{
  "replay_id": "chat_codegen/gemini25_pro_calculator/mldev",
  "interactions": [
    {
      "request": {
        "method": "post",
        "url": "{MLDEV_URL_PREFIX}/models/gemini-2.5-pro:generateContent",
        "headers": {
          "Content-Type": "application/json",
          "x-goog-api-key": "{REDACTED}",
          "user-agent": "google-genai-sdk/{VERSION_NUMBER} {LANGUAGE_LABEL}/{VERSION_NUMBER}",
          "x-goog-api-client": "google-genai-sdk/{VERSION_NUMBER} {LANGUAGE_LABEL}/{VERSION_NUMBER}"
        },
        "body_segments": [
          {
            "contents": [
              {
                "parts": [
                  {
                    "text": "\nYou are a senior engineering thought-partner collaborating with another AI agent. Your mission is to brainstorm, validate ideas,\nand offer well-reasoned second opinions on technical decisions when they are justified and practical.\n\nCRITICAL LINE NUMBER INSTRUCTIONS\nCode is presented with line number markers \"LINE│ code\". These markers are for reference ONLY and MUST NOT be\nincluded in any code you generate. Always reference specific line numbers in your replies in order to locate\nexact positions if needed to point to exact locations. Include a very short code excerpt alongside for clarity.\nInclude context_start_text and context_end_text as backup references. Never include \"LINE│\" markers in generated code\nsnippets.\n\nIF MORE INFORMATION IS NEEDED\nIf the agent is discussing specific code, functions, or project components that was not given as part of the context,\nand you need additional context (e.g., related files, configuration, dependencies, test files) to provide meaningful\ncollaboration, you MUST respond ONLY with this JSON format (and nothing else). Do NOT ask for the same file you've been\nprovided unless for some reason its content is missing or incomplete:\n{\n  \"status\": \"files_required_to_continue\",\n  \"mandatory_instructions\": \"<your critical instructions for the agent>\",\n  \"files_needed\": [\"[file name here]\", \"[or some folder/]\"]\n}\n\nSCOPE & FOCUS\n• Ground every suggestion in the project's current tech stack, languages, frameworks, and constraints.\n• Recommend new technologies or patterns ONLY when they provide clearly superior outcomes with minimal added complexity.\n• Avoid speculative, over-engineered, or unnecessarily abstract designs that exceed current project goals or needs.\n• Keep proposals practical and directly actionable within the existing architecture.\n• Overengineering is an anti-pattern — avoid solutions that introduce unnecessary abstraction, indirection, or\n  configuration in anticipation of complexity that does not yet exist, is not clearly justified by the current scope,\n  and may not arise in the foreseeable future.\n\nCOLLABORATION APPROACH\n1. Treat the collaborating agent as an equally senior peer. Stay on topic, avoid unnecessary praise or filler because mixing compliments with pushback can blur priorities, and conserve output tokens for substance.\n2. Engage deeply with the agent's input – extend, refine, and explore alternatives ONLY WHEN they are well-justified and materially beneficial.\n3. Examine edge cases, failure modes, and unintended consequences specific to the code / stack in use.\n4. Present balanced perspectives, outlining trade-offs and their implications.\n5. Challenge assumptions constructively; when a proposal undermines stated objectives or scope, push back respectfully with clear, goal-aligned reasoning.\n6. Provide concrete examples and actionable next steps that fit within scope. Prioritize direct, achievable outcomes.\n7. Ask targeted clarifying questions whenever objectives, constraints, or rationale feel ambiguous; do not speculate when details are uncertain.\n\nBRAINSTORMING GUIDELINES\n• Offer multiple viable strategies ONLY WHEN clearly beneficial within the current environment.\n• Suggest creative solutions that operate within real-world constraints, and avoid proposing major shifts unless truly warranted.\n• Surface pitfalls early, particularly those tied to the chosen frameworks, languages, design direction or choice.\n• Evaluate scalability, maintainability, and operational realities inside the existing architecture and current\nframework.\n• Reference industry best practices relevant to the technologies in use.\n• Communicate concisely and technically, assuming an experienced engineering audience.\n\nREMEMBER\nAct as a peer, not a lecturer. Avoid overcomplicating. Aim for depth over breadth, stay within project boundaries, and help the team\nreach sound, actionable decisions.\n\n\n# Structured Code Generation Protocol\n\n**WHEN TO USE THIS PROTOCOL:**\n\nUse this structured format ONLY when you are explicitly tasked with substantial code generation, such as:\n- Creating new features from scratch with multiple files or significant code and you have been asked to help implement this\n- Major refactoring across multiple files or large sections of code and you have been tasked to help do this\n- Implementing new modules, components, or subsystems and you have been tasked to help with the implementation\n- Large-scale updates affecting substantial portions of the codebase that you have been asked to help implement\n\n**WHEN NOT TO USE THIS PROTOCOL:**\n\nDo NOT use this format for minor changes:\n- Small tweaks to existing functions or methods (1-20 lines)\n- Bug fixes in isolated sections\n- Simple algorithm improvements\n- Minor refactoring of a single function\n- Adding/removing a few lines of code\n- Quick parameter adjustments or config changes\n\nFor minor changes:\n- Follow the existing instructions provided earlier in your system prompt, such as the CRITICAL LINE NUMBER INSTRUCTIONS.\n- Use inline code blocks with proper line number references and direct explanations instead of this structured format.\n\n**IMPORTANT:** This protocol is for SUBSTANTIAL implementation work when explicitly requested, such as:\n- \"implement feature X\"\n- \"create module Y\"\n- \"refactor system Z\"\n- \"rewrite the authentication logic\"\n- \"redesign the data processing pipeline\"\n- \"rebuild the algorithm from scratch\"\n- \"convert this approach to use a different pattern\"\n- \"create a complete implementation of...\"\n- \"build out the entire workflow for...\"\n\nIf the request is for explanation, analysis, debugging, planning, or discussion WITHOUT substantial code generation, respond normally without this structured format.\n\n## Core Requirements (for substantial code generation tasks)\n\n1. **Complete, Working Code**: Every code block must be fully functional without requiring additional edits. Include all necessary imports, definitions, docstrings, type hints, and error handling.\n\n2. **Clear, Actionable Instructions**: Provide step-by-step guidance using simple numbered lists. Each instruction should map directly to file blocks that follow.\n\n3. **Structured Output Format**: All generated code MUST be contained within a single `<GENERATED-CODE>` block using the exact structure defined below.\n\n4. **Minimal External Commentary**: Keep any text outside the `<GENERATED-CODE>` block brief. Reserve detailed explanations for the instruction sections inside the block.\n\n## Required Structure\n\nUse this exact format (do not improvise tag names or reorder components):\n\n```\n<GENERATED-CODE>\n[Step-by-step instructions for the coding agent]\n1. Create new file [filename] with [description]\n2. Update existing file [filename] by [description]\n3. [Additional steps as needed]\n\n<NEWFILE: path/to/new_file.py>\n[Complete file contents with all necessary components:\n- File-level docstring\n- All imports (standard library, third-party, local)\n- All class/function definitions with complete implementations\n- All necessary helper functions\n- Inline comments for complex logic\n- Type hints where applicable]\n</NEWFILE>\n\n[Additional instructions for the next file, if needed]\n\n<NEWFILE: path/to/another_file.py>\n[Complete, working code for this file - no partial implementations or placeholders]\n</NEWFILE>\n\n[Instructions for updating existing files]\n\n<UPDATED_EXISTING_FILE: existing/path.py>\n[Complete replacement code for the modified sections or routines / lines that need updating:\n- Full function/method bodies (not just the changed lines)\n- Complete class definitions if modifying class methods\n- All necessary imports if adding new dependencies\n- Preserve existing code structure and style]\n</UPDATED_EXISTING_FILE>\n\n[If additional files need updates (based on existing code that was shared with you earlier), repeat the UPDATED_EXISTING_FILE block]\n\n<UPDATED_EXISTING_FILE: another/existing/file.py>\n[Complete code for this file's modifications]\n</UPDATED_EXISTING_FILE>\n\n[For file deletions, explicitly state in instructions with justification:\n\"Delete file path/to/obsolete.py - no longer needed because [reason]\"]\n</GENERATED-CODE>\n```\n\n## Critical Rules\n\n**Completeness:**\n- Never output partial code snippets or placeholder comments like \"# rest of code here\"\n- Include complete function/class implementations from start to finish\n- Add all required imports at the file level\n- Include proper error handling and edge case logic\n\n**Accuracy:**\n- Match the existing codebase indentation style (tabs vs spaces)\n- Preserve language-specific formatting conventions\n- Include trailing newlines where required by language tooling\n- Use correct file paths relative to project root\n\n**Clarity:**\n- Number instructions sequentially (1, 2, 3...)\n- Map each instruction to specific file blocks below it\n- Explain *why* changes are needed, not just *what* changes\n- Highlight any breaking changes or migration steps required\n\n**Structure:**\n- Use `<NEWFILE: ...>` for files that don't exist yet\n- Use `<UPDATED_EXISTING_FILE: ...>` for modifying existing files\n- Place instructions between file blocks to provide context\n- Keep the single `<GENERATED-CODE>` wrapper around everything\n\n## Special Cases\n\n**No Changes Needed:**\nIf the task doesn't require file creation or modification, explicitly state:\n\"No file changes required. The existing implementation already handles [requirement].\"\nDo not emit an empty `<GENERATED-CODE>` block.\n\n**Configuration Changes:**\nIf modifying configuration files (JSON, YAML, TOML), include complete file contents with the changes applied, not just the changed lines.\n\n**Test Files:**\nWhen generating tests, include complete test suites with:\n- All necessary test fixtures and setup\n- Multiple test cases covering happy path and edge cases\n- Proper teardown and cleanup\n- Clear test descriptions and assertions\n\n**Documentation:**\nInclude docstrings for all public functions, classes, and modules using the project's documentation style (Google, NumPy, Sphinx, etc.).\n\n## Context Awareness\n\n**CRITICAL:** Your implementation builds upon the ongoing conversation context:\n- All previously shared files, requirements, and constraints remain relevant\n- If updating existing code discussed earlier, reference it and preserve unmodified sections\n- If the user shared code for improvement, your generated code should build upon it, not replace everything\n- The coding agent has full conversation history—your instructions should reference prior discussion as needed\n\nYour generated code is NOT standalone—it's a continuation of the collaborative session with full context awareness.\n\n## Remember\n\nThe coding agent depends on this structured format to:\n- Parse and extract code automatically\n- Apply changes to the correct files within the conversation context\n- Validate completeness before execution\n- Track modifications across the codebase\n\nAlways prioritize clarity, completeness, correctness, and context awareness over brevity.\n\n=== USER REQUEST ===\nPlease generate a Python module with functions `add` and `multiply` that perform basic addition and multiplication. Produce the response using the structured <GENERATED-CODE> format so the assistant can apply the files directly.\n=== END REQUEST ===\n\nPlease provide a thoughtful, comprehensive response:\n\n\n\nCONVERSATION CONTINUATION: You can continue this discussion with the agent! (49 exchanges remaining)\n\nFeel free to ask clarifying questions or suggest areas for deeper exploration naturally within your response.\nIf something needs clarification or you'd benefit from additional context, simply mention it conversationally.\n\nIMPORTANT: When you suggest follow-ups or ask questions, you MUST explicitly instruct the agent to use the continuation_id\nto respond. Use clear, direct language based on urgency:\n\nFor optional follow-ups: \"Please continue this conversation using the continuation_id from this response if you'd \"\n\"like to explore this further.\"\n\nFor needed responses: \"Please respond using the continuation_id from this response - your input is needed to proceed.\"\n\nFor essential/critical responses: \"RESPONSE REQUIRED: Please immediately continue using the continuation_id from \"\n\"this response. Cannot proceed without your clarification/input.\"\n\nThis ensures the agent knows both HOW to maintain the conversation thread AND whether a response is optional, \"\n\"needed, or essential.\n\nThe tool will automatically provide a continuation_id in the structured response that the agent can use in subsequent\ntool calls to maintain full conversation context across multiple exchanges.\n\nRemember: Only suggest follow-ups when they would genuinely add value to the discussion, and always instruct \"\n\"The agent to use the continuation_id when you do."
                  }
                ]
              }
            ],
            "generationConfig": {
              "temperature": 0.5,
              "candidateCount": 1,
              "thinkingConfig": {
                "thinkingBudget": 10813
              }
            }
          }
        ]
      },
      "response": {
        "status_code": 200,
        "headers": {
          "content-type": "application/json; charset=UTF-8",
          "vary": "Origin, X-Origin, Referer",
          "content-encoding": "gzip",
          "date": "Tue, 07 Oct 2025 14:34:26 GMT",
          "server": "scaffolding on HTTPServer2",
          "x-xss-protection": "0",
          "x-frame-options": "SAMEORIGIN",
          "x-content-type-options": "nosniff",
          "server-timing": "gfet4t7; dur=12286",
          "alt-svc": "h3=\":443\"; ma=2592000,h3-29=\":443\"; ma=2592000",
          "transfer-encoding": "chunked"
        },
        "body_segments": [
          {
            "candidates": [
              {
                "content": {
                  "parts": [
                    {
                      "text": "<GENERATED-CODE>\nHere is the implementation for the requested Python module. I've structured this as a proper Python package for better organization and scalability.\n\n1.  Create a new file `calculator/__init__.py`. This file makes the `calculator` directory a Python package and exposes the `add` and `multiply` functions for convenient importing (e.g., `from calculator import add`).\n2.  Create a new file `calculator/operations.py` to house the core arithmetic functions. This separation of concerns keeps the logic clean.\n\n<NEWFILE: calculator/__init__.py>\n\"\"\"A simple calculator package.\"\"\"\n\nfrom .operations import add, multiply\n\n__all__ = [\"add\", \"multiply\"]\n</NEWFILE>\n\n<NEWFILE: calculator/operations.py>\n\"\"\"\nCore arithmetic operations.\n\nThis module provides basic functions for performing mathematical calculations.\n\"\"\"\n\nfrom typing import Union\n\n# Define a type alias for numeric types for clarity\nNumeric = Union[int, float]\n\n\ndef add(a: Numeric, b: Numeric) -> Numeric:\n    \"\"\"\n    Calculate the sum of two numbers.\n\n    Args:\n        a: The first number (integer or float).\n        b: The second number (integer or float).\n\n    Returns:\n        The sum of a and b.\n    \"\"\"\n    return a + b\n\n\ndef multiply(a: Numeric, b: Numeric) -> Numeric:\n    \"\"\"\n    Calculate the product of two numbers.\n\n    Args:\n        a: The first number (integer or float).\n        b: The second number (integer or float).\n\n    Returns:\n        The product of a and b.\n    \"\"\"\n    return a * b\n</NEWFILE>\n</GENERATED-CODE>"
                    }
                  ],
                  "role": "model"
                },
                "finishReason": "STOP",
                "index": 0
              }
            ],
            "usageMetadata": {
              "promptTokenCount": 2600,
              "candidatesTokenCount": 379,
              "totalTokenCount": 3879,
              "promptTokensDetails": [
                {
                  "modality": "TEXT",
                  "tokenCount": 2600
                }
              ],
              "thoughtsTokenCount": 900
            },
            "modelVersion": "gemini-2.5-pro",
            "responseId": "8iTlaM64EdCwxN8PwYfx0Qo"
          }
        ],
        "byte_segments": [],
        "sdk_response_segments": [
          {
            "sdk_http_response": {
              "headers": {
                "content-type": "application/json; charset=UTF-8",
                "vary": "Origin, X-Origin, Referer",
                "content-encoding": "gzip",
                "date": "Tue, 07 Oct 2025 14:34:26 GMT",
                "server": "scaffolding on HTTPServer2",
                "x-xss-protection": "0",
                "x-frame-options": "SAMEORIGIN",
                "x-content-type-options": "nosniff",
                "server-timing": "gfet4t7; dur=12286",
                "alt-svc": "h3=\":443\"; ma=2592000,h3-29=\":443\"; ma=2592000",
                "transfer-encoding": "chunked"
              }
            },
            "candidates": [
              {
                "content": {
                  "parts": [
                    {
                      "text": "<GENERATED-CODE>\nHere is the implementation for the requested Python module. I've structured this as a proper Python package for better organization and scalability.\n\n1.  Create a new file `calculator/__init__.py`. This file makes the `calculator` directory a Python package and exposes the `add` and `multiply` functions for convenient importing (e.g., `from calculator import add`).\n2.  Create a new file `calculator/operations.py` to house the core arithmetic functions. This separation of concerns keeps the logic clean.\n\n<NEWFILE: calculator/__init__.py>\n\"\"\"A simple calculator package.\"\"\"\n\nfrom .operations import add, multiply\n\n__all__ = [\"add\", \"multiply\"]\n</NEWFILE>\n\n<NEWFILE: calculator/operations.py>\n\"\"\"\nCore arithmetic operations.\n\nThis module provides basic functions for performing mathematical calculations.\n\"\"\"\n\nfrom typing import Union\n\n# Define a type alias for numeric types for clarity\nNumeric = Union[int, float]\n\n\ndef add(a: Numeric, b: Numeric) -> Numeric:\n    \"\"\"\n    Calculate the sum of two numbers.\n\n    Args:\n        a: The first number (integer or float).\n        b: The second number (integer or float).\n\n    Returns:\n        The sum of a and b.\n    \"\"\"\n    return a + b\n\n\ndef multiply(a: Numeric, b: Numeric) -> Numeric:\n    \"\"\"\n    Calculate the product of two numbers.\n\n    Args:\n        a: The first number (integer or float).\n        b: The second number (integer or float).\n\n    Returns:\n        The product of a and b.\n    \"\"\"\n    return a * b\n</NEWFILE>\n</GENERATED-CODE>"
                    }
                  ],
                  "role": "model"
                },
                "finish_reason": "STOP",
                "index": 0
              }
            ],
            "model_version": "gemini-2.5-pro",
            "response_id": "8iTlaM64EdCwxN8PwYfx0Qo",
            "usage_metadata": {
              "candidates_token_count": 379,
              "prompt_token_count": 2600,
              "prompt_tokens_details": [
                {
                  "modality": "TEXT",
                  "token_count": 2600
                }
              ],
              "thoughts_token_count": 900,
              "total_token_count": 3879
            }
          }
        ]
      }
    }
  ]
}