\\\"], norm[\\\"brand_hint\\\"], norm[\\\"quantity_hint\\\"], item.get(\\\"quantity_text\\\"), item.get(\\\"unit\\\"), item.get(\\\"unit_price_text\\\"), total, item.get(\\\"action_label\\\"), item.get(\\\"notes\\\"), \\\"Gesundheitsanalyse später\\\", _now()),\\n  61:         )\\n  62:         row = row_to_dict(conn.execute(\\\"SELECT * FROM grocery_product_items WHERE product_item_id=?\\\", (pid,)).fetchone())\\n  63:         out_items.append(row)\\n  64:     conn.commit()\\n  65:     return {\\\"receipt_id\\\": rid, \\\"purchase_date\\\": purchase_date, \\\"store_name\\\": store_name, \\\"items\\\": out_items}\\n  66: \\n  67: \\n  68: def _items_for_receipt(conn: Connection, receipt_id: str) -> list[dict[str, Any]]:\\n  69:     rows = conn.execute(\\\"SELECT * FROM grocery_product_items WHERE receipt_id=? ORDER BY source_line_id, product_item_id\\\", (receipt_id,)).fetchall()\\n  70:     return [row_to_dict(r) for r in rows]\\n  71: \\n  72: \\n  73: def get_grocery_optimizer_dashboard(conn: Connection) -> dict[str, Any]:\\n  74:     rows = conn.execute(\\\"\\\"\\\"SELECT receipt_id, purchase_date, store_name, COUNT(*) AS article_count, COALESCE(SUM(CAST(total_price_text AS REAL)),0) AS total_value FROM grocery_product_items GROUP BY receipt_id,purchase_date,store_name ORDER BY purchase_date DESC, receipt_id DESC\\\"\\\"\\\").fetchall()\\n  75:     receipts = []\\n  76:     for r in rows:\\n  77:         items = _items_for_receipt(conn, r[\\\"receipt_id\\\"])\\n  78:         receipts.append({\\\"receipt_id\\\": r[\\\"receipt_id\\\"], \\\"purchase_date\\\": r[\\\"purchase_date\\\"], \\\"store_name\\\": r[\\\"store_name\\\"], \\\"article_count\\\": int(r[\\\"article_count\\\"] or 0), \\\"total_text\\\": _fmt(r[\\\"total_value\\\"]), \\\"items\\\": items})\\n  79:     return {\\\"purpose\\\": \\\"migros_product_savings_grocery_optimizer_v1\\\", \\\"receipts\\\": receipts, \\\"supported_retailers\\\": sorted(SAFE_RETAILERS - {\\\"Migros\\\"}), \\\"health_analysis_status\\\": \\\"prepared_not_run\\\", \\\"disclaimer\\\": \\\"Keine medizinische Bewertung; keine automatische Bestellung.\\\"}\\n  80: \\n  81: \\n  82: def upsert_product_match(conn: Connection, product_item_id: str, *, retailer: str, candidate_product_name: str, candidate_url: str, candidate_price_text: str, candidate_unit_price_text: str | None = None, quality_flags: list[str] | None = None, match_confidence: str = \\\"0.60\\\", status: str = \\\"suggested\\\", source: str = \\\"manual\\\", candidate_brand: str | None = None, candidate_package_size: str | None = None, candidate_unit: str | None = None) -> dict[str, Any]:\\n  83:     if retailer not in SAFE_RETAILERS:\\n  84:         raise ValueError(\\\"unsupported_retailer\\\")\\n  85:     mid = new_id(\\\"gmatch\\\")\\n  86:     flags = quality_flags or [\\\"needs_review\\\"]\\n  87:     fetched = _now()\\n  88:     source_hash = hashlib.sha256((retailer + candidate_url + candidate_product_name + str(candidate_price_text)).encode()).hexdigest()\\n  89:     conn.execute(\\n  90:         \\\"\\\"\\\"INSERT INTO grocery_product_matches(match_id,product_item_id,retailer,candidate_product_name,candidate_url,candidate_brand,candidate_package_size,candidate_unit,candidate_price_text,candidate_unit_price_text,price_currency,match_confidence,match_reason,quality_flags_json,fetched_at,source,status)\\n  91:            VALUES (?, ?, ?, ?, ?, ?, ?, ?, ?, ?, 'CHF', ?, ?, ?, ?, ?, ?)\\\"\\\"\\\",\\n  92:         (mid, product_item_id, retailer, candidate_product_name, candidate_url, candidate_brand, candidate_package_size, candidate_unit, _fmt(candidate_price_text), candidate_unit_price_text, match_confidence, \\\"reviewable sourced candidate\\\", json.dumps(flags), fetched, source, status),\\n  93:     )\\n  94:     conn.execute(\\n  95:         \\\"\\\"\\\"INSERT OR REPLACE INTO grocery_product_details_cache(detail_id,retailer,product_url,product_name,price_text,unit_price_text,package_size,ingredients_text,nutrition_json,fetched_at,cache_status,source_hash)\\n  96:            VALUES (COALESCE((SELECT detail_id FROM grocery_product_details_cache WHERE retailer=? AND product_url=?), ?), ?, ?, ?, ?, ?, ?, NULL, '{}', ?, 'cached', ?)\\\"\\\"\\\",\\n  97:         (retailer, candidate_url, new_id(\\\"gdetail\\\"), retailer, candidate_url, candidate_product_name, _fmt(candidate_price_text), candidate_unit_price_text, candidate_package_size, fetched, source_hash),\\n  98:     )\\n  99:     conn.commit()\\n 100:     return row_to_dict(conn.execute(\\\"SELECT * FROM grocery_product_matches WHERE match_id=?\\\", (mid,)).fetchone())\\n 101: \\n 102: \\n 103: def _matches(conn: Connection, product_item_id: str) -> list[dict[str, Any]]:\\n 104:     return [row_to_dict(r) for r in conn.execute(\\\"SELECT * FROM grocery_product_matches WHERE product_item_id=? ORDER BY CAST(match_confidence AS REAL) DESC\\\", (product_item_id,)).fetchall()]\\n 105: \\n 106: \\n 107: def _safe_match(match: dict[str, Any]) -> bool:\\n 108:     flags = set(json.loads(match.get(\\\"quality_flags_json\\\") or \\\"[]\\\"))\\n 109:     return match.get(\\\"status\\\") in {\\\"suggested\\\", \\\"accepted\\\"} and flags <= SAFE_FLAGS and bool(flags & SAFE_FLAGS)\\n 110: \\n 111: \\n 112: def run_grocery_optimization(conn: Connection, receipt_id: str, *, selected_retailers: list[str], max_store_count: int = 3, included_product_item_ids: list[str] | None = None) -> dict[str, Any]:\\n 113:     max_store_count = min(max(1, int(max_store_count or 3)), 3)\\n 114:     selected = [r for r in selected_retailers if r in SAFE_RETAILERS]\\n 115:     items = _items_for_receipt(conn, receipt_id)\\n 116:     if included_product_item_ids is not None:\\n 117:         include = set(included_product_item_ids)\\n 118:         items = [i for i in items if i[\\\"product_item_id\\\"] in include]\\n 119:     else:\\n 120:         items = [i for i in items if int(i.get(\\\"include_in_analysis\\\") or 0) == 1]\\n 121:     original = sum((_money(i[\\\"total_price_text\\\"]) for i in items), Decimal(\\\"0.00\\\"))\\n 122: \\n 123:     # First pass: determine each item's best safe alternative and potential saving.\\n 124:     item_options: list[dict[str, Any]] = []\\n 125:     retailer_savings: dict[str, Decimal] = defaultdict(lambda: Decimal(\\\"0.00\\\"))\\n 126:     uncertain = 0\\n 127:     for item in items:\\n 128:         item_price = _money(item[\\\"total_price_text\\\"])\\n 129:         candidates = [m for m in _matches(conn, item[\\\"product_item_id\\\"]) if m[\\\"retailer\\\"] in selected]\\n 130:         safe = [m for m in candidates if _safe_match(m)]\\n 131:         best = min(safe, key=lambda m: _money(m[\\\"candidate_price_text\\\"]), default=None)\\n 132:         if best:\\n 133:             retailer_savings[best[\\\"retailer\\\"]] += max(Decimal(\\\"0.00\\\"), item_price - _money(best[\\\"candidate_price_text\\\"]))\\n 134:         elif candidates:\\n 135:             uncertain += 1\\n 136:         item_options.append({\\\"item\\\": item, \\\"item_price\\\": item_price, \\\"candidates\\\": candidates, \\\"safe\\\": safe, \\\"best\\\": best})\\n 137: \\n 138:     allowed_retailers = set(r for r, _saving in sorted(retailer_savings.items(), key=lambda kv: kv[1], reverse=True)[:max_store_count])\\n 139:     comparisons = []\\n 140:     by_store: dict[str, list[dict[str, Any]]] = defaultdict(list)\\n 141:     optimized = Decimal(\\\"0.00\\\")\\n 142:     replaceable = 0\\n 143:     for option in item_options:\\n 144:         item = option[\\\"item\\\"]; item_price = option[\\\"item_price\\\"]\\n 145:         safe_in_allowed = [m for m in option[\\\"safe\\\"] if m[\\\"retailer\\\"] in allowed_retailers]\\n 146:         best = min(safe_in_allowed, key=lambda m: _money(m[\\\"candidate_price_text\\\"]), default=None)\\n 147:         original_best = option[\\\"best\\\"]\\n 148:         status = \\\"not_found\\\"\\n 149:         savings = Decimal(\\\"0.00\\\")\\n 150:         flags: list[str] = []\\n 151:         if best:\\n 152:             alt = _money(best[\\\"candidate_price_text\\\"])\\n 153:             savings = max(Decimal(\\\"0.00\\\"), item_price - alt)\\n 154:             optimized += alt\\n 155:             replaceable += 1\\n 156:             status = \\\"suggested\\\"\\n 157:             flags = json.loads(best.get(\\\"quality_flags_json\\\") or \\\"[]\\\")\\n 158:             by_store[best[\\\"retailer\\\"]].append({\\\"product\\\": item[\\\"raw_product_name\\\"], \\\"candidate_product_name\\\": best[\\\"candidate_product_name\\\"], \\\"price_text\\\": _fmt(alt), \\\"source_url\\\": best[\\\"candidate_url\\\"]})\\n 159:         else:\\n 160:             optimized += item_price\\n 161:             if original_best and original_best.get(\\\"retailer\\\") not in allowed_retailers:\\n 162:                 status = \\\"not_selected_due_to_store_limit\\\"\\n 163:                 flags = json.loads(original_best.get(\\\"quality_flags_json\\\") or \\\"[]\\\")\\n 164:             elif option[\\\"candidates\\\"]:\\n 165:                 status = \\\"needs_review\\\"\\n 166:                 flags = json.loads(option[\\\"candidates\\\"][0].get(\\\"quality_flags_json\\\") or \\\"[]\\\")\\n 167:         comparisons.append({\\\"product_item_id\\\": item[\\\"product_item_id\\\"], \\\"migros_product\\\": item[\\\"raw_product_name\\\"], \\\"migros_price_text\\\": _fmt(item_price), \\\"best_alternative\\\": best[\\\"candidate_product_name\\\"] if best else None, \\\"retailer\\\": best[\\\"retailer\\\"] if best else None, \\\"alternative_price_text\\\": _fmt(best[\\\"candidate_price_text\\\"]) if best else None, \\\"unit_price_text\\\": best.get(\\\"candidate_unit_price_text\\\") if best else None, \\\"savings_text\\\": _fmt(savings), \\\"confidence\\\": best.get(\\\"match_confidence\\\") if best else \\\"0\\\", \\\"status\\\": status, \\\"quality_flags\\\": flags, \\\"source_url\\\": best.get(\\\"candidate_url\\\") if best else None})\\n 168:     stores = sorted(by_store.items(), key=lambda kv: len(kv[1]), reverse=True)\\n 169:     optimized_lists = [{\\\"variant\\\": \\\"max_3_stores\\\", \\\"store_count\\\": len(stores), \\\"stores\\\": [{\\\"retailer\\\": retailer, \\\"items\\\": rows} for retailer, rows in stores], \\\"not_found_products\\\": [c[\\\"migros_product\\\"] for c in comparisons if c[\\\"status\\\"] == \\\"not_found\\\"], \\\"needs_review_products\\\": [c[\\\"migros_product\\\"] for c in comparisons if c[\\\"status\\\"] == \\\"needs_review\\\"], \\\"store_limit_omitted_products\\\": [c[\\\"migros_product\\\"] for c in comparisons if c[\\\"status\\\"] == \\\"not_selected_due_to_store_limit\\\"]}]\\n 170:     savings_total = max(Decimal(\\\"0.00\\\"), original - optimized)\\n 171:     quality = \\\"review_required\\\" if uncertain or any(c[\\\"status\\\"] != \\\"suggested\\\" for c in comparisons) else \\\"ok\\\"\\n 172:     run_id = new_id(\\\"grun\\\")\\n 173:     summary = {\\\"replaceable_product_count\\\": replaceable, \\\"uncertain_product_count\\\": uncertain, \\\"estimated_savings_text\\\": _fmt(savings_total), \\\"optimized_lists\\\": optimized_lists, \\\"product_comparisons\\\": comparisons}\\n 174:     conn.execute(\\\"\\\"\\\"INSERT INTO grocery_optimization_runs(run_id,receipt_id,run_date,selected_retailers_json,max_store_count,original_total_text,optimized_total_text,estimated_savings_text,quality_status,summary_json,created_at) VALUES (?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?)\\\"\\\"\\\", (run_id, receipt_id, _now(), json.dumps(selected), max_store_count, _fmt(original), _fmt(optimized), _fmt(savings_total), quality, json.dumps(summary), _now()))\\n 175:     conn.commit()\\n 176:     return {\\\"run_id\\\": run_id, \\\"receipt_id\\\": receipt_id, \\\"max_store_count\\\": max_store_count, \\\"original_total_text\\\": _fmt(original), \\\"optimized_total_text\\\": _fmt(optimized), \\\"quality_status\\\": quality, \\\"summary\\\": summary, \\\"optimized_lists\\\": optimized_lists, \\\"product_comparisons\\\": comparisons, \\\"health_analysis_status\\\": \\\"prepared_not_run\\\"}\\n 177: \\n 178: def _outside_repo(path: Path, repo_root: Path) -> bool:\\n 179:     try:\\n 180:         path.resolve().relative_to(repo_root.resolve())\\n 181:         return False\\n 182:     except ValueError:\\n 183:         return True\\n 184: \\n 185: \\n 186: def generate_grocery_optimization_report(conn: Connection, run_id: str, *, reports_dir: Path | None = None, repo_root: Path | None = None) -> dict[str, Any]:\\n 187:     repo = (repo_root or find_repo_root()).resolve()\\n 188:     if reports_dir is None:\\n 189:         reports_dir = load_settings(repo_root=repo).runtime_paths.reports_dir / \\\"grocery_optimizer\\\"\\n 190:     reports_dir = reports_dir.resolve()\\n 191:     if not _outside_repo(reports_dir, repo):\\n 192:         raise ValueError(\\\"reports_dir_must_be_outside_repo\\\")\\n 193:     row = conn.execute(\\\"SELECT * FROM grocery_optimization_runs WHERE run_id=?\\\", (run_id,)).fetchone()\\n 194:     if not row:\\n 195:         raise ValueError(\\\"run_not_found\\\")\\n 196:     run = row_to_dict(row); summary = json.loads(run[\\\"summary_json\\\"])\\n 197:     items = _items_for_receipt(conn, run[\\\"receipt_id\\\"])\\n 198:     date = items[0].get(\\\"purchase_date\\\") if items else run[\\\"run_date\\\"][:10]\\n 199:     reports_dir.mkdir(parents=True, exist_ok=True)\\n 200:     path = (reports_dir / f\\\"migros_einkaufsoptimierung_{date}_{run_id}.md\\\").resolve()\\n 201:     if reports_dir not in path.parents:\\n 202:         raise ValueError(\\\"report_path_must_stay_under_runtime_reports_dir\\\")\\n 203:     lines = [f\\\"# Migros Einkaufsoptimierung – {date}\\\", \\\"\\\", \\\"## Originalwarenkorb\\\", f\\\"- Artikel: {len(items)}\\\", f\\\"- Originaltotal: CHF {run['original_total_text']}\\\", \\\"\\\", \\\"## Optimierung\\\", f\\\"- Optimiertes Total: CHF {run['optimized_total_text']}\\\", f\\\"- Geschätzte Ersparnis: CHF {run['estimated_savings_text']}\\\", f\\\"- Qualität: {run['quality_status']}\\\", \\\"\\\", \\\"## Produkte ohne sichere Alternative\\\"]\\n 204:     lines += [f\\\"- {p}\\\" for p in summary.get(\\\"optimized_lists\\\", [{}])[0].get(\\\"not_found_products\\\", [])] or [\\\"- keine\\\"]\\n 205:     lines += [\\\"\\\", \\\"## Unsichere Matches\\\"] + ([f\\\"- {p}\\\" for p in summary.get(\\\"optimized_lists\\\", [{}])[0].get(\\\"needs_review_products\\\", [])] or [\\\"- keine\\\"])\\n 206:     lines += [\\\"\\\", \\\"## Quellen\\\", \\\"Alle Alternativen enthalten Quellen-URLs und Zeitstempel im lokalen Cache.\\\", \\\"\\\", \\\"## Disclaimer\\\", \\\"Preise können sich ändern. Produktgleichheit nicht garantiert. Verfügbarkeit nicht garantiert. Dies ist keine medizinische Empfehlung. Keine automatische Bestellung.\\\"]\\n 207:     path.write_text(\\\"\\\\n\\\".join(lines), encoding=\\\"utf-8\\\")\\n 208:     conn.execute(\\\"UPDATE grocery_optimization_runs SET report_path=? WHERE run_id=?\\\", (str(path), run_id)); conn.commit()\\n 209:     return {\\\"run_id\\\": run_id, \\\"format\\\": \\\"markdown\\\", \\\"report_path\\\": str(path), \\\"runtime_only\\\": True}\\n\\n### src/jarvis_finance/api/routers/budget.py\\n   1: from __future__ import annotations\\n   2: \\n   3: from fastapi import APIRouter, Depends\\n   4: from sqlite3 import Connection\\n   5: \\n   6: from jarvis_finance.api.dependencies import get_db\\n   7: from jarvis_finance.services.budget_accounts import archive_budget_account, confirm_create_budget_account, create_budget_account_preview, list_budget_accounts\\n   8: from jarvis_finance.services.budget_categories import (\\n   9:     archive_category,\\n  10:     archive_tag,\\n  11:     confirm_budget_category_cleanup,\\n  12:     confirm_category_merge,\\n  13:     confirm_create_category,\\n  14:     confirm_create_tag,\\n  15:     create_category_preview,\\n  16:     create_tag_preview,\\n  17:     delete_empty_category,\\n  18:     list_category_tree_grouped,\\n  19:     list_categories,\\n  20:     list_tags,\\n  21:     preview_budget_category_cleanup,\\n  22:     preview_category_merges,\\n  23:     reorder_categories,\\n  24:     update_category,\\n  25: )\\n  26: from jarvis_finance.services.budget_csv_imports import import_budget_csv_text, import_profile_specs\\n  27: from jarvis_finance.services.budget_imports import (\\n  28:     archive_reference_year_candidates,\\n  29:     apply_budget_rules_to_open_candidates,\\n  30:     apply_merchant_to_open_candidates,\\n  31:     batch_confirm_safe_candidates,\\n  32:     batch_mark_candidates,\\n  33:     confirm_migros_receipts_2026,\\n  34:     bulk_update_transaction_candidate_category,\\n  35:     confirm_candidate_split,\\n  36:     confirm_transaction_candidate,\\n  37:     create_budget_rule,\\n  38:     create_merchant,\\n  39:     create_merchant_alias,\\n  40:     create_candidate_split,\\n  41:     create_review_category_for_candidate,\\n  42:     deactivate_budget_rule,\\n  43:     detect_duplicate_candidates,\\n  44:     ignore_transaction_candidate,\\n  45:     list_budget_rules,\\n  46:     list_merchants,\\n  47:     list_transaction_candidates,\\n  48:     merge_merchants,\\n  49:     mark_candidate_transfer,\\n  50:     mark_candidate_type,\\n  51:     preview_migros_receipts_2026,\\n  52:     preview_batch_confirm_candidates,\\n  53:     preview_safe_auto_candidates,\\n  54:     preview_transaction_candidate,\\n  55:     prioritize_budget_rule,\\n  56:     reclassify_bank_income_candidates,\\n  57:     reopen_transaction_candidate,\\n  58:     review_candidate_summary,\\n  59:     seed_bank_transfer_candidates_from_rows,\\n  60:     seed_credit_card_candidates_from_rows,\\n  61:     seed_migros_candidates_from_rows,\\n  62:     seed_transaction_candidates_from_csv_text,\\n  63:     seed_transaction_candidates\\n\\n... [OUTPUT TRUNCATED - 70140 chars omitted out of 120140 total] ...\\n\\nRecurringPayment = (body: unknown) => apiPost<BudgetPreview>('/api/budget/recurring/manual/preview', body)\\n  85: export const confirmManualRecurringPayment = (body: unknown) => apiPost<BudgetConfirm>('/api/budget/recurring/manual/confirm', body)\\n  86: export const archiveRecurringPayment = (id: string) => apiPost<BudgetConfirm>(`/api/budget/recurring/${encodeURIComponent(id)}/archive`, {})\\n  87: export const getBudgetOverview = (month = '2026-01') => apiGet<BudgetOverview>(`/api/budget/overview?month=${month}`)\\n  88: export const getBudgetStatusByCategory = (year = '2026') => apiGet<BudgetStatusRow[]>(`/api/budget/status/categories?year=${year}`)\\n  89: export const getCategoryMonthDetail = (categoryId: string, month: string) => apiGet<BudgetMonthDetail>(`/api/budget/status/categories/${encodeURIComponent(categoryId)}/months/${encodeURIComponent(month)}`)\\n  90: export const getBudgetCharts = (year = '2026') => apiGet<BudgetCharts>(`/api/budget/charts?year=${year}`)\\n  91: export const getBudgetVsActualAnalysis = (year = '2026') => apiGet<BudgetVsActualAnalysis>(`/api/budget/analysis/budget-vs-actual?year=${year}`)\\n  92: export const getCategoryAnalysis = (year = '2026', txType: 'income' | 'expense' = 'expense', month = '') => {\\n  93:   const params = new URLSearchParams({ year, tx_type: txType })\\n  94:   if (month) params.set('month', month)\\n  95:   return apiGet<CategoryAnalysis>(`/api/budget/analysis/categories?${params.toString()}`)\\n  96: }\\n  97: export const getMonthlyComparison = (year = '2026') => apiGet<MonthlyComparison>(`/api/budget/analysis/monthly-comparison?year=${year}`)\\n  98: export const getBudgetDataExplorer = (filters: Record<string, string> = {}) => {\\n  99:   const params = new URLSearchParams()\\n 100:   Object.entries(filters).forEach(([key, value]) => { if (value) params.set(key, value) })\\n 101:   return apiGet<BudgetDataExplorer>(`/api/budget/analysis/data-explorer?${params.toString()}`)\\n 102: }\\n 103: export const getIncomeStatus = (year = '2026') => apiGet<Record<string, unknown>>(`/api/budget/income/status?year=${year}`)\\n 104: export const getIncomePlans = (year = '2026') => apiGet<IncomePlan[]>(`/api/budget/income/plans?year=${year}`)\\n 105: export const getIncomeSeedCandidates = (year = '2026') => apiGet<IncomeSeedCandidate[]>(`/api/budget/income/seed-candidates?year=${year}`)\\n 106: export const previewIncomePlan = (body: unknown) => apiPost<BudgetPreview>('/api/budget/income/plans/preview', body)\\n 107: export const confirmIncomePlan = (body: unknown) => apiPost<BudgetConfirm>('/api/budget/income/plans/confirm', body)\\n 108: export const previewIncomeTemplates = (year = '2026') => apiPost<Record<string, unknown>>('/api/budget/income/templates/preview', { year })\\n 109: export const confirmIncomeTemplates = (year = '2026') => apiPost<Record<string, unknown>>('/api/budget/income/templates/confirm', { year })\\n 110: export const previewIncomePlanUpdate = (id: string, body: unknown) => apiPost<BudgetPreview & { requires_explicit_confirm?: boolean }>(`/api/budget/income/plans/${id}/update/preview`, body)\\n 111: export const confirmIncomePlanUpdate = (id: string, body: unknown) => apiPost<BudgetConfirm>(`/api/budget/income/plans/${id}/update/confirm`, body)\\n 112: export const reorderIncomePlans = (plan_item_ids: string[], year = '2026') => apiPost<BudgetConfirm & { updated_count: number }>('/api/budget/income/plans/reorder', { plan_item_ids, year })\\n 113: export const archiveIncomePlan = (id: string) => apiPost<BudgetConfirm>(`/api/budget/income/plans/${id}/archive`, {})\\n 114: export const getBudgetTransactions = (query = '') => apiGet<BudgetTransaction[]>(`/api/budget/transactions${query}`)\\n 115: export const getBudgetTransfers = (query = '') => apiGet<BudgetTransfer[]>(`/api/budget/transfers${query}`)\\n 116: export const getBudgetAccounts = () => apiGet<BudgetAccount[]>('/api/budget/accounts')\\n 117: export const getBudgetCategories = () => apiGet<BudgetCategory[]>('/api/budget/categories')\\n 118: export const getBudgetTags = () => apiGet<BudgetTag[]>('/api/budget/tags')\\n 119: export const previewBudgetTransaction = (body: unknown) => apiPost<BudgetPreview>('/api/budget/transactions/preview', body)\\n 120: export const confirmBudgetTransaction = (body: unknown) => apiPost<BudgetConfirm>('/api/budget/transactions/confirm', body)\\n 121: export const updateBudgetTransaction = (id: string, body: unknown) => apiPost<BudgetConfirm>(`/api/budget/transactions/${id}/update`, body)\\n 122: export const previewBudgetTransfer = (body: unknown) => apiPost<BudgetPreview>('/api/budget/transfers/preview', body)\\n 123: export const confirmBudgetTransfer = (body: unknown) => apiPost<BudgetConfirm>('/api/budget/transfers/confirm', body)\\n 124: export const previewBudgetAccount = (body: unknown) => apiPost<BudgetPreview>('/api/budget/accounts/preview', body)\\n 125: export const confirmBudgetAccount = (body: unknown) => apiPost<BudgetConfirm>('/api/budget/accounts/confirm', body)\\n 126: export const archiveBudgetAccount = (id: string) => apiPost<BudgetConfirm>(`/api/budget/accounts/${id}/archive`, {})\\n 127: export const previewBudgetCategory = (body: unknown) => apiPost<BudgetPreview>('/api/budget/categories/preview', body)\\n 128: export const confirmBudgetCategory = (body: unknown) => apiPost<BudgetConfirm>('/api/budget/categories/confirm', body)\\n 129: export const previewBudgetCategoryCleanup = () => apiPost<Record<string, unknown> & { preview_id: string; summary: string; target_expense_categories: string[]; auto_mappings: Array<Record<string, unknown>>; review_required: Array<Record<string, unknown>>; empty_categories: Array<Record<string, unknown>>; payload: Record<string, unknown>; warnings: string[] }>('/api/budget/categories/cleanup/preview', {})\\n 130: export const confirmBudgetCategoryCleanup = (body: unknown) => apiPost<Record<string, unknown> & { audit_id: string }>('/api/budget/categories/cleanup/confirm', body)\\n 131: export const reorderBudgetCategories = (category_ids: string[], category_type: 'expense' | 'income' = 'expense') => apiPost<BudgetConfirm & { updated_count: number }>('/api/budget/categories/reorder', { category_ids, category_type })\\n 132: export const updateBudgetCategory = (id: string, body: unknown) => apiPost<BudgetConfirm>(`/api/budget/categories/${id}/update`, body)\\n 133: export const archiveBudgetCategory = (id: string) => apiPost<BudgetConfirm>(`/api/budget/categories/${id}/archive`, {})\\n 134: export const previewBudgetTag = (body: unknown) => apiPost<BudgetPreview>('/api/budget/tags/preview', body)\\n 135: export const confirmBudgetTag = (body: unknown) => apiPost<BudgetConfirm>('/api/budget/tags/confirm', body)\\n 136: export const archiveBudgetTag = (id: string) => apiPost<BudgetConfirm>(`/api/budget/tags/${id}/archive`, {})\\n 137: export const getBudgetSeedCandidates = () => apiGet<BudgetSeedCandidate[]>('/api/budget/seed-candidates')\\n 138: export const generateBudgetSeedCandidates = (body: unknown) => apiPost<BudgetSeedSummary>('/api/budget/seed-candidates/generate', body)\\n 139: export const previewBudgetSeedCandidate = (id: string, body: unknown) => apiPost<BudgetPreview>(`/api/budget/seed-candidates/${id}/preview`, body)\\n 140: export const confirmBudgetSeedCandidate = (id: string, body: unknown) => apiPost<BudgetConfirm>(`/api/budget/seed-candidates/${id}/confirm`, body)\\n 141: export const ignoreBudgetSeedCandidate = (id: string, note = '') => apiPost<BudgetConfirm>(`/api/budget/seed-candidates/${id}/ignore`, { note })\\n 142: export const reopenBudgetSeedCandidate = (id: string, note = '') => apiPost<BudgetConfirm>(`/api/budget/seed-candidates/${id}/reopen`, { note })\\n 143: export const setBudgetSeedCandidateStatus = (id: string, status: string, note = '') => apiPost<BudgetConfirm>(`/api/budget/seed-candidates/${id}/status`, { status, note })\\n 144: export const convertBudgetUncleanRange = (id: string, body: unknown) => apiPost<BudgetConfirm>(`/api/budget/seed-candidates/${id}/convert-unclean`, body)\\n 145: export const previewClearBudgetCategoriesTakeover = () => apiPost<{ preview_id: string; summary: string; count: number; categories: Array<Record<string, unknown>>; warnings: string[] }>('/api/budget/seed-candidates/categories/preview-clear-takeover', {})\\n 146: export const confirmClearBudgetCategoriesTakeover = () => apiPost<BudgetConfirm & { confirmed_count: number; skipped_count: number }>('/api/budget/seed-candidates/categories/confirm-clear-takeover', {})\\n 147: export const previewBudgetPlanTakeover = () => apiPost<{ preview_id: string; summary: string; count: number; budget_plans: Array<Record<string, unknown>>; warnings: string[] }>('/api/budget/seed-candidates/budget-plans/preview-takeover', {})\\n 148: export const confirmBudgetPlanTakeover = () => apiPost<BudgetConfirm & { confirmed_count: number; skipped_count: number }>('/api/budget/seed-candidates/budget-plans/confirm-takeover', {})\\n 149: export const getBudgetTransactionCandidates = (status = '', tab = '', filters: Record<string, string> = {}) => {\\n 150:   const params = new URLSearchParams()\\n 151:   if (status) params.set('status', status)\\n 152:   if (tab) params.set('tab', tab)\\n 153:   Object.entries(filters).forEach(([k, v]) => { if (v) params.set(k, v) })\\n 154:   const qs = params.toString()\\n 155:   return apiGet<BudgetTransactionCandidate[]>(`/api/budget/transaction-candidates${qs ? `?${qs}` : ''}`)\\n 156: }\\n 157: export const getBudgetTransactionCandidateSummary = (budget_year = '2026') => apiGet<BudgetReviewSummary>(`/api/budget/transaction-candidates/summary?budget_year=${budget_year}`)\\n 158: export const generateBudgetTransactionCandidates = (body: unknown) => apiPost<Record<string, number>>('/api/budget/transaction-candidates/generate', body)\\n 159: export const previewBudgetTransactionCandidate = (id: string, body: unknown) => apiPost<BudgetPreview>(`/api/budget/transaction-candidates/${id}/preview`, body)\\n 160: export const confirmBudgetTransactionCandidate = (id: string, body: unknown) => apiPost<BudgetConfirm>(`/api/budget/transaction-candidates/${id}/confirm`, body)\\n 161: export const ignoreBudgetTransactionCandidate = (id: string, note = '') => apiPost<BudgetConfirm>(`/api/budget/transaction-candidates/${id}/ignore`, { note })\\n 162: export const reopenBudgetTransactionCandidate = (id: string, note = '') => apiPost<BudgetConfirm>(`/api/budget/transaction-candidates/${id}/reopen`, { note })\\n 163: export const updateBudgetTransactionCandidateCategory = (id: string, category_id: string, note = '') => apiPost<BudgetConfirm>(`/api/budget/transaction-candidates/${id}/category`, { category_id, note })\\n 164: export const bulkUpdateBudgetTransactionCandidateCategory = (candidate_ids: string[], category_id: string, note = '') => apiPost<{ updated_count: number; skipped_count: number }>('/api/budget/transaction-candidates/bulk-category', { candidate_ids, category_id, note })\\n 165: export const splitBudgetTransactionCandidate = (id: string, splits: unknown[]) => apiPost<BudgetConfirm & { split_count: number }>(`/api/budget/transaction-candidates/${id}/split`, { splits })\\n 166: export const markBudgetTransactionCandidateTransfer = (id: string, note = '') => apiPost<BudgetConfirm>(`/api/budget/transaction-candidates/${id}/transfer`, { note })\\n 167: export const markBudgetTransactionCandidateType = (id: string, candidate_type: 'transfer' | 'investment_transfer' | 'credit_card_payment', note = '') => apiPost<BudgetConfirm & { classification: string }>(`/api/budget/transaction-candidates/${id}/type`, { candidate_type, note })\\n 168: export const getBudgetImportProfiles = () => apiGet<Array<Record<string, unknown>>>('/api/budget/import-profiles')\\n 169: export const dryRunBudgetImportProfile = (profile: string, body: unknown) => apiPost<Record<string, unknown>>(`/api/budget/import-profiles/${profile}/dry-run`, body)\\n 170: export const createBudgetImportCandidates = (profile: string, body: unknown) => apiPost<Record<string, unknown>>(`/api/budget/import-profiles/${profile}/candidates`, body)\\n 171: export const previewSafeBudgetTransactionCandidates = () => apiPost<{ preview_id: string; summary: string; count: number; groups: Array<Record<string, unknown>>; warnings: string[] }>('/api/budget/transaction-candidates/batch-confirm-safe/preview', {})\\n 172: export const batchConfirmSafeBudgetTransactionCandidates = (account_id: string, candidate_ids: string[] = []) => apiPost<{ confirmed_count: number; skipped_count: number }>('/api/budget/transaction-candidates/batch-confirm-safe', { account_id, candidate_ids })\\n 173: export const deleteEmptyBudgetCategory = (id: string) => apiPost<BudgetConfirm>(`/api/budget/categories/${id}/delete-empty`, {})\\n 174: export const previewBudgetCategoryMerges = () => apiPost<{ preview_id: string; summary: string; suggestions: Array<{ target_category_id: string; target_name: string; source_category_ids: string[]; source_names: string[] }>; warnings: string[] }>('/api/budget/categories/merge/preview', {})\\n 175: export const confirmBudgetCategoryMerge = (body: unknown) => apiPost<BudgetConfirm & { moved_transactions: number; moved_budget_plans: number; moved_children: number }>('/api/budget/categories/merge/confirm', body)\\n 176: export const previewBatchBudgetTransactionCandidates = (candidate_ids: string[], account_id: string, budget_year = '2026') => apiPost<{ preview_id: string; count: number; categories: Record<string, number>; sources?: Record<string, number>; possible_duplicates?: number; blockers?: Record<string, number>; conflicts: Array<Record<string, unknown>>; can_confirm?: boolean; requires_explicit_confirm: boolean }>('/api/budget/transaction-candidates/batch/preview', { candidate_ids, account_id, budget_year })\\n 177: export const batchBudgetTransactionCandidates = (body: unknown) => apiPost<Record<string, unknown>>('/api/budget/transaction-candidates/batch', body)\\n 178: export const confirmBudgetTransactionCandidateSplit = (id: string, body: unknown) => apiPost<Record<string, unknown>>(`/api/budget/transaction-candidates/${id}/split/confirm`, body)\\n 179: export const createReviewCategoryForCandidate = (id: string, body: unknown) => apiPost<BudgetConfirm & { category_id: string }>(`/api/budget/transaction-candidates/${id}/category/create`, body)\\n 180: export const getBudgetRules = () => apiGet<BudgetRule[]>('/api/budget/rules')\\n 181: export const createBudgetRule = (body: unknown) => apiPost<Record<string, unknown>>('/api/budget/rules', body)\\n 182: export const updateBudgetRule = (id: string, body: unknown) => apiPost<Record<string, unknown>>(`/api/budget/rules/${id}/update`, body)\\n 183: export const prioritizeBudgetRule = (id: string, priority: number) => apiPost<Record<string, unknown>>(`/api/budget/rules/${id}/priority`, { priority })\\n 184: export const deactivateBudgetRule = (id: string) => apiPost<Record<string, unknown>>(`/api/budget/rules/${id}/deactivate`, {})\\n 185: export const testBudgetRule = (id: string) => apiPost<Record<string, unknown>>(`/api/budget/rules/${id}/test`, {})\\n 186: export const applyBudgetRule = (id: string) => apiPost<Record<string, unknown>>(`/api/budget/rules/${id}/apply`, {})\\n 187: export const getBudgetMerchants = () => apiGet<BudgetMerchant[]>('/api/budget/merchants')\\n 188: export const createBudgetMerchant = (body: unknown) => apiPost<Record<string, unknown>>('/api/budget/merchants', body)\\n 189: export const createBudgetMerchantAlias = (merchantId: string, body: unknown) => apiPost<Record<string, unknown>>(`/api/budget/merchants/${merchantId}/aliases`, body)\\n 190: export const updateBudgetMerchantCategory = (merchantId: string, categoryId: string) => apiPost<Record<string, unknown>>(`/api/budget/merchants/${merchantId}/category`, { category_id: categoryId })\\n 191: export const applyBudgetMerchant = (merchantId: string) => apiPost<Record<string, unknown>>(`/api/budget/merchants/${merchantId}/apply`, {})\\n 192: export const mergeBudgetMerchants = (source_merchant_id: string, target_merchant_id: string) => apiPost<Record<string, unknown>>('/api/budget/merchants/merge', { source_merchant_id, target_merchant_id })\\n 193: export const detectBudgetDuplicateCandidates = () => apiPost<Record<string, unknown>>('/api/budget/transaction-candidates/detect-duplicates', {})\\n 194: export const reclassifyBankIncomeCandidates = (budget_year = '2026') => apiPost<Record<string, number>>('/api/budget/transaction-candidates/bank-income/reclassify', { budget_year })\\n\\n### tests/unit/test_migros_grocery_optimizer_v1.py\\n   1: from __future__ import annotations\\n   2: \\n   3: import sqlite3\\n   4: from pathlib import Path\\n   5: \\n   6: from jarvis_finance.storage.migrations import apply_migrations\\n   7: from jarvis_finance.services.grocery_optimizer import (\\n   8:     add_demo_migros_receipt,\\n   9:     generate_grocery_optimization_report,\\n  10:     get_grocery_optimizer_dashboard,\\n  11:     normalize_product_name,\\n  12:     run_grocery_optimization,\\n  13:     upsert_product_match,\\n  14: )\\n  15: \\n  16: \\n  17: def db() -> sqlite3.Connection:\\n  18:     conn = sqlite3.connect(':memory:')\\n  19:     conn.row_factory = sqlite3.Row\\n  20:     apply_migrations(conn)\\n  21:     return conn\\n  22: \\n  23: \\n  24: def test_migros_receipt_items_are_selectable_detail_rows_and_decimal_text() -> None:\\n  25:     conn = db()\\n  26:     receipt = add_demo_migros_receipt(conn, purchase_date='2026-05-19', store_name='Migros Test', items=[\\n  27:         {'raw_product_name': 'M-Budget Milch 1L Aktion', 'quantity_text': '1 x 1L', 'unit': 'l', 'unit_price_text': '1.20', 'total_price_text': '1.20', 'action_label': 'Aktion'},\\n  28:         {'raw_product_name': 'Bio Eier 6 Stück', 'quantity_text': '6 Stk', 'unit': 'stück', 'unit_price_text': '0.70', 'total_price_text': '4.20'},\\n  29:     ])\\n  30: \\n  31:     dashboard = get_grocery_optimizer_dashboard(conn)\\n  32: \\n  33:     assert dashboard['purpose'] == 'migros_product_savings_grocery_optimizer_v1'\\n  34:     assert dashboard['receipts'][0]['receipt_id'] == receipt['receipt_id']\\n  35:     assert dashboard['receipts'][0]['article_count'] == 2\\n  36:     assert dashboard['receipts'][0]['total_text'] == '5.40'\\n  37:     first_item = dashboard['receipts'][0]['items'][0]\\n  38:     assert first_item['raw_product_name'] == 'M-Budget Milch 1L Aktion'\\n  39:     assert first_item['normalized_product_name'] == 'milch'\\n  40:     assert first_item['normalization_confidence'] == '0.82'\\n  41:     assert isinstance(first_item['total_price_text'], str)\\n  42:     assert first_item['health_analysis_status'] == 'prepared_not_run'\\n  43:     assert first_item['health_flags_json'] == '{}'\\n  44: \\n  45: \\n  46: def test_normalization_preserves_original_and_stores_confidence() -> None:\\n  47:     result = normalize_product_name('  AKTION! M-Budget Bio Joghurt 500g  ')\\n  48:     assert result['raw_product_name'] == '  AKTION! M-Budget Bio Joghurt 500g  '\\n  49:     assert result['normalized_product_name'] == 'joghurt'\\n  50:     assert result['brand_hint'] == 'M-Budget'\\n  51:     assert result['quantity_hint'] == '500g'\\n  52:     assert result['confidence'] == '0.82'\\n  53: \\n  54: \\n  55: def test_product_matching_marks_pack_size_and_excludes_uncertain_savings() -> None:\\n  56:     conn = db()\\n  57:     receipt = add_demo_migros_receipt(conn, purchase_date='2026-05-19', store_name='Migros Test', items=[\\n  58:         {'raw_product_name': 'Milch 1L', 'quantity_text': '1L', 'unit': 'l', 'unit_price_text': '1.50', 'total_price_text': '1.50'},\\n  59:         {'raw_product_name': 'Käse Spezial 200g', 'quantity_text': '200g', 'unit': 'g', 'unit_price_text': '4.00', 'total_price_text': '4.00'},\\n  60:     ])\\n  61:     milk_id = receipt['items'][0]['product_item_id']\\n  62:     cheese_id = receipt['items'][1]['product_item_id']\\n  63:     upsert_product_match(conn, milk_id, retailer='Coop', candidate_product_name='Prix Garantie Milch 1L', candidate_url='https://example.invalid/coop/milch', candidate_price_text='1.20', candidate_unit_price_text='1.20/l', quality_flags=['close_match'], match_confidence='0.86', status='suggested')\\n  64:     upsert_product_match(conn, cheese_id, retailer='Aldi Suisse', candidate_product_name='Käse 400g', candidate_url='https://example.invalid/aldi/kaese', candidate_price_text='3.20', candidate_unit_price_text='8.00/kg', quality_flags=['different_pack_size', 'needs_review'], match_confidence='0.52', status='needs_review')\\n  65: \\n  66:     run = run_grocery_optimization(conn, receipt['receipt_id'], selected_retailers=['Coop', 'Aldi Suisse', 'Lidl'], max_store_count=3)\\n  67: \\n  68:     assert run['receipt_id'] == receipt['receipt_id']\\n  69:     assert run['max_store_count'] == 3\\n  70:     assert run['optimized_lists'][0]['store_count'] <= 3\\n  71:     assert run['summary']['replaceable_product_count'] == 1\\n  72:     assert run['summary']['uncertain_product_count'] == 1\\n  73:     assert run['summary']['estimated_savings_text'] == '0.30'\\n  74:     assert any(item['status'] == 'needs_review' for item in run['product_comparisons'])\\n  75:     uncertain = [item for item in run['product_comparisons'] if item['migros_product'] == 'Käse Spezial 200g'][0]\\n  76:     assert 'different_pack_size' in uncertain['quality_flags']\\n  77:     assert uncertain['savings_text'] == '0.00'\\n  78: \\n  79: \\n  80: def test_runtime_report_stays_outside_repo_and_contains_disclaimer(tmp_path: Path) -> None:\\n  81:     conn = db()\\n  82:     receipt = add_demo_migros_receipt(conn, purchase_date='2026-05-19', store_name='Migros Test', items=[\\n  83:         {'raw_product_name': 'Milch 1L', 'quantity_text': '1L', 'unit': 'l', 'unit_price_text': '1.50', 'total_price_text': '1.50'},\\n  84:     ])\\n  85:     item_id = receipt['items'][0]['product_item_id']\\n  86:     upsert_product_match(conn, item_id, retailer='Coop', candidate_product_name='Prix Garantie Milch 1L', candidate_url='https://example.invalid/coop/milch', candidate_price_text='1.20', candidate_unit_price_text='1.20/l', quality_flags=['close_match'], match_confidence='0.86', status='suggested')\\n  87:     run = run_grocery_optimization(conn, receipt['receipt_id'], selected_retailers=['Coop'], max_store_count=1)\\n  88: \\n  89:     report = generate_grocery_optimization_report(conn, run['run_id'], reports_dir=tmp_path / 'runtime-reports', repo_root=Path.cwd())\\n  90: \\n  91:     assert report['format'] == 'markdown'\\n  92:     report_path = Path(report['report_path'])\\n  93:     assert report_path.exists()\\n  94:     assert Path.cwd().resolve() not in report_path.resolve().parents\\n  95:     text = report_path.read_text()\\n  96:     assert 'Migros Einkaufsoptimierung' in text\\n  97:     assert 'keine medizinische Empfehlung' in text\\n  98:     assert 'Produktgleichheit nicht garantiert' in text\\n  99: \\n 100: \\n 101: def test_report_rejects_repo_path(tmp_path: Path) -> None:\\n 102:     conn = db()\\n 103:     receipt = add_demo_migros_receipt(conn, purchase_date='2026-05-19', store_name='Migros Test', items=[{'raw_product_name': 'Milch', 'total_price_text': '1.50'}])\\n 104:     run = run_grocery_optimization(conn, receipt['receipt_id'], selected_retailers=['Coop'], max_store_count=1)\\n 105:     try:\\n 106:         generate_grocery_optimization_report(conn, run['run_id'], reports_dir=Path.cwd() / 'reports', repo_root=Path.cwd())\\n 107:     except ValueError as exc:\\n 108:         assert 'reports_dir_must_be_outside_repo' in str(exc)\\n 109:     else:\\n 110:         raise AssertionError('repo report path accepted')\\n 111: \\n 112: \\n 113: def test_optimizer_totals_respect_max_three_store_limit() -> None:\\n 114:     conn = db()\\n 115:     receipt = add_demo_migros_receipt(conn, purchase_date='2026-05-19', store_name='Migros Test', items=[\\n 116:         {'raw_product_name': 'Milch', 'total_price_text': '2.00'},\\n 117:         {'raw_product_name': 'Eier', 'total_price_text': '2.00'},\\n 118:         {'raw_product_name': 'Reis', 'total_price_text': '2.00'},\\n 119:         {'raw_product_name': 'Joghurt', 'total_price_text': '2.00'},\\n 120:     ])\\n 121:     for item, retailer in zip(receipt['items'], ['Coop', 'Aldi Suisse', 'Lidl', 'Denner']):\\n 122:         upsert_product_match(conn, item['product_item_id'], retailer=retailer, candidate_product_name=f'{retailer} Alternative', candidate_url=f'https://example.invalid/{retailer}', candidate_price_text='1.00', quality_flags=['close_match'], match_confidence='0.80')\\n 123: \\n 124:     run = run_grocery_optimization(conn, receipt['receipt_id'], selected_retailers=['Coop', 'Aldi Suisse', 'Lidl', 'Denner'], max_store_count=3)\\n 125: \\n 126:     assert run['optimized_lists'][0]['store_count'] == 3\\n 127:     assert run['optimized_total_text'] == '5.00'\\n 128:     assert run['summary']['estimated_savings_text'] == '3.00'\\n 129:     assert len(run['optimized_lists'][0]['stores']) == 3\\n 130:     assert any(row['status'] == 'not_selected_due_to_store_limit' for row in run['product_comparisons'])\\n 131: \\n 132: \\n 133: def test_optimizer_respects_included_product_filter() -> None:\\n 134:     conn = db()\\n 135:     receipt = add_demo_migros_receipt(conn, purchase_date='2026-05-19', store_name='Migros Test', items=[\\n 136:         {'raw_product_name': 'Milch', 'total_price_text': '2.00'},\\n 137:         {'raw_product_name': 'Eier', 'total_price_text': '4.00'},\\n 138:     ])\\n 139:     upsert_product_match(conn, receipt['items'][0]['product_item_id'], retailer='Coop', candidate_product_name='Coop Milch', candidate_url='https://example.invalid/coop/milch', candidate_price_text='1.00', quality_flags=['close_match'], match_confidence='0.80')\\n 140:     run = run_grocery_optimization(conn, receipt['receipt_id'], selected_retailers=['Coop'], max_store_count=1, included_product_item_ids=[receipt['items'][0]['product_item_id']])\\n 141:     assert run['original_total_text'] == '2.00'\\n 142:     assert len(run['product_comparisons']) == 1\\n\\n### frontend/src/pages/BudgetGroceryOptimizerPage.test.ts\\n   1: import { mount, flushPromises } from '@vue/test-utils'\\n   2: import { beforeEach, describe, expect, it, vi } from 'vitest'\\n   3: import BudgetGroceryOptimizerPage from './BudgetGroceryOptimizerPage.vue'\\n   4: import { addGroceryProductMatch, createGroceryDemoReceipt, generateGroceryOptimizationReport, getGroceryOptimizerDashboard, runGroceryOptimization } from '@/api/budget'\\n   5: \\n   6: vi.mock('@/api/budget', async () => {\\n   7:   const actual = await vi.importActual<any>('@/api/budget')\\n   8:   return { ...actual, getGroceryOptimizerDashboard: vi.fn(), createGroceryDemoReceipt: vi.fn(), addGroceryProductMatch: vi.fn(), runGroceryOptimization: vi.fn(), generateGroceryOptimizationReport: vi.fn() }\\n   9: })\\n  10: \\n  11: const dashboard = { purpose: 'migros_product_savings_grocery_optimizer_v1', supported_retailers: ['Coop', 'Aldi Suisse'], health_analysis_status: 'prepared_not_run', disclaimer: 'Keine medizinische Bewertung', receipts: [{ receipt_id: 'receipt_1', purchase_date: '2026-05-19', store_name: 'Migros Test', article_count: 2, total_text: '5.70', items: [{ product_item_id: 'item_1', receipt_id: 'receipt_1', purchase_date: '2026-05-19', store_name: 'Migros Test', raw_product_name: 'Milch 1L', normalized_product_name: 'milch', quantity_text: '1L', total_price_text: '1.50', include_in_analysis: 1, health_analysis_status: 'prepared_not_run' }, { product_item_id: 'item_2', receipt_id: 'receipt_1', purchase_date: '2026-05-19', store_name: 'Migros Test', raw_product_name: 'Bio Eier 6 Stück', normalized_product_name: 'eier', quantity_text: '6 Stk', total_price_text: '4.20', include_in_analysis: 1, health_analysis_status: 'prepared_not_run' }] }] }\\n  12: \\n  13: beforeEach(() => {\\n  14:   vi.mocked(getGroceryOptimizerDashboard).mockResolvedValue(dashboard as any)\\n  15:   vi.mocked(createGroceryDemoReceipt).mockResolvedValue({} as any)\\n  16:   vi.mocked(addGroceryProductMatch).mockResolvedValue({} as any)\\n  17:   vi.mocked(runGroceryOptimization).mockResolvedValue({ run_id: 'run_1', receipt_id: 'receipt_1', original_total_text: '5.70', optimized_total_text: '5.40', quality_status: 'review_required', summary: { estimated_savings_text: '0.30' }, optimized_lists: [{ store_count: 1, stores: [{ retailer: 'Coop', items: [{ product: 'Milch 1L', candidate_product_name: 'Prix Garantie Milch 1L', price_text: '1.20' }] }] }], product_comparisons: [{ product_item_id: 'item_1', migros_product: 'Milch 1L', best_alternative: 'Prix Garantie Milch 1L', retailer: 'Coop', savings_text: '0.30', confidence: '0.86', status: 'suggested', quality_flags: ['close_match'] }], health_analysis_status: 'prepared_not_run' } as any)\\n  18:   vi.mocked(generateGroceryOptimizationReport).mockResolvedValue({ format: 'markdown', runtime_only: true } as any)\\n  19: })\\n  20: \\n  21: describe('BudgetGroceryOptimizerPage', () => {\\n  22:   it('renders receipt selection product rows optimization and runtime report without medical claims', async () => {\\n  23:     const wrapper = mount(BudgetGroceryOptimizerPage)\\n  24:     await flushPromises()\\n  25:     expect(wrapper.text()).toContain('Migros Product Savings')\\n  26:     expect(wrapper.text()).toContain('Bon auswählen')\\n  27:     expect(wrapper.text()).toContain('Milch 1L')\\n  28:     expect(wrapper.text()).toContain('Normalisiert: milch')\\n  29:     expect(wrapper.text()).toContain('Gesundheitsanalyse später')\\n  30:     await (wrapper.vm as any).startAnalysis()\\n  31:     await flushPromises()\\n  32:     expect(addGroceryProductMatch).toHaveBeenCalled()\\n  33:     expect(runGroceryOptimization).toHaveBeenCalledWith({ receipt_id: 'receipt_1', selected_retailers: ['Coop', 'Aldi Suisse', 'Lidl', 'Denner', \\\"Otto's\\\"], max_store_count: 3, included_product_item_ids: ['item_1', 'item_2'] })\\n  34:     expect(wrapper.text()).toContain('Geschätzte Ersparnis')\\n  35:     expect(wrapper.text()).toContain('Prix Garantie Milch 1L')\\n  36:     await (wrapper.vm as any).createReport()\\n  37:     await flushPromises()\\n  38:     expect(generateGroceryOptimizationReport).toHaveBeenCalledWith({ run_id: 'run_1' })\\n  39:     expect(wrapper.text()).toContain('Runtime-only Report')\\n  40:     expect(wrapper.text()).not.toContain('Histaminbewertung')\\n  41:   })\\n  42: })\", \"exit_code\": 0, \"error\": null}",
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            "arguments": "{\"command\":\"python - <<'PY'\\nfrom pathlib import Path\\nfor p, terms in [('src/jarvis_finance/api/routers/budget.py',['grocery','Grocery']),('frontend/src/pages/BudgetGroceryOptimizerPage.vue',['includedItems','runGroceryOptimization','checkbox','v-model','fetch','addGroceryProductMatch']),('frontend/src/api/budget.ts',['Grocery','grocery'])]:\\n print('\\\\n###',p)\\n lines=Path(p).read_text().splitlines()\\n hits=[]\\n for i,l in enumerate(lines,1):\\n  if any(t in l for t in terms): hits.append(i)\\n rng=set()\\n for h in hits:\\n  for j in range(max(1,h-5), min(len(lines),h+8)+1): rng.add(j)\\n last=0\\n for i in sorted(rng):\\n  if i!=last+1: print('...')\\n  print(f'{i:4}: {lines[i-1]}')\\n  last=i\\nPY\",\"timeout\":120,\"workdir\":\"/home/agent/.hermes/repos/FinanceManager\"}"
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        }
      ]
    },
    {
      "role": "tool",
      "name": "terminal",
      "content": "{\"output\": \"### src/jarvis_finance/api/routers/budget.py\\n...\\n  97:     reject_rule_suggestion,\\n  98:     run_monthly_import_dry_run,\\n  99:     scan_budget_drive_files,\\n 100:     scan_google_drive_budget_folder,\\n 101: )\\n 102: from jarvis_finance.services.grocery_optimizer import (\\n 103:     add_demo_migros_receipt,\\n 104:     generate_grocery_optimization_report,\\n 105:     get_grocery_optimizer_dashboard,\\n 106:     run_grocery_optimization,\\n 107:     upsert_product_match,\\n 108: )\\n 109: from jarvis_finance.services.budget_plans import (\\n 110:     archive_budget_plan_item,\\n 111:     confirm_budget_plan_item,\\n 112:     confirm_income_plan_templates,\\n 113:     confirm_update_income_plan_item,\\n 114:     create_budget_plan_item_preview,\\n...\\n 146: )\\n 147: \\n 148: router = APIRouter(prefix=\\\"/budget\\\", tags=[\\\"budget\\\"])\\n 149: \\n 150: \\n 151: @router.get(\\\"/grocery-optimizer/dashboard\\\")\\n 152: def grocery_optimizer_dashboard(conn: Connection = Depends(get_db)):\\n 153:     return get_grocery_optimizer_dashboard(conn)\\n 154: \\n 155: \\n 156: @router.post(\\\"/grocery-optimizer/demo-receipt\\\")\\n 157: def grocery_optimizer_demo_receipt(payload: dict, conn: Connection = Depends(get_db)):\\n 158:     return add_demo_migros_receipt(conn, purchase_date=payload.get(\\\"purchase_date\\\") or \\\"2026-05-19\\\", store_name=payload.get(\\\"store_name\\\") or \\\"Migros\\\", items=payload.get(\\\"items\\\") or [])\\n 159: \\n 160: \\n 161: @router.post(\\\"/grocery-optimizer/matches\\\")\\n 162: def grocery_optimizer_match(payload: dict, conn: Connection = Depends(get_db)):\\n 163:     return upsert_product_match(conn, payload[\\\"product_item_id\\\"], retailer=payload[\\\"retailer\\\"], candidate_product_name=payload[\\\"candidate_product_name\\\"], candidate_url=payload.get(\\\"candidate_url\\\") or \\\"https://example.invalid/review\\\", candidate_price_text=payload[\\\"candidate_price_text\\\"], candidate_unit_price_text=payload.get(\\\"candidate_unit_price_text\\\"), quality_flags=payload.get(\\\"quality_flags\\\") or [\\\"needs_review\\\"], match_confidence=payload.get(\\\"match_confidence\\\") or \\\"0.60\\\", status=payload.get(\\\"status\\\") or \\\"suggested\\\", source=payload.get(\\\"source\\\") or \\\"manual\\\")\\n 164: \\n 165: \\n 166: @router.post(\\\"/grocery-optimizer/optimize\\\")\\n 167: def grocery_optimizer_run(payload: dict, conn: Connection = Depends(get_db)):\\n 168:     return run_grocery_optimization(conn, payload[\\\"receipt_id\\\"], selected_retailers=payload.get(\\\"selected_retailers\\\") or [\\\"Coop\\\", \\\"Aldi Suisse\\\", \\\"Lidl\\\", \\\"Denner\\\", \\\"Otto's\\\"], max_store_count=int(payload.get(\\\"max_store_count\\\") or 3), included_product_item_ids=payload.get(\\\"included_product_item_ids\\\"))\\n 169: \\n 170: \\n 171: @router.post(\\\"/grocery-optimizer/report\\\")\\n 172: def grocery_optimizer_report(payload: dict, conn: Connection = Depends(get_db)):\\n 173:     return generate_grocery_optimization_report(conn, payload[\\\"run_id\\\"])\\n 174: \\n 175: \\n 176: @router.get(\\\"/monthly-import/dashboard\\\")\\n 177: def monthly_import_dashboard(conn: Connection = Depends(get_db)):\\n 178:     return get_monthly_import_dashboard(conn)\\n 179: \\n 180: \\n 181: @router.get(\\\"/monthly-import/history\\\")\\n\\n### frontend/src/pages/BudgetGroceryOptimizerPage.vue\\n...\\n  27:       </div>\\n  28:       <div class=\\\"panel\\\">\\n  29:         <h2>Artikelliste</h2>\\n  30:         <div class=\\\"mt-3 grid gap-2 md:grid-cols-2\\\">\\n  31:           <article v-for=\\\"item in selectedReceipt?.items || []\\\" :key=\\\"item.product_item_id\\\" class=\\\"item-card\\\">\\n  32:             <div class=\\\"flex items-start justify-between gap-3\\\"><strong>{{ item.raw_product_name }}</strong><input v-model=\\\"includedItems[item.product_item_id]\\\" type=\\\"checkbox\\\" aria-label=\\\"für Analyse einschließen\\\" /></div>\\n  33:             <p>Normalisiert: {{ item.normalized_product_name }}</p>\\n  34:             <p>Menge: {{ item.quantity_text || '—' }} · Preis: {{ item.total_price_text }} CHF</p>\\n  35:             <p v-if=\\\"item.action_label\\\">Aktion: {{ item.action_label }}</p>\\n  36:             <p class=\\\"text-xs text-slate-500\\\">Gesundheitsanalyse später</p>\\n  37:           </article>\\n  38:         </div>\\n  39:       </div>\\n  40:     </section>\\n...\\n  64:     </section>\\n  65:   </div>\\n  66: </template>\\n  67: <script setup lang=\\\"ts\\\">\\n  68: import { computed, onMounted, ref } from 'vue'\\n  69: import { addGroceryProductMatch, createGroceryDemoReceipt, generateGroceryOptimizationReport, getGroceryOptimizerDashboard, runGroceryOptimization, type GroceryDashboard, type GroceryReceipt, type GroceryRun } from '@/api/budget'\\n  70: const dashboard = ref<GroceryDashboard | null>(null)\\n  71: const selectedReceipt = ref<GroceryReceipt | null>(null)\\n  72: const includedItems = ref<Record<string, boolean>>({})\\n  73: const run = ref<GroceryRun | null>(null)\\n  74: const reportMessage = ref('')\\n  75: async function load() { dashboard.value = await getGroceryOptimizerDashboard(); selectedReceipt.value = dashboard.value.receipts[0] || null; includedItems.value = Object.fromEntries((selectedReceipt.value?.items || []).map((item) => [item.product_item_id, true])) }\\n  76: async function seedDemo() {\\n  77:   await createGroceryDemoReceipt({ purchase_date: '2026-05-19', store_name: 'Migros Demo', items: [{ raw_product_name: 'Milch 1L', quantity_text: '1L', unit: 'l', unit_price_text: '1.50', total_price_text: '1.50' }, { raw_product_name: 'Bio Eier 6 Stück', quantity_text: '6 Stk', unit: 'stück', unit_price_text: '0.70', total_price_text: '4.20' }] })\\n  78:   await load()\\n  79: }\\n  80: async function startAnalysis() {\\n  81:   if (!selectedReceipt.value) return\\n  82:   for (const item of selectedReceipt.value.items) {\\n  83:     if (item.normalized_product_name === 'milch') await addGroceryProductMatch({ product_item_id: item.product_item_id, retailer: 'Coop', candidate_product_name: 'Prix Garantie Milch 1L', candidate_url: 'https://example.invalid/coop/milch', candidate_price_text: '1.20', candidate_unit_price_text: '1.20/l', quality_flags: ['close_match'], match_confidence: '0.86', source: 'manual' })\\n  84:   }\\n  85:   const included_product_item_ids = Object.entries(includedItems.value).filter(([, included]) => included).map(([id]) => id)\\n  86:   run.value = await runGroceryOptimization({ receipt_id: selectedReceipt.value.receipt_id, selected_retailers: ['Coop', 'Aldi Suisse', 'Lidl', 'Denner', \\\"Otto's\\\"], max_store_count: 3, included_product_item_ids })\\n  87: }\\n  88: async function createReport() { if (!run.value) return; const result = await generateGroceryOptimizationReport({ run_id: run.value.run_id }); reportMessage.value = `Runtime-only Report erstellt: ${(result as any).format || 'markdown'}` }\\n  89: onMounted(load)\\n  90: defineExpose({ dashboard, selectedReceipt, includedItems, run, load, seedDemo, startAnalysis, createReport })\\n  91: void computed\\n  92: </script>\\n  93: <style scoped>.panel{border:1px solid #e2e8f0;background:rgba(255,255,255,.9);border-radius:1rem;padding:1rem}.btn,.btn-secondary{border-radius:.8rem;padding:.6rem .9rem;font-weight:800}.btn{background:#0e7490;color:white}.btn-secondary{border:1px solid #cbd5e1;background:white;color:#0f172a}.btn-secondary:disabled{opacity:.45}.receipt-card,.item-card,.comparison-card{border:1px solid #e2e8f0;border-radius:.9rem;background:white;padding:.8rem;text-align:left;display:grid;gap:.25rem}.kpi{border:1px solid #e2e8f0;border-radius:.9rem;padding:.8rem;background:#f8fafc}.kpi span{display:block;font-size:.75rem;color:#64748b}.kpi strong{font-size:1.1rem;color:#0f172a}</style>\\n\\n### frontend/src/api/budget.ts\\n...\\n  14: export type BudgetRecurringDashboard = { purpose: 'fixed_costs_subscriptions_v1'; candidates: BudgetRecurringPayment[]; active: BudgetRecurringPayment[]; warnings: Array<Record<string, string>>; category_breakdown: Array<Record<string, string | number>>; analytics: Record<string, unknown> }\\n  15: export type BudgetImportSession = { import_session_id: string; source?: string; file_name?: string; profile?: string; rows_total: number; new_candidates: number; already_known: number; duplicate_count: number; ignored_count: number; covered_by_source_count: number; error_count: number; status: string; review_url?: string; created_at: string }\\n  16: export type BudgetMonthlyImportDashboard = { purpose: 'budget_monthly_import_dashboard_v1'; latest_import_by_source: Record<string, BudgetImportSession>; open_candidates_by_source: Record<string, number>; counts: Record<string, number>; rule_suggestions_open: number; review_url: string }\\n  17: export type BudgetMonthlyImportResult = { purpose: string; status: string; files_total: number; session_ids: string[]; files: Array<Record<string, unknown>>; totals: Record<string, number>; review_url: string }\\n  18: export type BudgetRuleSuggestion = { suggestion_id: string; merchant_pattern: string; match_type: string; source_scope: string; category_id?: string | null; category_name?: string | null; recurring_type?: string | null; confidence: string; affected_open_candidate_count: number; status: string; created_at: string }\\n  19: export type GroceryProductItem = { product_item_id: string; receipt_id: string; purchase_date: string; store_name: string; raw_product_name: string; normalized_product_name: string; quantity_text?: string; unit?: string; unit_price_text?: string; total_price_text: string; action_label?: string; include_in_analysis: number; health_analysis_status: string }\\n  20: export type GroceryReceipt = { receipt_id: string; purchase_date: string; store_name: string; article_count: number; total_text: string; items: GroceryProductItem[] }\\n  21: export type GroceryDashboard = { purpose: 'migros_product_savings_grocery_optimizer_v1'; receipts: GroceryReceipt[]; supported_retailers: string[]; health_analysis_status: string; disclaimer: string }\\n  22: export type GroceryRun = { run_id: string; receipt_id: string; original_total_text: string; optimized_total_text: string; quality_status: string; summary: Record<string, any>; optimized_lists: Array<Record<string, any>>; product_comparisons: Array<Record<string, any>>; health_analysis_status: string }\\n  23: export type BudgetPreview = { preview_id: string; summary: string; fx_status?: string; warnings: string[]; payload: Record<string, unknown>; review?: Record<string, string>; requires_explicit_confirm?: boolean }\\n  24: export type BudgetConfirm = { status: string; entity_id: string; audit_id: string; message: string }\\n  25: export type BudgetSeedCandidate = {\\n  26:   seed_candidate_id: string\\n  27:   source_file_label?: string\\n  28:   source_sheet: string\\n  29:   source_row_or_range?: string | null\\n  30:   candidate_type: 'category' | 'budget_plan' | 'recurring_candidate' | 'unclean_range'\\n...\\n  64: export const previewBudgetPlanningBatch = (body: unknown) => apiPost<Record<string, unknown>>('/api/budget/planning/batch/preview', body)\\n  65: export const confirmBudgetPlanningBatch = (body: unknown) => apiPost<Record<string, unknown>>('/api/budget/planning/batch/confirm', body)\\n  66: export const previewBudgetPlanningExcelTemplate = (body: unknown) => apiPost<Record<string, unknown>>('/api/budget/planning/excel-template/preview', body)\\n  67: export const getBudgetRecurringDashboard = () => apiGet<BudgetRecurringDashboard>('/api/budget/recurring')\\n  68: export const getBudgetMonthlyImportDashboard = () => apiGet<BudgetMonthlyImportDashboard>('/api/budget/monthly-import/dashboard')\\n  69: export const getGroceryOptimizerDashboard = () => apiGet<GroceryDashboard>('/api/budget/grocery-optimizer/dashboard')\\n  70: export const createGroceryDemoReceipt = (body: unknown) => apiPost<Record<string, unknown>>('/api/budget/grocery-optimizer/demo-receipt', body)\\n  71: export const addGroceryProductMatch = (body: unknown) => apiPost<Record<string, unknown>>('/api/budget/grocery-optimizer/matches', body)\\n  72: export const runGroceryOptimization = (body: unknown) => apiPost<GroceryRun>('/api/budget/grocery-optimizer/optimize', body)\\n  73: export const generateGroceryOptimizationReport = (body: unknown) => apiPost<Record<string, unknown>>('/api/budget/grocery-optimizer/report', body)\\n  74: export const getBudgetImportHistory = () => apiGet<BudgetImportSession[]>('/api/budget/monthly-import/history')\\n  75: export const scanBudgetMonthlyImportDrive = (body: unknown = {}) => apiPost<Record<string, unknown>>('/api/budget/monthly-import/drive-scan', body)\\n  76: export const dryRunBudgetMonthlyImport = (body: unknown) => apiPost<BudgetMonthlyImportResult>('/api/budget/monthly-import/dry-run', body)\\n  77: export const confirmBudgetMonthlyImportCandidates = (body: unknown) => apiPost<BudgetMonthlyImportResult>('/api/budget/monthly-import/confirm-candidates', body)\\n  78: export const getBudgetRuleSuggestions = () => apiGet<BudgetRuleSuggestion[]>('/api/budget/rules/suggestions')\\n  79: export const applyBudgetRuleSuggestion = (id: string, applyToOpen = true) => apiPost<Record<string, unknown>>(`/api/budget/rules/suggestions/${encodeURIComponent(id)}/apply`, { apply_to_open: applyToOpen })\\n  80: export const rejectBudgetRuleSuggestion = (id: string, later = false) => apiPost<Record<string, unknown>>(`/api/budget/rules/suggestions/${encodeURIComponent(id)}/reject`, { later })\\n  81: export const detectBudgetRecurringCandidates = () => apiPost<Record<string, unknown>>('/api/budget/recurring/detect', {})\", \"exit_code\": 0, \"error\": null}",
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      "reasoning": "**Considering testing options**\n\nI'm thinking I might need to compare and fix differences from what I've done previously. Perhaps I should run some tests? I have verification to consider but maybe I should focus it a bit more. It looks like I could use pytest for my file and also reference vitest for the page. There’s definitely a lot to think through when deciding the right approach to take!",
      "finish_reason": "tool_calls",
      "reasoning_content": "**Considering testing options**\n\nI'm thinking I might need to compare and fix differences from what I've done previously. Perhaps I should run some tests? I have verification to consider but maybe I should focus it a bit more. It looks like I could use pytest for my file and also reference vitest for the page. There’s definitely a lot to think through when deciding the right approach to take!",
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              "text": "**Considering testing options**\n\nI'm thinking I might need to compare and fix differences from what I've done previously. Perhaps I should run some tests? I have verification to consider but maybe I should focus it a bit more. It looks like I could use pytest for my file and also reference vitest for the page. There’s definitely a lot to think through when deciding the right approach to take!"
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            "arguments": "{\"command\":\"pytest tests/unit/test_migros_grocery_optimizer_v1.py -q\",\"timeout\":300,\"workdir\":\"/home/agent/.hermes/repos/FinanceManager\"}"
          }
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      ]
    },
    {
      "role": "tool",
      "name": "terminal",
      "content": "{\"output\": \".......                                                                  [100%]\\n7 passed in 0.49s\", \"exit_code\": 0, \"error\": null}",
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      "role": "assistant",
      "content": "",
      "reasoning": "**Considering frontend tests**\n\nI think I might need to run a frontend test, which could be important for ensuring everything's working smoothly. To do that, I probably need a package script to handle the testing process. I'll confirm that the necessary tools and configurations are in place before diving in. Getting this test running could help catch any potential issues early, so it's a good idea to prioritize it. Let's ensure everything's ready!",
      "finish_reason": "tool_calls",
      "reasoning_content": "**Considering frontend tests**\n\nI think I might need to run a frontend test, which could be important for ensuring everything's working smoothly. To do that, I probably need a package script to handle the testing process. I'll confirm that the necessary tools and configurations are in place before diving in. Getting this test running could help catch any potential issues early, so it's a good idea to prioritize it. Let's ensure everything's ready!",
      "codex_reasoning_items": [
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          "id": "rs_0a321c3eab40c22c016a0c46e0057081918e331c45c3930442",
          "summary": [
            {
              "type": "summary_text",
              "text": "**Considering frontend tests**\n\nI think I might need to run a frontend test, which could be important for ensuring everything's working smoothly. To do that, I probably need a package script to handle the testing process. I'll confirm that the necessary tools and configurations are in place before diving in. Getting this test running could help catch any potential issues early, so it's a good idea to prioritize it. Let's ensure everything's ready!"
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            "arguments": "{\"command\":\"npm test -- BudgetGroceryOptimizerPage.test.ts --run\",\"timeout\":300,\"workdir\":\"/home/agent/.hermes/repos/FinanceManager/frontend\"}"
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      "content": "{\"output\": \"> jarvis-finance-dashboard-vue@0.0.0 test\\n> vitest run --environment jsdom BudgetGroceryOptimizerPage.test.ts --run\\n\\n\\n RUN  v4.1.6 /home/agent/.hermes/repos/FinanceManager/frontend\\n\\n ✓ src/pages/BudgetGroceryOptimizerPage.test.ts (1 test) 96ms\\n\\n Test Files  1 passed (1)\\n      Tests  1 passed (1)\\n   Start at  13:17:55\\n   Duration  1.12s (transform 273ms, setup 123ms, import 267ms, tests 96ms, environment 523ms)\", \"exit_code\": 0, \"error\": null}",
      "tool_call_id": "call_kYHX4yoMiLM6cyZXaPAxZdgx"
    },
    {
      "role": "assistant",
      "content": "",
      "reasoning": "**Inspecting migrations and security**\n\nI need to inspect the migrations for schema changes. It's important to ensure everything is aligned properly. I should also be mindful of security concerns related to these changes. I’ll search for relevant information that can guide me through this process. There are definitely details that might come up regarding how migrations impact the database security, so it's a good idea to have a thorough look at those aspects!",
      "finish_reason": "tool_calls",
      "reasoning_content": "**Inspecting migrations and security**\n\nI need to inspect the migrations for schema changes. It's important to ensure everything is aligned properly. I should also be mindful of security concerns related to these changes. I’ll search for relevant information that can guide me through this process. There are definitely details that might come up regarding how migrations impact the database security, so it's a good idea to have a thorough look at those aspects!",
      "codex_reasoning_items": [
        {
          "type": "reasoning",
          "encrypted_content": "gAAAAABqDEbneUH2Ew_MUmU_UhWVss2QlD0VbaFbi-sjRT8x6J_S7awi6U5_XTvmguzM3VgUrR2JbhLhUY2_VldKn2COp5EF6OWCjxWWuaIejWkoVOTml4sOcKLTlrNw7mVRC7K0z27A3gus_WP4MZHnj-pP3TBO5vNxFh52fah_xQt95dsXDUo-rlasb-Sv8BZVaGrppp1EYkF-7GLhUQtTLgHJOPc6hxWOTFSaTEbfsDf7sP4-IbY_0cnwoFHj0Qb40geSjIe2i7Ar9c6-sOimtJJBjqPTPwMR_L92txb12GBvbr0NIReb1IxdSqq4kMAu0c3et5JVORqwhjguSyyML3hxwxzTrgClazqH-suzfYtQEp7dACyBQpxL85dK6eCffEVvH0XViPn4o5MXLOwnhHY-1zD5t1ADDAaTRflAld3fYkoQ7khTBEq2RNFrujMBb6ab717Nka_HG35mDh8v8AtzuocwjR_QiOwCwOpMhgb7WRO5cNbHpzCLLf314SFJG9v2Fm3Kv51BrRtLNqfgiwYKpDfGmQs3wHukctIJNIGAG4yEiFuxZwA-d4Bc80blbuhG293DKuF6r0oG0CgD9CfLisegSkxL3iW6-wdMxEHbv5p94z6DUuC9H9cn0IIftjb89nt8yFsSy_I9jJnkpvzrQUtP13esrdg3LsbxpazYoGOcmG7gVZJASJFoQ3-pIgljip9JC9OXziuQX7bLmzUxAPwuBMVMAwKg-5m8F-GSYDQ-VR9D7Uyfbs1R9LF-THG5hBa4EAU7v_kIKCx1KHkECthIeOLglBghfCJ-hjKvchwGYCuVpaPEzHnLPtp72yzKGEJFv9Naufmh3U99KkOwmZ3ON6tU799Lo-MGKXsxBpk641OAzhxnowycxbdOVJQUst3VXGJijUD4XHZQJ7tme_c8x9_Q8Sgy-tLL8Kup4LgOcC4GQkY5_NDnxVXvCaY_qcQoZfPkpvLJXUJzDHVoBOeDqfya3_L3NXBxT-2nbNQFsAHwdiN0mv2wvO9CyRX7BVr1",
          "id": "rs_087edde2c52eedd6016a0c46e5d9bc81918ca55dfd13640262",
          "summary": [
            {
              "type": "summary_text",
              "text": "**Inspecting migrations and security**\n\nI need to inspect the migrations for schema changes. It's important to ensure everything is aligned properly. I should also be mindful of security concerns related to these changes. I’ll search for relevant information that can guide me through this process. There are definitely details that might come up regarding how migrations impact the database security, so it's a good idea to have a thorough look at those aspects!"
            }
          ]
        }
      ],
      "tool_calls": [
        {
          "id": "call_Y06ubsg46p6K1K25LU6U7efr",
          "call_id": "call_Y06ubsg46p6K1K25LU6U7efr",
          "response_item_id": "fc_087edde2c52eedd6016a0c46e75d748191a61fe3d7dd76ee06",
          "type": "function",
          "function": {
            "name": "terminal",
            "arguments": "{\"command\":\"python - <<'PY'\\nfrom pathlib import Path\\np=Path('src/jarvis_finance/storage/migrations.py')\\nlines=p.read_text().splitlines()\\nterms=['grocery_product','grocery_optimization']\\nhits=[i for i,l in enumerate(lines,1) if any(t in l for t in terms)]\\nr=set()\\nfor h in hits:\\n for j in range(max(1,h-8), min(len(lines),h+25)+1): r.add(j)\\nlast=0\\nfor i in sorted(r):\\n if i!=last+1: print('...')\\n print(f'{i:4}: {lines[i-1]}')\\n last=i\\nPY\",\"timeout\":120,\"workdir\":\"/home/agent/.hermes/repos/FinanceManager\"}"
          }
        }
      ]
    },
    {
      "role": "tool",
      "name": "terminal",
      "content": "{\"output\": \"...\\n1227:         CREATE INDEX IF NOT EXISTS idx_budget_rule_suggestions_status ON budget_rule_suggestions(status, source_scope);\\n1228:         \\\"\\\"\\\"\\n1229:     )\\n1230: \\n1231: \\n1232: def _create_grocery_optimizer_v1_tables(conn: Connection) -> None:\\n1233:     conn.executescript(\\n1234:         \\\"\\\"\\\"\\n1235:         CREATE TABLE IF NOT EXISTS grocery_product_items (\\n1236:             product_item_id TEXT PRIMARY KEY,\\n1237:             source_type TEXT NOT NULL DEFAULT 'migros_receipt',\\n1238:             receipt_id TEXT NOT NULL,\\n1239:             receipt_key TEXT,\\n1240:             source_line_id TEXT,\\n1241:             purchase_date TEXT,\\n1242:             store_name TEXT,\\n1243:             raw_product_name TEXT NOT NULL,\\n1244:             normalized_product_name TEXT,\\n1245:             normalization_confidence TEXT NOT NULL DEFAULT '0',\\n1246:             brand_hint TEXT,\\n1247:             quantity_hint TEXT,\\n1248:             quantity_text TEXT,\\n1249:             unit TEXT,\\n1250:             unit_price_text TEXT,\\n1251:             total_price_text TEXT NOT NULL,\\n1252:             currency TEXT NOT NULL DEFAULT 'CHF',\\n1253:             action_label TEXT,\\n1254:             include_in_analysis INTEGER NOT NULL DEFAULT 1,\\n1255:             notes TEXT,\\n1256:             health_analysis_status TEXT NOT NULL DEFAULT 'prepared_not_run',\\n1257:             health_flags_json TEXT NOT NULL DEFAULT '{}',\\n1258:             health_notes TEXT,\\n1259:             created_at TEXT NOT NULL\\n1260:         );\\n1261:         CREATE INDEX IF NOT EXISTS idx_grocery_items_receipt ON grocery_product_items(receipt_id, purchase_date);\\n1262: \\n1263:         CREATE TABLE IF NOT EXISTS grocery_product_matches (\\n1264:             match_id TEXT PRIMARY KEY,\\n1265:             product_item_id TEXT NOT NULL REFERENCES grocery_product_items(product_item_id),\\n1266:             retailer TEXT NOT NULL,\\n1267:             candidate_product_name TEXT NOT NULL,\\n1268:             candidate_url TEXT,\\n1269:             candidate_brand TEXT,\\n1270:             candidate_package_size TEXT,\\n1271:             candidate_unit TEXT,\\n1272:             candidate_price_text TEXT,\\n1273:             candidate_unit_price_text TEXT,\\n1274:             price_currency TEXT NOT NULL DEFAULT 'CHF',\\n1275:             match_confidence TEXT NOT NULL DEFAULT '0',\\n1276:             match_reason TEXT,\\n1277:             quality_flags_json TEXT NOT NULL DEFAULT '[]',\\n1278:             fetched_at TEXT NOT NULL,\\n1279:             source TEXT NOT NULL DEFAULT 'manual',\\n1280:             status TEXT NOT NULL DEFAULT 'suggested'\\n1281:         );\\n1282:         CREATE INDEX IF NOT EXISTS idx_grocery_matches_item ON grocery_product_matches(product_item_id, status);\\n1283: \\n1284:         CREATE TABLE IF NOT EXISTS grocery_product_details_cache (\\n1285:             detail_id TEXT PRIMARY KEY,\\n1286:             retailer TEXT NOT NULL,\\n1287:             product_url TEXT NOT NULL,\\n1288:             product_name TEXT,\\n1289:             price_text TEXT,\\n1290:             unit_price_text TEXT,\\n1291:             package_size TEXT,\\n1292:             ingredients_text TEXT,\\n1293:             nutrition_json TEXT NOT NULL DEFAULT '{}',\\n1294:             fetched_at TEXT NOT NULL,\\n1295:             cache_status TEXT NOT NULL DEFAULT 'cached',\\n1296:             source_hash TEXT\\n1297:         );\\n1298:         CREATE UNIQUE INDEX IF NOT EXISTS idx_grocery_detail_cache_url ON grocery_product_details_cache(retailer, product_url);\\n1299: \\n1300:         CREATE TABLE IF NOT EXISTS grocery_optimization_runs (\\n1301:             run_id TEXT PRIMARY KEY,\\n1302:             receipt_id TEXT NOT NULL,\\n1303:             run_date TEXT NOT NULL,\\n1304:             selected_retailers_json TEXT NOT NULL,\\n1305:             max_store_count INTEGER NOT NULL DEFAULT 3,\\n1306:             original_total_text TEXT NOT NULL,\\n1307:             optimized_total_text TEXT NOT NULL,\\n1308:             estimated_savings_text TEXT NOT NULL,\\n1309:             quality_status TEXT NOT NULL,\\n1310:             summary_json TEXT NOT NULL,\\n1311:             report_path TEXT,\\n1312:             created_at TEXT NOT NULL\\n1313:         );\\n1314:         CREATE INDEX IF NOT EXISTS idx_grocery_runs_receipt ON grocery_optimization_runs(receipt_id, created_at);\\n1315:         \\\"\\\"\\\"\\n1316:     )\\n1317: \\n1318: \\n1319: def _apply_compat_migrations(conn: Connection) -> None:\\n1320:     _add_missing_instrument_columns(conn)\\n1321:     for table, text_columns in TEXT_AFFINITY_COLUMNS.items():\\n1322:         _rebuild_table_with_text_columns(conn, table, text_columns)\\n1323:     _create_broker_bank_mapping_tables(conn)\\n1324:     _create_broker_import_review_items(conn)\\n1325:     _create_broker_import_execution_plans(conn)\\n1326:     _add_transaction_void_columns(conn)\\n1327:     _create_fx_market_data_tables(conn)\\n1328:     _create_instrument_import_candidates(conn)\\n1329:     _create_budget_phase1_tables(conn)\\n1330:     _create_budget_phase11_tables(conn)\\n1331:     _create_budget_phase14_tables(conn)\\n1332:     _create_budget_phase15_tables(conn)\\n1333:     _create_budget_phase18_tables(conn)\\n1334:     _create_budget_phase19_tables(conn)\\n1335:     _create_budget_import_production_v1_tables(conn)\\n1336:     _create_budget_categories_ux_fix_tables(conn)\\n1337:     _create_budget_planning_forecast_v1_tables(conn)\\n1338:     _create_budget_fixed_costs_subscriptions_v1_tables(conn)\\n1339:     _create_budget_monthly_import_rule_learning_v1_tables(conn)\", \"exit_code\": 0, \"error\": null}",
      "tool_call_id": "call_Y06ubsg46p6K1K25LU6U7efr"
    },
    {
      "role": "assistant",
      "content": "",
      "reasoning": null,
      "finish_reason": "tool_calls",
      "tool_calls": [
        {
          "id": "call_LVVTbCus2DjXkw7VrvFMST8b",
          "call_id": "call_LVVTbCus2DjXkw7VrvFMST8b",
          "response_item_id": "fc_0217c8f1994a7334016a0c46ebac048191a9687f6bee19a382",
          "type": "function",
          "function": {
            "name": "terminal",
            "arguments": "{\"command\":\"python - <<'PY'\\nfrom pathlib import Path\\nlines=Path('src/jarvis_finance/storage/migrations.py').read_text().splitlines()\\nfor i in range(1338,1355): print(f'{i:4}: {lines[i-1]}')\\nPY\",\"timeout\":120,\"workdir\":\"/home/agent/.hermes/repos/FinanceManager\"}"
          }
        }
      ]
    },
    {
      "role": "tool",
      "name": "terminal",
      "content": "{\"output\": \"1338:     _create_budget_fixed_costs_subscriptions_v1_tables(conn)\\n1339:     _create_budget_monthly_import_rule_learning_v1_tables(conn)\\n1340:     _create_grocery_optimizer_v1_tables(conn)\\n1341: \\n1342: \\n1343: def apply_migrations(conn: Connection) -> None:\\n1344:     conn.executescript(INITIAL_SCHEMA_SQL)\\n1345:     existing_initial = conn.execute(\\\"SELECT 1 FROM schema_migrations WHERE version = 1\\\").fetchone()\\n1346:     if not existing_initial:\\n1347:         conn.execute(\\n1348:             \\\"INSERT INTO schema_migrations(version, name, applied_at, checksum) VALUES (?, ?, ?, ?)\\\",\\n1349:             (1, \\\"001_initial_schema\\\", utc_now(), checksum_sql(INITIAL_SCHEMA_SQL)),\\n1350:         )\\n1351:     _apply_compat_migrations(conn)\\n1352:     existing = conn.execute(\\\"SELECT 1 FROM schema_migrations WHERE version = ?\\\", (MIGRATION_VERSION,)).fetchone()\\n1353:     if not existing:\\n1354:         conn.execute(\", \"exit_code\": 0, \"error\": null}",
      "tool_call_id": "call_LVVTbCus2DjXkw7VrvFMST8b"
    },
    {
      "role": "assistant",
      "content": "",
      "reasoning": "**Identifying potential logic issues**\n\nI’m noticing some possible logic bugs. If the filter provides an empty list, we could end up with no items, which is okay if originally it’s zero. But I wonder if the checkbox for included items resets properly when the selected receipt changes. I think I need to inspect the full Vue implementation and check how the receipt cards are structured to see if things are working as expected. Let's explore this further!",
      "finish_reason": "tool_calls",
      "reasoning_content": "**Identifying potential logic issues**\n\nI’m noticing some possible logic bugs. If the filter provides an empty list, we could end up with no items, which is okay if originally it’s zero. But I wonder if the checkbox for included items resets properly when the selected receipt changes. I think I need to inspect the full Vue implementation and check how the receipt cards are structured to see if things are working as expected. Let's explore this further!",
      "codex_reasoning_items": [
        {
          "type": "reasoning",
          "encrypted_content": "gAAAAABqDEbytAv_ERraWzUuW0vfg_KDDDwJddhKjfMtO60XKEtrQN6oNQquC4fZDCy2PUV5pghLjW-VU_D-HXEYM_oxqdLrxrIvgiZCqUYoVZ1jtnp5AU1nO4WuqvV57q69ZjKUAqhJ3JbBHvyO__s4bx76B7yxle9SChw4OmgCIGurDcdi18AZbsu3jJM00SzcQ10wZXI0cDAkA7npNNCe4GKRqNN_GxDgHvrORSUg51z30Dis9yi6Rc3JVi-59BAkphsRl2DGxeSCCUbdC3Se6XaHdeAdbj9uCHYkwoaqiHRF6V1WtHL3K0cW6HQ3lQ7IC0xNsWJ-OO0XH4B_jkhdWJfvDAqiyW2ET1vzuBroPaWSIGE-EQaVJ54CQJpDY2fw3T5hO9fkhNNfat0P0sZxqE4eQa4ruEuWd67Sm12Uq28PbYi_ztNiLKT-T-owazWeR-m1gE3qZQZucMiNnyJLWYWmEqoUR50ZUkLcr7-V03sVfIul29OQwSSeO9GaQx2QDrF8wt3CjB5JLfelyt6QLFUBDDmER_6F7efGXpYvwjjGMBbqiUkKfvPDKU1lv6RrbBEJC3GFEvjt7Ku2tlMcu4ne2JaULu_M13JESuSfVx2i5PmnblaOmWsVVbk_7RLPdaDtA549UkBqTTZWTbKxt0bTSQBDX5Wqut8optJ-uqnTk9IphwUZ5c3wkuatUtd_2wsx_auqrlMBcySovshPUVGXHEYcxjIeGm0TroRqm80-ZUExvmaGqW-mtJCUb5soknvgHgPQd3lLmProb8bG2x9sgQVLR30sGHdpkqkCFi4AFw-7GyfmxydgS-T5qVoobVvFxzsNbiVvoGttJgg59TV2V-Zg8uz-MPCNgk9fo20AInVwFKreYl6Q3Or0f-EDqKMOFA4MGOSBu3jMDe8lHICww5yYst2ki7vqlHy2tMf7N_2Ys18uzpzZXpQXxxYSAht7yQiPFBcUMb6FbHm3Sty1UoEcEugFyUhKCLAM1mTf2VwRYkFepT1vNvBm-3lZ3dvEYC_atjUB67tvwS2gj7CIhg8BiSLu8-0E75zF91F1pamz9wgKerWd145BVoCH_Xsbpo_6OrK2jwgD3GkW08o0lx3feY94cS3JAFjmVu_iBez9_zcajyC7R9erOPgMCwong8PJ-hTKn9WWv7kE9R9mYHW2oncOxdmWHj3w4R8L3HP691M=",
          "id": "rs_0b0d26eeda79e9bd016a0c46ef29588191ae5c04e98d97536b",
          "summary": [
            {
              "type": "summary_text",
              "text": "**Identifying potential logic issues**\n\nI’m noticing some possible logic bugs. If the filter provides an empty list, we could end up with no items, which is okay if originally it’s zero. But I wonder if the checkbox for included items resets properly when the selected receipt changes. I think I need to inspect the full Vue implementation and check how the receipt cards are structured to see if things are working as expected. Let's explore this further!"
            }
          ]
        }
      ],
      "tool_calls": [
        {
          "id": "call_ccXrAYMXU3dercynjnbVQU5B",
          "call_id": "call_ccXrAYMXU3dercynjnbVQU5B",
          "response_item_id": "fc_0b0d26eeda79e9bd016a0c46f271dc8191a9134dfa6324b396",
          "type": "function",
          "function": {
            "name": "terminal",
            "arguments": "{\"command\":\"python - <<'PY'\\nfrom pathlib import Path\\nlines=Path('frontend/src/pages/BudgetGroceryOptimizerPage.vue').read_text().splitlines()\\nfor i,line in enumerate(lines,1): print(f'{i:4}: {line}')\\nPY\",\"timeout\":120,\"workdir\":\"/home/agent/.hermes/repos/FinanceManager\"}"
          }
        }
      ]
    },
    {
      "role": "tool",
      "name": "terminal",
      "content": "{\"output\": \"1: <template>\\n   2:   <div class=\\\"space-y-5\\\">\\n   3:     <section class=\\\"rounded-2xl border border-slate-200 bg-white/90 p-5 shadow-sm\\\">\\n   4:       <p class=\\\"text-xs font-bold uppercase tracking-[0.25em] text-cyan-700\\\">Budget · Migros Optimizer</p>\\n   5:       <h1 class=\\\"mt-1 text-2xl font-black text-slate-950\\\">Migros Product Savings & Grocery Optimizer</h1>\\n   6:       <p class=\\\"mt-2 max-w-4xl text-sm text-slate-600\\\">Produktebene für Essen & Haushalt: Migros-Bon auswählen, Artikel normalisieren, reviewbare Alternativen bei Schweizer Grossisten vergleichen und Einkaufslisten bis maximal 3 Läden erstellen. Keine medizinische Bewertung, keine Bestellung.</p>\\n   7:       <div class=\\\"mt-4 flex flex-wrap gap-2\\\">\\n   8:         <button class=\\\"btn\\\" @click=\\\"load\\\">Aktualisieren</button>\\n   9:         <button class=\\\"btn-secondary\\\" @click=\\\"seedDemo\\\">Demo-Bon anlegen</button>\\n  10:         <button class=\\\"btn-secondary\\\" :disabled=\\\"!selectedReceipt\\\" @click=\\\"startAnalysis\\\">Analyse starten</button>\\n  11:         <button class=\\\"btn-secondary\\\" :disabled=\\\"!run\\\" @click=\\\"createReport\\\">Report erzeugen</button>\\n  12:       </div>\\n  13:       <p class=\\\"mt-3 rounded-xl bg-amber-50 p-3 text-sm text-amber-800\\\">Gesundheitsanalyse später: health_analysis_status ist vorbereitet, aber Histamin/Behçet/Trigger werden in v1 nicht bewertet.</p>\\n  14:     </section>\\n  15: \\n  16:     <section class=\\\"grid gap-4 lg:grid-cols-[0.8fr_1.2fr]\\\">\\n  17:       <div class=\\\"panel\\\">\\n  18:         <h2>Bon auswählen</h2>\\n  19:         <div class=\\\"mt-3 grid gap-2\\\">\\n  20:           <button v-for=\\\"receipt in dashboard?.receipts || []\\\" :key=\\\"receipt.receipt_id\\\" class=\\\"receipt-card\\\" :class=\\\"selectedReceipt?.receipt_id === receipt.receipt_id ? 'ring-2 ring-cyan-300' : ''\\\" @click=\\\"selectedReceipt = receipt\\\">\\n  21:             <strong>{{ receipt.purchase_date }} · {{ receipt.store_name }}</strong>\\n  22:             <span>{{ receipt.article_count }} Artikel · Gesamtbetrag lokal sichtbar</span>\\n  23:             <span>Bon-ID: {{ receipt.receipt_id.slice(0, 10) }}…</span>\\n  24:           </button>\\n  25:           <p v-if=\\\"!dashboard?.receipts?.length\\\" class=\\\"text-sm text-slate-500\\\">Noch keine Migros-Bons in der Produktdetail-Ansicht.</p>\\n  26:         </div>\\n  27:       </div>\\n  28:       <div class=\\\"panel\\\">\\n  29:         <h2>Artikelliste</h2>\\n  30:         <div class=\\\"mt-3 grid gap-2 md:grid-cols-2\\\">\\n  31:           <article v-for=\\\"item in selectedReceipt?.items || []\\\" :key=\\\"item.product_item_id\\\" class=\\\"item-card\\\">\\n  32:             <div class=\\\"flex items-start justify-between gap-3\\\"><strong>{{ item.raw_product_name }}</strong><input v-model=\\\"includedItems[item.product_item_id]\\\" type=\\\"checkbox\\\" aria-label=\\\"für Analyse einschließen\\\" /></div>\\n  33:             <p>Normalisiert: {{ item.normalized_product_name }}</p>\\n  34:             <p>Menge: {{ item.quantity_text || '—' }} · Preis: {{ item.total_price_text }} CHF</p>\\n  35:             <p v-if=\\\"item.action_label\\\">Aktion: {{ item.action_label }}</p>\\n  36:             <p class=\\\"text-xs text-slate-500\\\">Gesundheitsanalyse später</p>\\n  37:           </article>\\n  38:         </div>\\n  39:       </div>\\n  40:     </section>\\n  41: \\n  42:     <section v-if=\\\"run\\\" class=\\\"panel\\\">\\n  43:       <h2>Ergebnis</h2>\\n  44:       <div class=\\\"mt-3 grid gap-3 md:grid-cols-4\\\">\\n  45:         <div class=\\\"kpi\\\"><span>Original Migros Total</span><strong>{{ run.original_total_text }} CHF</strong></div>\\n  46:         <div class=\\\"kpi\\\"><span>Optimiertes Total</span><strong>{{ run.optimized_total_text }} CHF</strong></div>\\n  47:         <div class=\\\"kpi\\\"><span>Geschätzte Ersparnis</span><strong>{{ run.summary.estimated_savings_text }} CHF</strong></div>\\n  48:         <div class=\\\"kpi\\\"><span>Qualität</span><strong>{{ run.quality_status }}</strong></div>\\n  49:       </div>\\n  50:       <h3 class=\\\"mt-5 font-bold\\\">Preisvergleich</h3>\\n  51:       <div class=\\\"mt-2 grid gap-2\\\">\\n  52:         <article v-for=\\\"row in run.product_comparisons\\\" :key=\\\"row.product_item_id\\\" class=\\\"comparison-card\\\">\\n  53:           <strong>{{ row.migros_product }}</strong>\\n  54:           <span>Beste Alternative: {{ row.best_alternative || 'nicht gefunden' }} · {{ row.retailer || '—' }}</span>\\n  55:           <span>Ersparnis: {{ row.savings_text }} CHF · Confidence {{ row.confidence }} · Status {{ row.status }}</span>\\n  56:           <small>Qualitätsflags: {{ (row.quality_flags || []).join(', ') || '—' }}</small>\\n  57:         </article>\\n  58:       </div>\\n  59:       <h3 class=\\\"mt-5 font-bold\\\">Optimierte Einkaufsliste max. 3 Läden</h3>\\n  60:       <div class=\\\"mt-2 grid gap-3 md:grid-cols-3\\\">\\n  61:         <article v-for=\\\"store in run.optimized_lists?.[0]?.stores || []\\\" :key=\\\"store.retailer\\\" class=\\\"item-card\\\"><strong>{{ store.retailer }}</strong><ul><li v-for=\\\"it in store.items\\\" :key=\\\"it.product\\\">{{ it.product }} → {{ it.candidate_product_name }} ({{ it.price_text }} CHF)</li></ul></article>\\n  62:       </div>\\n  63:       <p v-if=\\\"reportMessage\\\" class=\\\"mt-3 rounded-xl bg-emerald-50 p-3 text-sm text-emerald-800\\\">{{ reportMessage }}</p>\\n  64:     </section>\\n  65:   </div>\\n  66: </template>\\n  67: <script setup lang=\\\"ts\\\">\\n  68: import { computed, onMounted, ref } from 'vue'\\n  69: import { addGroceryProductMatch, createGroceryDemoReceipt, generateGroceryOptimizationReport, getGroceryOptimizerDashboard, runGroceryOptimization, type GroceryDashboard, type GroceryReceipt, type GroceryRun } from '@/api/budget'\\n  70: const dashboard = ref<GroceryDashboard | null>(null)\\n  71: const selectedReceipt = ref<GroceryReceipt | null>(null)\\n  72: const includedItems = ref<Record<string, boolean>>({})\\n  73: const run = ref<GroceryRun | null>(null)\\n  74: const reportMessage = ref('')\\n  75: async function load() { dashboard.value = await getGroceryOptimizerDashboard(); selectedReceipt.value = dashboard.value.receipts[0] || null; includedItems.value = Object.fromEntries((selectedReceipt.value?.items || []).map((item) => [item.product_item_id, true])) }\\n  76: async function seedDemo() {\\n  77:   await createGroceryDemoReceipt({ purchase_date: '2026-05-19', store_name: 'Migros Demo', items: [{ raw_product_name: 'Milch 1L', quantity_text: '1L', unit: 'l', unit_price_text: '1.50', total_price_text: '1.50' }, { raw_product_name: 'Bio Eier 6 Stück', quantity_text: '6 Stk', unit: 'stück', unit_price_text: '0.70', total_price_text: '4.20' }] })\\n  78:   await load()\\n  79: }\\n  80: async function startAnalysis() {\\n  81:   if (!selectedReceipt.value) return\\n  82:   for (const item of selectedReceipt.value.items) {\\n  83:     if (item.normalized_product_name === 'milch') await addGroceryProductMatch({ product_item_id: item.product_item_id, retailer: 'Coop', candidate_product_name: 'Prix Garantie Milch 1L', candidate_url: 'https://example.invalid/coop/milch', candidate_price_text: '1.20', candidate_unit_price_text: '1.20/l', quality_flags: ['close_match'], match_confidence: '0.86', source: 'manual' })\\n  84:   }\\n  85:   const included_product_item_ids = Object.entries(includedItems.value).filter(([, included]) => included).map(([id]) => id)\\n  86:   run.value = await runGroceryOptimization({ receipt_id: selectedReceipt.value.receipt_id, selected_retailers: ['Coop', 'Aldi Suisse', 'Lidl', 'Denner', \\\"Otto's\\\"], max_store_count: 3, included_product_item_ids })\\n  87: }\\n  88: async function createReport() { if (!run.value) return; const result = await generateGroceryOptimizationReport({ run_id: run.value.run_id }); reportMessage.value = `Runtime-only Report erstellt: ${(result as any).format || 'markdown'}` }\\n  89: onMounted(load)\\n  90: defineExpose({ dashboard, selectedReceipt, includedItems, run, load, seedDemo, startAnalysis, createReport })\\n  91: void computed\\n  92: </script>\\n  93: <style scoped>.panel{border:1px solid #e2e8f0;background:rgba(255,255,255,.9);border-radius:1rem;padding:1rem}.btn,.btn-secondary{border-radius:.8rem;padding:.6rem .9rem;font-weight:800}.btn{background:#0e7490;color:white}.btn-secondary{border:1px solid #cbd5e1;background:white;color:#0f172a}.btn-secondary:disabled{opacity:.45}.receipt-card,.item-card,.comparison-card{border:1px solid #e2e8f0;border-radius:.9rem;background:white;padding:.8rem;text-align:left;display:grid;gap:.25rem}.kpi{border:1px solid #e2e8f0;border-radius:.9rem;padding:.8rem;background:#f8fafc}.kpi span{display:block;font-size:.75rem;color:#64748b}.kpi strong{font-size:1.1rem;color:#0f172a}</style>\", \"exit_code\": 0, \"error\": null}",
      "tool_call_id": "call_ccXrAYMXU3dercynjnbVQU5B"
    },
    {
      "role": "assistant",
      "content": "",
      "reasoning": "**Evaluating retailer selection logic**\n\nI'm realizing that selecting retailers based on each item's best price might not always be optimal since it overlooks second-best options. There was a previous bug with the logic causing some issues, and the new logic might still not be the best but could be acceptable. The grocery optimizer should aim to maximize savings with up to three stores. I feel like there could still be logic errors when ranking based on savings, especially if it ignores better alternatives.\n**Assessing path traversal and security**\n\nI'm thinking about how good path traversal works, where run_id is included in the filename alongside new_id, and if report_dir from settings could be a symlink. If I understand correctly, this all resolves nicely outside the repository. The API seems to use a payload dictionary without thorough validation, which is concerning since it allows arbitrary item sizes. While that might lead to a Denial of Service (DoS), it seems unlikely. I'll need to consider whether fetching requires a different approach.",
      "finish_reason": "tool_calls",
      "reasoning_content": "**Evaluating retailer selection logic**\n\nI'm realizing that selecting retailers based on each item's best price might not always be optimal since it overlooks second-best options. There was a previous bug with the logic causing some issues, and the new logic might still not be the best but could be acceptable. The grocery optimizer should aim to maximize savings with up to three stores. I feel like there could still be logic errors when ranking based on savings, especially if it ignores better alternatives.\n**Assessing path traversal and security**\n\nI'm thinking about how good path traversal works, where run_id is included in the filename alongside new_id, and if report_dir from settings could be a symlink. If I understand correctly, this all resolves nicely outside the repository. The API seems to use a payload dictionary without thorough validation, which is concerning since it allows arbitrary item sizes. While that might lead to a Denial of Service (DoS), it seems unlikely. I'll need to consider whether fetching requires a different approach.",
      "codex_reasoning_items": [
        {
          "type": "reasoning",
          "encrypted_content": "gAAAAABqDEcEPCvqXt583t_RYKA5VEILBfK8tU3E-7cuoATnWem1NYq0-zojHyftkUpA8tqersltOC6Q6cVq8PSj5V9QHQf6WWVIvW8hfhscCQciOkON2xQT1fSiOD98zSjcEI92WufVWaBH3zT_LGp8mlxuF_Iiqw7DpiUHxexLEmsyD6Mgt-P9jKmu21_5BIgtrp3iPvOkYxurWJyjohU3UoIjgYqeyE3vqxuSypnPqxMtRqaMbUmsfJsoTpYSbD59_bofdqn9TO9NvI_ggMPb_mcmw4oCnJVFZB0seDVTwcEyd2qECe8V2ZAt3he9tF2XCS8UI2nAOxsprT_ty9N9ZgP-iWbjW3HhWDo2Hbk1kvihwH09frh8JuD6VhMmK_d3wrVK3_HMmHjF0cplYUPqEilC_v71Li-emmfo-mxGumRGRDB9xbafKLVM1sU8VzYkRDiJNoPurVIXHNMGYF26vRzP9OVfQ3E3nGGE5PQfbaQo_gTRkEXoJi7N5O84eGxYin7ut3PnZ1p38X9bB3ih_MaZBwFuRgOrFLPUY__iJTEoy3fh_u2AmGvWbAUS1cVZ61Mr4mTKJDOOReXQv2HH03VXVHCZvOlWfoBwGNd4hseytg-8X3Ju8rkkSwfBPCZItL7OQ87D1GuGh-uiS433UmsTinDYOuyt5_jyDI7Q6kYhDkSEP9iv4J--twMgYjahFhWHJwBUXXaXiXpzL_5E9w4a6MxQmsvfhDiD5FK171c4Eo2vehPUNA0HmLWyWpvcFoZ29XapbpmPDQ5qz8h929vgoWiz5fO2oEZ7g1j7u9y-WFd07-Bp1ok9OpdpXwt0pE-lNKetz_WXuuRHtv4vxWK-iqCXp4etKRD5BJHr5LvXqiGoinztSH3AYin5um-aD9W_o8t2RHj1AqFcgAjH92VCwG90vFKtlOhDMgG2q_f1EHLNr9Qireb7Uq7hCuHeQF59gNq_uor9r_JkGWMtVLQ7EYQHBBysCtCjWkUiQqr86MbvX8R42sZrCgElXOKmgFyanOO_7zEhRwCn4DKRmW48trLruzHXiA1ORgauJrP9wf2YEYIH3qIAK_lYjEM7vXrUKhHK7rUR0By2Jqm6XqnhFg1hiuGVNuhqgZ0ww4G7gM_GXmOLC-e01SvN8QdJg5lE0eWKX5uplqqZk3wRQPl1u0FRJVIcp5QK-hlO03PzlWp9q5zvndP7tTaw4sXISs0siOv4BxvIn7CDTMtUimuktS1BL3wPybOS_E9e3_nd5-7xtyT8aJoJeaQfrpnFXP_YVpyvRYXKS4KB7wTLlUZRgDVDNSMiXKpLSFScD7muz49-9xVuDS-JwxHeZ73rPugWH8qWW2ExcBbCsTAO-y_unqqgrdOzYuk9SOvhrE_dyX3ZIa0ilhmnmnuX9S7ZY_fYenClpKMY8e5Gt68k7sRjI4F1R4zFmJLOZITT6qEB_0CpHr_kw51TIj1JmLPDBglwUwy5tIKbmcGu-lHcKX7cHKCX5qGNk-7jSkBQpkypRWBReVoDZ-X54Pb5caOPJV8CQlr2ZP4YglwYBkKz3pp5tIZXbQ1cP3iKi3uOyN9V3lbkPZ2tdfmZMZ0UC8ZwztVeeT2HBLj-EM3DbGZgJrr-6Chg7zzY1Ouu-HiRIGsXyDyEm7akV7R8EGIgDqAqRA9kzh0eCmj_mrAY_-rxM0adp6f0IRiLIe58O-N5XqjJbl_R2XH6poExDJBw6VHe4apeIUwlO63V3f_M3UuHIrEqCgg8AW-RP0lWJQmeLV41DM-eUOjZbY_L7ZclN1lOQ5424DxP1lxbdnfB1-3IJvx2j8Gfbzc-zPzJ0ylHFOzrHY__QMJFPJa-4BysoX1XXcAFULspELXoP9_LEm-Cb0uRxww-eP2HUOlQfFtnRfNuE8HtGs0N26pfClCyZWd7_pR4RwBqtEwWtCO2yxgLNm_ZrPdsutPDNoI8MnItVyi___w7dWXCnmS5TWF9Y_d7L9YfT-SCEhVY4weigA1hDkefaOn-fT1kicSYVEqNlMmFIOLyIgaisEZ09NDIKQou2QkfKX7EbVth-IIMM-cQNkJ5QRGqtHfvUXYZOKLOQ_hRUWmz5JxIUdPYq8HTvZQ9uNiR_EuSY5UIsL2GPKPtM1hHnc59ewG7V9_uwGdkBCuZ6VxPLGOsL9GUZE_zUP8xz3L-SBwrPWxgtamAbue7BjcQjvbFcXn1FJ3FZV924q0NgivUSEpjPsDXk4zGoj3LXNuMIQOH8ioIShNJhFTUF2C-BYsPqUIsqkleAhQ5oWy7j23qA_LDLvMbsbl7zsclaJzBk1KLMSr807twL2HjbVskDcl9QXYcjXs8qJL3h4o-tZSsbW9JLZGTVE0hD8m9Ftlk5EY3224NPwWZ6CUUm--Kf7VCU2f6rlrdvsb005OPWd6_Q0V8uKx9kcRnjjnAiGPTdiHxTxYO-xcC58vgScsA9ZErb4csM7OKvdMlFdYNA-7D3wK_OrqBdBGI0R9VW4zHGhu0S3-jnIQL9OouavHhxCEXoXeIToozZAUqRfpqgMa-oiN9GTQn7I-Zit48vQTZQJP_qb-FItCRXie_RfRDsVpW3sBk6htkGaABKvwvIweneHX-03mk_5U1oLgkdBNxcHhIrNp-7D6VOY8DvhpXo7Ci_h99Lmwcre1Lx3k4MQ3Pwi7EY5Z9npFeLqVexSuXZmsIaTbWW_HhoiT77o6Hi-_29DDIIrbDA6DFXPUnxgJpV-osuzPallprHyLdzcfQ2-na4Udzs2KIu-rlaWtWhxnMBPo_rCmNea7k7mxWCtm7P6N3N6TFh7t8T7gJX5yjzV-uigHumDohHybiyzWY30y_Mnhb0Zsq8IYNBcFATHr3PmfFBqgagk2IHIPneqongZzoSFvMmPQGQ27i7zntG3UBuXB6asv9_6yoy70HXzkVGl8MJ2LZi9eibqmtP_qDVAPQnbyIr8R6YIYyAeWY378bCOqJRgpuc9ckwmi5dGiMSHlGx0GpIfGvIUzvddv5MPRL0PqU59PDrpeLbV1nuTnL6MBPnOQQGZsZFx48Vk-IZAdnT-VvxpxI_SpXcuoM4PrD73FujQ9c_uXnWOtelyQe5OJa8top4F20qVYnaKPp63yTU73KCkRu4E1Q5kZeK_oFuaQL0a5VEzRtb2xcsLfd1kVhXcWHZyGzWt3YqGoXBClr_4kQvbfZ-tPoQgF8-ApETsTRe5X919MHWihvTByDHL1iGxRxIlz9hz5ZHZ2n-oQKFZi_fxSRihKHmZiMnRWrW_TWaTInNZVY5uCiyNaCSVAJRVNLcdlUhzynvJhFHfCYxQev21vkWjIKcgXH0NHNrUlMp9uH5_ER4wb1fhLiAGmCgI_ASkEvUuKhGh5POfwYweDeQZ_R7qIQxSLQ44KjPhWgzLjcCMvtqK8yqVk7zevtAKKNYm5LCgx218LmYro45Or_XOKopo9XI7lvkcHBxGEdZXQSu0b_W3vMyDT11dQ9eiVaLrUMbPzRyKS77kI1aUmRN7E1fqXVouJFzFIfGzjIAO-DolYyxgJRzZcjYOAiZiwVuI5lYlaooyROnJuhZvsmPlBuKtCGbOIiBGxr-imB2VBTefz5gkgKg-9RANsNEeaLj6ftClaRyVeYyjTY87Dn9T0TuXjXyGmPRnqpEutmM-iHhxOCwTmEyusoSzsSlR3d_1IF-IaG-M6Z7oAFcjtJaZ5aoBcU2Mcatl7VIigAink2R8lln6g6gZhYi6HAEvoI_EEU3V5592Esg7RXQsxg2Z7FaS6s6Xvb2duOsxg4CrZKiwnXByUQW3p9HFLvIPyI2oLuCwWv4jl7Uks3O6lhyV3b4OgOHmNL9CfL18_DzJd_t9nnxmlEXdA0WTzjRWnX0YGnc-MqsTE-R0jRMDfN5aSmBmMDf6HauF91shlX-ZKv_7YuK8GCKvvefKPRdGKeIbA8reGhcLv5DvUpZCEPbKFqtbpeLzB8momyYwnNWBtCfXIluVrgpBXKfCywy4D0L1A_oP7a0bubgo09HTxBlfv0QNKnf6dhhG8erka1rlr4pr1YYfgPw5j7D9L9jAcJxTuIpe2lAA6vL_vg8Lao5nWcPq3FVT77a5Q3m_8kiLVa4elY07EyrubLmN_f6FyDIE6l5L3bs9MEj-VIsAAFVuhdxfvkAnsx4dgvVO1p18SVHcfYbuh6iY9nTGoID7KiXRBCbiq5KjhtauA=",
          "id": "rs_04d5804dc37a97b2016a0c46f4468c81918e1b339853d4ca18",
          "summary": [
            {
              "type": "summary_text",
              "text": "**Evaluating retailer selection logic**\n\nI'm realizing that selecting retailers based on each item's best price might not always be optimal since it overlooks second-best options. There was a previous bug with the logic causing some issues, and the new logic might still not be the best but could be acceptable. The grocery optimizer should aim to maximize savings with up to three stores. I feel like there could still be logic errors when ranking based on savings, especially if it ignores better alternatives."
            },
            {
              "type": "summary_text",
              "text": "**Assessing path traversal and security**\n\nI'm thinking about how good path traversal works, where run_id is included in the filename alongside new_id, and if report_dir from settings could be a symlink. If I understand correctly, this all resolves nicely outside the repository. The API seems to use a payload dictionary without thorough validation, which is concerning since it allows arbitrary item sizes. While that might lead to a Denial of Service (DoS), it seems unlikely. I'll need to consider whether fetching requires a different approach."
            }
          ]
        }
      ],
      "tool_calls": [
        {
          "id": "call_uOJwmqs9qaIU1mVGAXAOYEOj",
          "call_id": "call_uOJwmqs9qaIU1mVGAXAOYEOj",
          "response_item_id": "fc_04d5804dc37a97b2016a0c4704254c8191a1500d93b1b8b607",
          "type": "function",
          "function": {
            "name": "terminal",
            "arguments": "{\"command\":\"python - <<'PY'\\nfrom pathlib import Path\\nfor p in ['src/jarvis_finance/services/grocery_optimizer.py','frontend/src/pages/BudgetGroceryOptimizerPage.vue','frontend/src/api/budget.ts','src/jarvis_finance/api/routers/budget.py']:\\n txt=Path(p).read_text()\\n print(p, 'fetch(' in txt, 'http' in txt, 'api_key' in txt.lower(), 'order' in txt.lower())\\nPY\",\"timeout\":120,\"workdir\":\"/home/agent/.hermes/repos/FinanceManager\"}"
          }
        }
      ]
    },
    {
      "role": "tool",
      "name": "terminal",
      "content": "{\"output\": \"src/jarvis_finance/services/grocery_optimizer.py False False False True\\nfrontend/src/pages/BudgetGroceryOptimizerPage.vue False True False True\\nfrontend/src/api/budget.ts False False False True\\nsrc/jarvis_finance/api/routers/budget.py False True False True\", \"exit_code\": 0, \"error\": null}",
      "tool_call_id": "call_uOJwmqs9qaIU1mVGAXAOYEOj"
    },
    {
      "role": "assistant",
      "content": "{\n  \"passed\": false,\n  \"security_concerns\": [],\n  \"logic_errors\": [\n    {\n      \"severity\": \"medium\",\n      \"file\": \"frontend/src/pages/BudgetGroceryOptimizerPage.vue\",\n      \"details\": \"The include-checkbox flow is fixed for the initially loaded receipt, and the backend now honors included_product_item_ids. However, selecting a different receipt via the receipt button only assigns selectedReceipt and does not reinitialize includedItems for that receipt. As a result, all items on the newly selected receipt default to absent/false in includedItems and startAnalysis sends IDs from the previously selected receipt, causing the backend filter to optimize an empty or wrong item set.\"\n    }\n  ],\n  \"suggestions\": [\n    \"Add a selectReceipt(receipt) helper that sets selectedReceipt, resets includedItems from receipt.items, clears stale run/report state, and use it from both load() and the receipt click handler.\",\n    \"Consider skipping addGroceryProductMatch for items whose include checkbox is false so excluded products are not processed before optimization.\",\n    \"Consider adding a regression test for switching receipts before running optimization.\"\n  ],\n  \"summary\": \"Re-reviewed the grocery optimizer backend, API wiring, Vue page, and regression tests. Verified the prior max-store accounting blocker is fixed in the backend: allowed retailers are capped before optimized_total_text and savings are computed, and omitted alternatives are marked not_selected_due_to_store_limit. Verified the prior backend include-filter blocker is fixed: run_grocery_optimization accepts included_product_item_ids, filters items, and the API forwards the field. Verified targeted tests pass: pytest tests/unit/test_migros_grocery_optimizer_v1.py -q passed 7/7 and the Vitest page test passed 1/1. No new security concerns found. Found one remaining frontend logic error around receipt switching and stale includedItems state. No files were created or modified during this review.\"\n}",
      "reasoning": null,
      "finish_reason": "stop",
      "codex_reasoning_items": [
        {
          "type": "reasoning",
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          "id": "rs_0fc5afc26a226e8a016a0c47069a6c8191914c39f44d38cf3f",
          "summary": []
        }
      ],
      "codex_message_items": [
        {
          "type": "message",
          "role": "assistant",
          "status": "completed",
          "content": [
            {
              "type": "output_text",
              "text": "{\n  \"passed\": false,\n  \"security_concerns\": [],\n  \"logic_errors\": [\n    {\n      \"severity\": \"medium\",\n      \"file\": \"frontend/src/pages/BudgetGroceryOptimizerPage.vue\",\n      \"details\": \"The include-checkbox flow is fixed for the initially loaded receipt, and the backend now honors included_product_item_ids. However, selecting a different receipt via the receipt button only assigns selectedReceipt and does not reinitialize includedItems for that receipt. As a result, all items on the newly selected receipt default to absent/false in includedItems and startAnalysis sends IDs from the previously selected receipt, causing the backend filter to optimize an empty or wrong item set.\"\n    }\n  ],\n  \"suggestions\": [\n    \"Add a selectReceipt(receipt) helper that sets selectedReceipt, resets includedItems from receipt.items, clears stale run/report state, and use it from both load() and the receipt click handler.\",\n    \"Consider skipping addGroceryProductMatch for items whose include checkbox is false so excluded products are not processed before optimization.\",\n    \"Consider adding a regression test for switching receipts before running optimization.\"\n  ],\n  \"summary\": \"Re-reviewed the grocery optimizer backend, API wiring, Vue page, and regression tests. Verified the prior max-store accounting blocker is fixed in the backend: allowed retailers are capped before optimized_total_text and savings are computed, and omitted alternatives are marked not_selected_due_to_store_limit. Verified the prior backend include-filter blocker is fixed: run_grocery_optimization accepts included_product_item_ids, filters items, and the API forwards the field. Verified targeted tests pass: pytest tests/unit/test_migros_grocery_optimizer_v1.py -q passed 7/7 and the Vitest page test passed 1/1. No new security concerns found. Found one remaining frontend logic error around receipt switching and stale includedItems state. No files were created or modified during this review.\"\n}"
            }
          ],
          "id": "msg_0fc5afc26a226e8a016a0c470d33508191831993e15ae30007",
          "phase": "final_answer"
        }
      ]
    }
  ]
}