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<|system|>
You are an expert AI Technical Lead and Solutions Architect specialized in software estimation. Your goal is to accurately estimate the complexity of software tasks in Story Points (SP) based on historical project data.
Instructions:
1. Analyze the Context, Role, Task, and Goal.
2. CRITICAL: Pay extreme attention to the "Assumptions and Out of Scope" section. This is the primary driver for estimation accuracy.
3. Reason step-by-step about the technical implementation details required.
4. Conclude with the final Story Point estimate inside <answer> tags.
<|user|>
Please estimate the Story Points (SP) for the following requirement:
### Project Context
- **Epic:** Foundation: GCP Setup
- **Role:** Cloud Engineer
### Requirement
- **I want to:** Set up a GCP project for hosting the Streamlit application and its backend.
- **So that:** The project infrastructure is ready for Zazmic to begin development.
### Constraints & Assumptions (CRITICAL)
Assumption: Client doesn't have a GCP account
Please provide your step-by-step reasoning (Chain of Thought) followed by the final number in the format: <answer>NUMBER</answer>.
|
24
|
<|system|>
You are an expert AI Technical Lead and Solutions Architect specialized in software estimation. Your goal is to accurately estimate the complexity of software tasks in Story Points (SP) based on historical project data.
Instructions:
1. Analyze the Context, Role, Task, and Goal.
2. CRITICAL: Pay extreme attention to the "Assumptions and Out of Scope" section. This is the primary driver for estimation accuracy.
3. Reason step-by-step about the technical implementation details required.
4. Conclude with the final Story Point estimate inside <answer> tags.
<|user|>
Please estimate the Story Points (SP) for the following requirement:
### Project Context
- **Epic:** Discovery: Workflow Mapping
- **Role:** AI/ML Engineer
### Requirement
- **I want to:** Manually walk through the target generative platform and document the optimal path to the "Aha! Moment" assets.
- **So that:** We have a precise, step-by-step map for the Selenium automation engine to follow.
### Constraints & Assumptions (CRITICAL)
Assumption: The target platform's workflow is linear and does not have significant A/B testing variations. Dependency: Scenario to provide a stable, dedicated user account for the target platform (e.g., NotebookLM) for analysis and development.
Please provide your step-by-step reasoning (Chain of Thought) followed by the final number in the format: <answer>NUMBER</answer>.
|
16
|
<|system|>
You are an expert AI Technical Lead and Solutions Architect specialized in software estimation. Your goal is to accurately estimate the complexity of software tasks in Story Points (SP) based on historical project data.
Instructions:
1. Analyze the Context, Role, Task, and Goal.
2. CRITICAL: Pay extreme attention to the "Assumptions and Out of Scope" section. This is the primary driver for estimation accuracy.
3. Reason step-by-step about the technical implementation details required.
4. Conclude with the final Story Point estimate inside <answer> tags.
<|user|>
Please estimate the Story Points (SP) for the following requirement:
### Project Context
- **Epic:** Frontend: Streamlit UI
- **Role:** AI/ML Engineer
### Requirement
- **I want to:** Develop the Streamlit user interface for consultant input and showcase delivery.
- **So that:** The consultant has an intuitive, easy-to-use application to trigger the vision-crafting process.
### Constraints & Assumptions (CRITICAL)
Assumption: UI will use standard Streamlit components (text input, file uploader, buttons, download links). Dependency: Scenario's approval of a simple, functional UI layout. Out of Scope: Custom branding, CSS, complex multi-page designs, or user authentication systems.
Please provide your step-by-step reasoning (Chain of Thought) followed by the final number in the format: <answer>NUMBER</answer>.
|
32
|
<|system|>
You are an expert AI Technical Lead and Solutions Architect specialized in software estimation. Your goal is to accurately estimate the complexity of software tasks in Story Points (SP) based on historical project data.
Instructions:
1. Analyze the Context, Role, Task, and Goal.
2. CRITICAL: Pay extreme attention to the "Assumptions and Out of Scope" section. This is the primary driver for estimation accuracy.
3. Reason step-by-step about the technical implementation details required.
4. Conclude with the final Story Point estimate inside <answer> tags.
<|user|>
Please estimate the Story Points (SP) for the following requirement:
### Project Context
- **Epic:** Backend: Automation Engine
- **Role:** AI/ML Engineer
### Requirement
- **I want to:** Build the core Selenium script that programmatically navigates, uploads files, and inputs prompts.
- **So that:** The engine can reliably replicate the core actions of an expert consultant on the platform.
### Constraints & Assumptions (CRITICAL)
Assumption: The target platform's UI is stable and does not have advanced anti-bot measures (e.g., CAPTCHAs). Dependency: The target platform's HTML structure (element IDs, classes) remains consistent during the development phase. Out of Scope: Bypassing advanced bot detection; performance tuning of the target website.
Please provide your step-by-step reasoning (Chain of Thought) followed by the final number in the format: <answer>NUMBER</answer>.
|
48
|
<|system|>
You are an expert AI Technical Lead and Solutions Architect specialized in software estimation. Your goal is to accurately estimate the complexity of software tasks in Story Points (SP) based on historical project data.
Instructions:
1. Analyze the Context, Role, Task, and Goal.
2. CRITICAL: Pay extreme attention to the "Assumptions and Out of Scope" section. This is the primary driver for estimation accuracy.
3. Reason step-by-step about the technical implementation details required.
4. Conclude with the final Story Point estimate inside <answer> tags.
<|user|>
Please estimate the Story Points (SP) for the following requirement:
### Project Context
- **Epic:** Backend: Asset Retrieval
- **Role:** AI/ML Engineer
### Requirement
- **I want to:** Implement the logic to locate, scrape, and download the assets (mind map images, audio files) generated.
- **So that:** The application can successfully retrieve the showcase content and present it back to the user.
### Constraints & Assumptions (CRITICAL)
Assumption: Generated assets are presented as standard, downloadable HTML elements (e.g., <a> tags). Dependency: The format and location of the generated assets on the page are consistent. Out of Scope: Building a long-term file management or library system; handling assets embedded in complex JavaScript frameworks.
Please provide your step-by-step reasoning (Chain of Thought) followed by the final number in the format: <answer>NUMBER</answer>.
|
40
|
<|system|>
You are an expert AI Technical Lead and Solutions Architect specialized in software estimation. Your goal is to accurately estimate the complexity of software tasks in Story Points (SP) based on historical project data.
Instructions:
1. Analyze the Context, Role, Task, and Goal.
2. CRITICAL: Pay extreme attention to the "Assumptions and Out of Scope" section. This is the primary driver for estimation accuracy.
3. Reason step-by-step about the technical implementation details required.
4. Conclude with the final Story Point estimate inside <answer> tags.
<|user|>
Please estimate the Story Points (SP) for the following requirement:
### Project Context
- **Epic:** POC Testing & Refinement
- **Role:** AI/ML Engineer
### Requirement
- **I want to:** Test the full end-to-end automation process, handling timing issues and potential UI changes.
- **So that:** The generator reliably produces a complete showcase package and is ready for hand-off.
### Constraints & Assumptions (CRITICAL)
Assumption: Testing will be functional, not performance-based. Dependency: Scenario to provide feedback on POC functionality in a timely manner. Out of Scope: Formal User Acceptance Testing (UAT) cycles, load testing, or security penetration testing.
Please provide your step-by-step reasoning (Chain of Thought) followed by the final number in the format: <answer>NUMBER</answer>.
|
28
|
<|system|>
You are an expert AI Technical Lead and Solutions Architect specialized in software estimation. Your goal is to accurately estimate the complexity of software tasks in Story Points (SP) based on historical project data.
Instructions:
1. Analyze the Context, Role, Task, and Goal.
2. CRITICAL: Pay extreme attention to the "Assumptions and Out of Scope" section. This is the primary driver for estimation accuracy.
3. Reason step-by-step about the technical implementation details required.
4. Conclude with the final Story Point estimate inside <answer> tags.
<|user|>
Please estimate the Story Points (SP) for the following requirement:
### Project Context
- **Epic:** Documentation
- **Role:** AI/ML Engineer
### Requirement
- **I want to:** Prepare and deliver the POC and provide clear documentation for the tool's usage and architecture.
- **So that:** Scenario understands how the generator works and the nature of its dependency on the target UI.
### Constraints & Assumptions (CRITICAL)
Assumption: Documentation will cover the "as-built" POC. Out of Scope: Maintenance/Support for future UI changes to the target platform. This is the most critical point: Re-architecting the script due to major, unannounced UI overhauls by the platform owner is not included and would require a separate support engagement.
Please provide your step-by-step reasoning (Chain of Thought) followed by the final number in the format: <answer>NUMBER</answer>.
|
32
|
<|system|>
You are an expert AI Technical Lead and Solutions Architect specialized in software estimation. Your goal is to accurately estimate the complexity of software tasks in Story Points (SP) based on historical project data.
Instructions:
1. Analyze the Context, Role, Task, and Goal.
2. CRITICAL: Pay extreme attention to the "Assumptions and Out of Scope" section. This is the primary driver for estimation accuracy.
3. Reason step-by-step about the technical implementation details required.
4. Conclude with the final Story Point estimate inside <answer> tags.
<|user|>
Please estimate the Story Points (SP) for the following requirement:
### Project Context
- **Epic:** GCP Setup
- **Role:** Cloud Engineer
### Requirement
- **I want to:** Set up a GCP account (create project(s), give access to engineers, connect billing ID).
- **So that:** The project is ready to be worked on and resources are properly billed.
### Constraints & Assumptions (CRITICAL)
Assumption: Barrel has an existing GCP organization and will provide the necessary permissions. Out of scope: Setting up a GCP organization from scratch.
Please provide your step-by-step reasoning (Chain of Thought) followed by the final number in the format: <answer>NUMBER</answer>.
|
12
|
<|system|>
You are an expert AI Technical Lead and Solutions Architect specialized in software estimation. Your goal is to accurately estimate the complexity of software tasks in Story Points (SP) based on historical project data.
Instructions:
1. Analyze the Context, Role, Task, and Goal.
2. CRITICAL: Pay extreme attention to the "Assumptions and Out of Scope" section. This is the primary driver for estimation accuracy.
3. Reason step-by-step about the technical implementation details required.
4. Conclude with the final Story Point estimate inside <answer> tags.
<|user|>
Please estimate the Story Points (SP) for the following requirement:
### Project Context
- **Epic:** Planning
- **Role:** AI/ML Engineer
### Requirement
- **I want to:** Review customer's existing infrastructure and data structure to clarify next steps in the POC.
- **So that:** The project is ready to be started.
### Constraints & Assumptions (CRITICAL)
Assumption: The sample documents are representative of all historical and future documents. Key stakeholders are available for a follow-up clarification session if needed.
Please provide your step-by-step reasoning (Chain of Thought) followed by the final number in the format: <answer>NUMBER</answer>.
|
8
|
<|system|>
You are an expert AI Technical Lead and Solutions Architect specialized in software estimation. Your goal is to accurately estimate the complexity of software tasks in Story Points (SP) based on historical project data.
Instructions:
1. Analyze the Context, Role, Task, and Goal.
2. CRITICAL: Pay extreme attention to the "Assumptions and Out of Scope" section. This is the primary driver for estimation accuracy.
3. Reason step-by-step about the technical implementation details required.
4. Conclude with the final Story Point estimate inside <answer> tags.
<|user|>
Please estimate the Story Points (SP) for the following requirement:
### Project Context
- **Epic:** Data Ingestion (Documents)
- **Role:** AI/ML Engineer
### Requirement
- **I want to:** Build a pipeline to ingest documents from Google Drive, chunk them intelligently, generate embeddings, and load them into a Vector DB.
- **So that:** The AI can semantically search and retrieve information from all SOWs, proposals, and knowledge base documents
### Constraints & Assumptions (CRITICAL)
Assumption: Read-only API access to the specified Google Drive folders will be provided. Documents are in a consistent format (e.g., .docx, .pdf). Out of scope (for MVP): A real-time, event-driven ingestion pipeline. The initial load will be a batch process.
Please provide your step-by-step reasoning (Chain of Thought) followed by the final number in the format: <answer>NUMBER</answer>.
|
40
|
<|system|>
You are an expert AI Technical Lead and Solutions Architect specialized in software estimation. Your goal is to accurately estimate the complexity of software tasks in Story Points (SP) based on historical project data.
Instructions:
1. Analyze the Context, Role, Task, and Goal.
2. CRITICAL: Pay extreme attention to the "Assumptions and Out of Scope" section. This is the primary driver for estimation accuracy.
3. Reason step-by-step about the technical implementation details required.
4. Conclude with the final Story Point estimate inside <answer> tags.
<|user|>
Please estimate the Story Points (SP) for the following requirement:
### Project Context
- **Epic:** Data Ingestion (Harvest API)
- **Role:** AI/ML Engineer
### Requirement
- **I want to:** Connect to the Harvest API, pull historical time tracking data for projects, and store it in a structured format linked to the project docs.
- **So that:** The AI can compare planned project budgets (from S&Ps) against actual hours worked (from Harvest).
### Constraints & Assumptions (CRITICAL)
Assumption: Barrel will provide a Harvest API key with the necessary read permissions. The API is well-documented and available.
Please provide your step-by-step reasoning (Chain of Thought) followed by the final number in the format: <answer>NUMBER</answer>.
|
28
|
<|system|>
You are an expert AI Technical Lead and Solutions Architect specialized in software estimation. Your goal is to accurately estimate the complexity of software tasks in Story Points (SP) based on historical project data.
Instructions:
1. Analyze the Context, Role, Task, and Goal.
2. CRITICAL: Pay extreme attention to the "Assumptions and Out of Scope" section. This is the primary driver for estimation accuracy.
3. Reason step-by-step about the technical implementation details required.
4. Conclude with the final Story Point estimate inside <answer> tags.
<|user|>
Please estimate the Story Points (SP) for the following requirement:
### Project Context
- **Epic:** Agent Development (Orchestrator)
- **Role:** AI/ML Engineer
### Requirement
- **I want to:** Build the core Orchestrator Agent to analyze incoming user queries and route them to the appropriate specialist agent.
- **So that:** The system can differentiate between a request for project information and a request to generate a new project scope.
### Constraints & Assumptions (CRITICAL)
Assumption: Initial routing will be based on simple intent classification. Out of scope: Complex conversational state management in the MVP.
Please provide your step-by-step reasoning (Chain of Thought) followed by the final number in the format: <answer>NUMBER</answer>.
|
32
|
<|system|>
You are an expert AI Technical Lead and Solutions Architect specialized in software estimation. Your goal is to accurately estimate the complexity of software tasks in Story Points (SP) based on historical project data.
Instructions:
1. Analyze the Context, Role, Task, and Goal.
2. CRITICAL: Pay extreme attention to the "Assumptions and Out of Scope" section. This is the primary driver for estimation accuracy.
3. Reason step-by-step about the technical implementation details required.
4. Conclude with the final Story Point estimate inside <answer> tags.
<|user|>
Please estimate the Story Points (SP) for the following requirement:
### Project Context
- **Epic:** Agent Development (Knowledge Agent)
- **Role:** AI/ML Engineer
### Requirement
- **I want to:** Build the Project Knowledge Agent to perform RAG on the Vector DB, retrieving context and generating answers to project-specific questions.
- **So that:** Team members can get instant, accurate answers about any project's scope, deliverables, or status.
### Constraints & Assumptions (CRITICAL)
Assumption: The quality of answers is directly dependent on the quality and completeness of the ingested documents.
Please provide your step-by-step reasoning (Chain of Thought) followed by the final number in the format: <answer>NUMBER</answer>.
|
40
|
<|system|>
You are an expert AI Technical Lead and Solutions Architect specialized in software estimation. Your goal is to accurately estimate the complexity of software tasks in Story Points (SP) based on historical project data.
Instructions:
1. Analyze the Context, Role, Task, and Goal.
2. CRITICAL: Pay extreme attention to the "Assumptions and Out of Scope" section. This is the primary driver for estimation accuracy.
3. Reason step-by-step about the technical implementation details required.
4. Conclude with the final Story Point estimate inside <answer> tags.
<|user|>
Please estimate the Story Points (SP) for the following requirement:
### Project Context
- **Epic:** Agent Development (Scoping Agent)
- **Role:** AI/ML Engineer
### Requirement
- **I want to:** Build the Scoping & Estimation Agent to take a reference project, compare its S&P to its Harvest data, and generate a new, adjusted S&P draft.
- **So that:** Barrel can create new business scopes that are more accurate, data-driven, and profitable.
### Constraints & Assumptions (CRITICAL)
Assumption: The logic for "adjusting" estimates in the MVP will be based on defined heuristics (e.g., "increase budget for tasks that historically go over by X%").
Please provide your step-by-step reasoning (Chain of Thought) followed by the final number in the format: <answer>NUMBER</answer>.
|
40
|
<|system|>
You are an expert AI Technical Lead and Solutions Architect specialized in software estimation. Your goal is to accurately estimate the complexity of software tasks in Story Points (SP) based on historical project data.
Instructions:
1. Analyze the Context, Role, Task, and Goal.
2. CRITICAL: Pay extreme attention to the "Assumptions and Out of Scope" section. This is the primary driver for estimation accuracy.
3. Reason step-by-step about the technical implementation details required.
4. Conclude with the final Story Point estimate inside <answer> tags.
<|user|>
Please estimate the Story Points (SP) for the following requirement:
### Project Context
- **Epic:** API Deployment
- **Role:** AI/ML Engineer
### Requirement
- **I want to:** Deploy the agentic system as a secure REST API on Cloud Run, managed via a CI/CD pipeline (e.g., Cloud Build).
- **So that:** The AI's capabilities are accessible to be integrated into a user interface.
### Constraints & Assumptions (CRITICAL)
Assumption: Access to a GitHub repository for source control will be provided.
Please provide your step-by-step reasoning (Chain of Thought) followed by the final number in the format: <answer>NUMBER</answer>.
|
16
|
<|system|>
You are an expert AI Technical Lead and Solutions Architect specialized in software estimation. Your goal is to accurately estimate the complexity of software tasks in Story Points (SP) based on historical project data.
Instructions:
1. Analyze the Context, Role, Task, and Goal.
2. CRITICAL: Pay extreme attention to the "Assumptions and Out of Scope" section. This is the primary driver for estimation accuracy.
3. Reason step-by-step about the technical implementation details required.
4. Conclude with the final Story Point estimate inside <answer> tags.
<|user|>
Please estimate the Story Points (SP) for the following requirement:
### Project Context
- **Epic:** MVP User Interface
- **Role:** FE Developer
### Requirement
- **I want to:** Build a simple web-based chat interface (e.g., using Streamlit/Gradio) to interact with the API.
- **So that:** The system's capabilities can be effectively demonstrated to stakeholders and used for initial testing and feedback.
### Constraints & Assumptions (CRITICAL)
Assumption: This UI is a functional prototype for internal use, not a production-ready, branded application. Out of scope: Slack Bot integration (this would be a fast-follow in Phase 2).
Please provide your step-by-step reasoning (Chain of Thought) followed by the final number in the format: <answer>NUMBER</answer>.
|
0
|
<|system|>
You are an expert AI Technical Lead and Solutions Architect specialized in software estimation. Your goal is to accurately estimate the complexity of software tasks in Story Points (SP) based on historical project data.
Instructions:
1. Analyze the Context, Role, Task, and Goal.
2. CRITICAL: Pay extreme attention to the "Assumptions and Out of Scope" section. This is the primary driver for estimation accuracy.
3. Reason step-by-step about the technical implementation details required.
4. Conclude with the final Story Point estimate inside <answer> tags.
<|user|>
Please estimate the Story Points (SP) for the following requirement:
### Project Context
- **Epic:** Session History
- **Role:** AI/ML Engineer
### Requirement
- **I want to:** Implement Firestore to store conversation histories (queries and responses).
- **So that:** The system has a memory, allowing for context in follow-up questions and providing an audit trail for analysis.
### Constraints & Assumptions (CRITICAL)
Assumption: Basic session management. Out of scope: Long-term archival and data lifecycle management policies.
Please provide your step-by-step reasoning (Chain of Thought) followed by the final number in the format: <answer>NUMBER</answer>.
|
16
|
<|system|>
You are an expert AI Technical Lead and Solutions Architect specialized in software estimation. Your goal is to accurately estimate the complexity of software tasks in Story Points (SP) based on historical project data.
Instructions:
1. Analyze the Context, Role, Task, and Goal.
2. CRITICAL: Pay extreme attention to the "Assumptions and Out of Scope" section. This is the primary driver for estimation accuracy.
3. Reason step-by-step about the technical implementation details required.
4. Conclude with the final Story Point estimate inside <answer> tags.
<|user|>
Please estimate the Story Points (SP) for the following requirement:
### Project Context
- **Epic:** Testing & Refinement
- **Role:** AI/ML Engineer
### Requirement
- **I want to:** Test the MVP agents against a predefined set of "golden questions" based on the Real Good Foods project to measure accuracy.
- **So that:** The core functionality is validated, and any major issues in the RAG pipeline are identified and fixed before handover.
### Constraints & Assumptions (CRITICAL)
Assumption: The set of evaluation questions will be co-created with Barrel to reflect real-world use cases.
Please provide your step-by-step reasoning (Chain of Thought) followed by the final number in the format: <answer>NUMBER</answer>.
|
24
|
<|system|>
You are an expert AI Technical Lead and Solutions Architect specialized in software estimation. Your goal is to accurately estimate the complexity of software tasks in Story Points (SP) based on historical project data.
Instructions:
1. Analyze the Context, Role, Task, and Goal.
2. CRITICAL: Pay extreme attention to the "Assumptions and Out of Scope" section. This is the primary driver for estimation accuracy.
3. Reason step-by-step about the technical implementation details required.
4. Conclude with the final Story Point estimate inside <answer> tags.
<|user|>
Please estimate the Story Points (SP) for the following requirement:
### Project Context
- **Epic:** Documentation & Handover
- **Role:** AI/ML Engineer
### Requirement
- **I want to:** Create technical documentation outlining the system architecture, data flow, and instructions for running and extending the system.
- **So that:** Barrel's engineering team can understand, maintain, and build upon the delivered MVP.
### Constraints & Assumptions (CRITICAL)
Out of scope: End-user training manuals or ongoing support post-handover.
Please provide your step-by-step reasoning (Chain of Thought) followed by the final number in the format: <answer>NUMBER</answer>.
|
16
|
<|system|>
You are an expert AI Technical Lead and Solutions Architect specialized in software estimation. Your goal is to accurately estimate the complexity of software tasks in Story Points (SP) based on historical project data.
Instructions:
1. Analyze the Context, Role, Task, and Goal.
2. CRITICAL: Pay extreme attention to the "Assumptions and Out of Scope" section. This is the primary driver for estimation accuracy.
3. Reason step-by-step about the technical implementation details required.
4. Conclude with the final Story Point estimate inside <answer> tags.
<|user|>
Please estimate the Story Points (SP) for the following requirement:
### Project Context
- **Epic:** GCP Setup
- **Role:** Cloud Engineer
### Requirement
- **I want to:** Set up a GCP account (create project(s), give access to engineers, connect billing ID).
- **So that:** The project is ready to be worked on and resources are properly billed.
### Constraints & Assumptions (CRITICAL)
Assumption: The Customer already has a GCP account. Out of scope: Set up from scratch. Detailed cost allocation and reporting setup for specific services or features. Migration of existing data or infrastructure from other environments into GCP. Advanced security configurations beyond initial access provisioning (e.g., VPN setup, VPC Service Controls, detailed IAM role definitions beyond project-level access).
Please provide your step-by-step reasoning (Chain of Thought) followed by the final number in the format: <answer>NUMBER</answer>.
|
24
|
<|system|>
You are an expert AI Technical Lead and Solutions Architect specialized in software estimation. Your goal is to accurately estimate the complexity of software tasks in Story Points (SP) based on historical project data.
Instructions:
1. Analyze the Context, Role, Task, and Goal.
2. CRITICAL: Pay extreme attention to the "Assumptions and Out of Scope" section. This is the primary driver for estimation accuracy.
3. Reason step-by-step about the technical implementation details required.
4. Conclude with the final Story Point estimate inside <answer> tags.
<|user|>
Please estimate the Story Points (SP) for the following requirement:
### Project Context
- **Epic:** Planning
- **Role:** AI/ML Engineer
### Requirement
- **I want to:** Review customer's existing infrastructure and data structure to clarify next steps in the POC.
- **So that:** The project is ready to be started.
### Constraints & Assumptions (CRITICAL)
Assumption: Out of scope:
Please provide your step-by-step reasoning (Chain of Thought) followed by the final number in the format: <answer>NUMBER</answer>.
|
8
|
<|system|>
You are an expert AI Technical Lead and Solutions Architect specialized in software estimation. Your goal is to accurately estimate the complexity of software tasks in Story Points (SP) based on historical project data.
Instructions:
1. Analyze the Context, Role, Task, and Goal.
2. CRITICAL: Pay extreme attention to the "Assumptions and Out of Scope" section. This is the primary driver for estimation accuracy.
3. Reason step-by-step about the technical implementation details required.
4. Conclude with the final Story Point estimate inside <answer> tags.
<|user|>
Please estimate the Story Points (SP) for the following requirement:
### Project Context
- **Epic:** Observability & Monitoring Setup
- **Role:** AI/ML Engineer
### Requirement
- **I want to:** Configure Cloud Trace, Monitoring, and Logging for the agentic system.
- **So that:** We can debug issues, monitor performance, and analyze agent behavior from the start of development.
### Constraints & Assumptions (CRITICAL)
Assumption: The customer will define the specific thresholds for "basic health check" alerts (e.g., "alert if the Cloud Run service 5xx error rate exceeds 1% over 5 minutes"). Out of scope: Implementing proactive performance tuning based on observability data. The goal is to enable monitoring, not act on the results within this PoC.
Please provide your step-by-step reasoning (Chain of Thought) followed by the final number in the format: <answer>NUMBER</answer>.
|
24
|
<|system|>
You are an expert AI Technical Lead and Solutions Architect specialized in software estimation. Your goal is to accurately estimate the complexity of software tasks in Story Points (SP) based on historical project data.
Instructions:
1. Analyze the Context, Role, Task, and Goal.
2. CRITICAL: Pay extreme attention to the "Assumptions and Out of Scope" section. This is the primary driver for estimation accuracy.
3. Reason step-by-step about the technical implementation details required.
4. Conclude with the final Story Point estimate inside <answer> tags.
<|user|>
Please estimate the Story Points (SP) for the following requirement:
### Project Context
- **Epic:** Implement [greeter] Agent
- **Role:** AI/ML Engineer
### Requirement
- **I want to:** Develop the initial agent to receive requests and ask for the exported data and RFP format specifications.
- **So that:** The system has a clear and stable entry point that validates the initial inputs before starting the main process.
### Constraints & Assumptions (CRITICAL)
Assumption: The customer will provide a definitive, machine-readable schema (e.g., JSON Schema or an OpenAPI specification snippet) for the initial API request payload. Out of scope: Implementing complex, multi-turn conversational logic to gather missing information from the initial request.
Please provide your step-by-step reasoning (Chain of Thought) followed by the final number in the format: <answer>NUMBER</answer>.
|
16
|
<|system|>
You are an expert AI Technical Lead and Solutions Architect specialized in software estimation. Your goal is to accurately estimate the complexity of software tasks in Story Points (SP) based on historical project data.
Instructions:
1. Analyze the Context, Role, Task, and Goal.
2. CRITICAL: Pay extreme attention to the "Assumptions and Out of Scope" section. This is the primary driver for estimation accuracy.
3. Reason step-by-step about the technical implementation details required.
4. Conclude with the final Story Point estimate inside <answer> tags.
<|user|>
Please estimate the Story Points (SP) for the following requirement:
### Project Context
- **Epic:** Setup Core Sequential Agent Orchestrator
- **Role:** AI/ML Engineer
### Requirement
- **I want to:** Implement the main sequential agent that orchestrates the flow between the Loop, Parallel, and File Writer agents.
- **So that:** The overall business process is correctly managed, ensuring agents are called in the correct order.
### Constraints & Assumptions (CRITICAL)
Assumption: The customer will approve the proposed data schema for the state object that is passed between agents. Out of scope: Implementing dynamic agent routing based on the content of the state. The sequence is fixed as defined.
Please provide your step-by-step reasoning (Chain of Thought) followed by the final number in the format: <answer>NUMBER</answer>.
|
8
|
<|system|>
You are an expert AI Technical Lead and Solutions Architect specialized in software estimation. Your goal is to accurately estimate the complexity of software tasks in Story Points (SP) based on historical project data.
Instructions:
1. Analyze the Context, Role, Task, and Goal.
2. CRITICAL: Pay extreme attention to the "Assumptions and Out of Scope" section. This is the primary driver for estimation accuracy.
3. Reason step-by-step about the technical implementation details required.
4. Conclude with the final Story Point estimate inside <answer> tags.
<|user|>
Please estimate the Story Points (SP) for the following requirement:
### Project Context
- **Epic:** Implement Loop Agent: [researcher]
- **Role:** AI/ML Engineer
### Requirement
- **I want to:** Develop the researcher agent to use the Search tool for gathering data from the internet and internal sources.
- **So that:** The system can enrich the initial data with publicly available information or internal knowledge.
### Constraints & Assumptions (CRITICAL)
Assumption: The customer will provide stable API endpoints, access credentials/keys, and API documentation for any internal knowledge sources. The customer is also responsible for any costs associated with these APIs. Out of scope: The relevance, correctness, or completeness of the information returned by the Search tool.
Please provide your step-by-step reasoning (Chain of Thought) followed by the final number in the format: <answer>NUMBER</answer>.
|
16
|
<|system|>
You are an expert AI Technical Lead and Solutions Architect specialized in software estimation. Your goal is to accurately estimate the complexity of software tasks in Story Points (SP) based on historical project data.
Instructions:
1. Analyze the Context, Role, Task, and Goal.
2. CRITICAL: Pay extreme attention to the "Assumptions and Out of Scope" section. This is the primary driver for estimation accuracy.
3. Reason step-by-step about the technical implementation details required.
4. Conclude with the final Story Point estimate inside <answer> tags.
<|user|>
Please estimate the Story Points (SP) for the following requirement:
### Project Context
- **Epic:** Implement Loop Agent: [analyzer]
- **Role:** AI/ML Engineer
### Requirement
- **I want to:** Develop the analyzer agent to analyze the exported data and RFP format to identify transformation needs.
- **So that:** The system can programmatically determine the specific steps the transformer needs to perform.
### Constraints & Assumptions (CRITICAL)
Assumption: The customer will provide at least 5 representative examples of "source data + RFP format rules" and the corresponding expected structured output. This "golden set" will be the target for prompt engineering. Out of scope: Handling fundamentally ambiguous or contradictory RFP rules.
Please provide your step-by-step reasoning (Chain of Thought) followed by the final number in the format: <answer>NUMBER</answer>.
|
16
|
<|system|>
You are an expert AI Technical Lead and Solutions Architect specialized in software estimation. Your goal is to accurately estimate the complexity of software tasks in Story Points (SP) based on historical project data.
Instructions:
1. Analyze the Context, Role, Task, and Goal.
2. CRITICAL: Pay extreme attention to the "Assumptions and Out of Scope" section. This is the primary driver for estimation accuracy.
3. Reason step-by-step about the technical implementation details required.
4. Conclude with the final Story Point estimate inside <answer> tags.
<|user|>
Please estimate the Story Points (SP) for the following requirement:
### Project Context
- **Epic:** Implement Loop Agent: [transformer]
- **Role:** AI/ML Engineer
### Requirement
- **I want to:** Develop the transformer agent that uses an LLM to alter the data to match the RFP format based on the analyzer's output.
- **So that:** The core data transformation is executed, applying the necessary changes to the content and structure.
### Constraints & Assumptions (CRITICAL)
Assumption: The customer acknowledges that the LLM-based transformation may introduce errors or "hallucinations." The goal is to build the mechanism for transformation, not to guarantee 100% accuracy. Out of scope: A UI or configuration system for managing transformation rules.
Please provide your step-by-step reasoning (Chain of Thought) followed by the final number in the format: <answer>NUMBER</answer>.
|
16
|
<|system|>
You are an expert AI Technical Lead and Solutions Architect specialized in software estimation. Your goal is to accurately estimate the complexity of software tasks in Story Points (SP) based on historical project data.
Instructions:
1. Analyze the Context, Role, Task, and Goal.
2. CRITICAL: Pay extreme attention to the "Assumptions and Out of Scope" section. This is the primary driver for estimation accuracy.
3. Reason step-by-step about the technical implementation details required.
4. Conclude with the final Story Point estimate inside <answer> tags.
<|user|>
Please estimate the Story Points (SP) for the following requirement:
### Project Context
- **Epic:** Implement Loop Agent: [reviewer]
- **Role:** AI/ML Engineer
### Requirement
- **I want to:** Develop the reviewer agent to check transformed data for correctness and compliance, controlling the loop's continuation or exit.
- **So that:** The system ensures data quality by iteratively refining it until it meets standards, preventing flawed data from proceeding.
### Constraints & Assumptions (CRITICAL)
Assumption: The customer will provide a specific, machine-readable checklist or a set of prompts that define "correctness and compliance" for the reviewer agent. Out of scope: The effectiveness of the review loop. Guaranteeing that the loop converges to a "perfect" state is an experimental outcome, not a deliverable.
Please provide your step-by-step reasoning (Chain of Thought) followed by the final number in the format: <answer>NUMBER</answer>.
|
16
|
<|system|>
You are an expert AI Technical Lead and Solutions Architect specialized in software estimation. Your goal is to accurately estimate the complexity of software tasks in Story Points (SP) based on historical project data.
Instructions:
1. Analyze the Context, Role, Task, and Goal.
2. CRITICAL: Pay extreme attention to the "Assumptions and Out of Scope" section. This is the primary driver for estimation accuracy.
3. Reason step-by-step about the technical implementation details required.
4. Conclude with the final Story Point estimate inside <answer> tags.
<|user|>
Please estimate the Story Points (SP) for the following requirement:
### Project Context
- **Epic:** Implement Parallel Agent: [validator]
- **Role:** AI/ML Engineer
### Requirement
- **I want to:** Develop the validator agent to run a final check of the data's compliance against RFP rules.
- **So that:** The data is guaranteed to be compliant with the final set of business rules before being written.
### Constraints & Assumptions (CRITICAL)
Assumption: The customer will provide the final validation rules in a simple, machine-readable format (e.g., a list of required keywords, regex patterns for specific fields). Out of scope: A dynamic rule engine. Rules are considered static for the PoC.
Please provide your step-by-step reasoning (Chain of Thought) followed by the final number in the format: <answer>NUMBER</answer>.
|
16
|
<|system|>
You are an expert AI Technical Lead and Solutions Architect specialized in software estimation. Your goal is to accurately estimate the complexity of software tasks in Story Points (SP) based on historical project data.
Instructions:
1. Analyze the Context, Role, Task, and Goal.
2. CRITICAL: Pay extreme attention to the "Assumptions and Out of Scope" section. This is the primary driver for estimation accuracy.
3. Reason step-by-step about the technical implementation details required.
4. Conclude with the final Story Point estimate inside <answer> tags.
<|user|>
Please estimate the Story Points (SP) for the following requirement:
### Project Context
- **Epic:** Implement Parallel Agent: [formatter]
- **Role:** AI/ML Engineer
### Requirement
- **I want to:** Develop the formatter agent to apply final formatting (e.g., markdown, styling) to the transformed data.
- **So that:** The output is consistently and professionally formatted according to predefined presentation standards.
### Constraints & Assumptions (CRITICAL)
Assumption: The customer will provide a precise Markdown template or a list of explicit styling instructions. Out of scope: A configurable templating engine; support for formats other than the single, agreed-upon Markdown style.
Please provide your step-by-step reasoning (Chain of Thought) followed by the final number in the format: <answer>NUMBER</answer>.
|
16
|
<|system|>
You are an expert AI Technical Lead and Solutions Architect specialized in software estimation. Your goal is to accurately estimate the complexity of software tasks in Story Points (SP) based on historical project data.
Instructions:
1. Analyze the Context, Role, Task, and Goal.
2. CRITICAL: Pay extreme attention to the "Assumptions and Out of Scope" section. This is the primary driver for estimation accuracy.
3. Reason step-by-step about the technical implementation details required.
4. Conclude with the final Story Point estimate inside <answer> tags.
<|user|>
Please estimate the Story Points (SP) for the following requirement:
### Project Context
- **Epic:** Implement [file_writer] Agent
- **Role:** AI/ML Engineer
### Requirement
- **I want to:** Develop the agent that writes the final markdown output to a .txt file in a specific directory.
- **So that:** The process concludes by producing a tangible, accessible artifact in the specified location.
### Constraints & Assumptions (CRITICAL)
Assumption: The customer will create the target Cloud Storage bucket and provide its exact name (gs://bucket-name/) and necessary permissions to the service account before development begins. Out of scope: File lifecycle management (e.g., archival policies, deletion), versioning, or writing to a file system.
Please provide your step-by-step reasoning (Chain of Thought) followed by the final number in the format: <answer>NUMBER</answer>.
|
16
|
<|system|>
You are an expert AI Technical Lead and Solutions Architect specialized in software estimation. Your goal is to accurately estimate the complexity of software tasks in Story Points (SP) based on historical project data.
Instructions:
1. Analyze the Context, Role, Task, and Goal.
2. CRITICAL: Pay extreme attention to the "Assumptions and Out of Scope" section. This is the primary driver for estimation accuracy.
3. Reason step-by-step about the technical implementation details required.
4. Conclude with the final Story Point estimate inside <answer> tags.
<|user|>
Please estimate the Story Points (SP) for the following requirement:
### Project Context
- **Epic:** Setup Model Evaluation & Prompt Versioning
- **Role:** AI/ML Engineer
### Requirement
- **I want to:** Configure Vertex AI to track prompt versions and set up an evaluation pipeline for the models used by the agents.
- **So that:** We can systematically improve agent performance by managing prompts and evaluating model quality over time.
### Constraints & Assumptions (CRITICAL)
Assumption: The customer is responsible for creating and delivering the complete "golden dataset" of inputs and expected outputs. This task cannot begin until that dataset is provided and approved. Out of scope: Automatic generation or augmentation of the golden dataset.
Please provide your step-by-step reasoning (Chain of Thought) followed by the final number in the format: <answer>NUMBER</answer>.
|
24
|
<|system|>
You are an expert AI Technical Lead and Solutions Architect specialized in software estimation. Your goal is to accurately estimate the complexity of software tasks in Story Points (SP) based on historical project data.
Instructions:
1. Analyze the Context, Role, Task, and Goal.
2. CRITICAL: Pay extreme attention to the "Assumptions and Out of Scope" section. This is the primary driver for estimation accuracy.
3. Reason step-by-step about the technical implementation details required.
4. Conclude with the final Story Point estimate inside <answer> tags.
<|user|>
Please estimate the Story Points (SP) for the following requirement:
### Project Context
- **Epic:** Backend API & Deployment
- **Role:** AI/ML Engineer
### Requirement
- **I want to:** Containerize the Agent Engine and deploy it as a service on Cloud Run, exposed via a FastAPI endpoint.
- **So that:** The entire agentic workflow is accessible as a scalable, stateless API endpoint.
### Constraints & Assumptions (CRITICAL)
Assumption: The customer will manage and provide the API key as a secret in GCP Secret Manager. Out of scope: Advanced security (OAuth2, WAF), custom domain configuration, or performance optimization (e.g., setting min-instances).
Please provide your step-by-step reasoning (Chain of Thought) followed by the final number in the format: <answer>NUMBER</answer>.
|
24
|
<|system|>
You are an expert AI Technical Lead and Solutions Architect specialized in software estimation. Your goal is to accurately estimate the complexity of software tasks in Story Points (SP) based on historical project data.
Instructions:
1. Analyze the Context, Role, Task, and Goal.
2. CRITICAL: Pay extreme attention to the "Assumptions and Out of Scope" section. This is the primary driver for estimation accuracy.
3. Reason step-by-step about the technical implementation details required.
4. Conclude with the final Story Point estimate inside <answer> tags.
<|user|>
Please estimate the Story Points (SP) for the following requirement:
### Project Context
- **Epic:** QA / Integration Testing
- **Role:** AI/ML Engineer
### Requirement
- **I want to:** Perform end-to-end testing of the entire agent flow, from the greeter to the file writer.
- **So that:** We can verify that the agents work together correctly and the final output matches expectations for a set of test cases.
### Constraints & Assumptions (CRITICAL)
Assumption: The customer is responsible for providing the set of test data, RFP formats, and the corresponding expected final output files. This is a dependency for this task. Out of scope: Formal User Acceptance Testing (UAT) with business stakeholders.
Please provide your step-by-step reasoning (Chain of Thought) followed by the final number in the format: <answer>NUMBER</answer>.
|
24
|
<|system|>
You are an expert AI Technical Lead and Solutions Architect specialized in software estimation. Your goal is to accurately estimate the complexity of software tasks in Story Points (SP) based on historical project data.
Instructions:
1. Analyze the Context, Role, Task, and Goal.
2. CRITICAL: Pay extreme attention to the "Assumptions and Out of Scope" section. This is the primary driver for estimation accuracy.
3. Reason step-by-step about the technical implementation details required.
4. Conclude with the final Story Point estimate inside <answer> tags.
<|user|>
Please estimate the Story Points (SP) for the following requirement:
### Project Context
- **Epic:** Documentation & Knowledge Transfer
- **Role:** AI/ML Engineer
### Requirement
- **I want to:** Create technical documentation for the architecture and agent responsibilities, and conduct a handover session.
- **So that:** The client's team understands the system's design, how to operate it, and how to perform basic maintenance.
### Constraints & Assumptions (CRITICAL)
Assumption: The audience for the documentation and handover is a technical team (e.g., engineers, architects) familiar with GCP and software development concepts. Out of scope: Creating training materials or documentation intended for non-technical business users.
Please provide your step-by-step reasoning (Chain of Thought) followed by the final number in the format: <answer>NUMBER</answer>.
|
16
|
<|system|>
You are an expert AI Technical Lead and Solutions Architect specialized in software estimation. Your goal is to accurately estimate the complexity of software tasks in Story Points (SP) based on historical project data.
Instructions:
1. Analyze the Context, Role, Task, and Goal.
2. CRITICAL: Pay extreme attention to the "Assumptions and Out of Scope" section. This is the primary driver for estimation accuracy.
3. Reason step-by-step about the technical implementation details required.
4. Conclude with the final Story Point estimate inside <answer> tags.
<|user|>
Please estimate the Story Points (SP) for the following requirement:
### Project Context
- **Epic:** GCP Setup
- **Role:** Cloud Engineer
### Requirement
- **I want to:** Set up a GCP account (create project(s), give access to engineers, connect billing ID)
- **So that:** The project is ready to be worked on and resources are properly billed.
### Constraints & Assumptions (CRITICAL)
Assumption: Client doesn't have a GCP account
Please provide your step-by-step reasoning (Chain of Thought) followed by the final number in the format: <answer>NUMBER</answer>.
|
24
|
<|system|>
You are an expert AI Technical Lead and Solutions Architect specialized in software estimation. Your goal is to accurately estimate the complexity of software tasks in Story Points (SP) based on historical project data.
Instructions:
1. Analyze the Context, Role, Task, and Goal.
2. CRITICAL: Pay extreme attention to the "Assumptions and Out of Scope" section. This is the primary driver for estimation accuracy.
3. Reason step-by-step about the technical implementation details required.
4. Conclude with the final Story Point estimate inside <answer> tags.
<|user|>
Please estimate the Story Points (SP) for the following requirement:
### Project Context
- **Epic:** UC1: Data Understanding & Schema Definition
- **Role:** AI/ML Engineer
### Requirement
- **I want to:** Analyze Butterly's sample scraped data and collaborate with the client to define the target JSON output schema.
- **So that:** We have a thorough and agreed-upon understanding of the data structure the AI needs to generate, ensuring it meets Butterly's needs.
### Constraints & Assumptions (CRITICAL)
Dependency: Butterly provides a representative variety of sample scraped data from their third-party tools (as discussed, with 6-10 recent posts).
Please provide your step-by-step reasoning (Chain of Thought) followed by the final number in the format: <answer>NUMBER</answer>.
|
32
|
<|system|>
You are an expert AI Technical Lead and Solutions Architect specialized in software estimation. Your goal is to accurately estimate the complexity of software tasks in Story Points (SP) based on historical project data.
Instructions:
1. Analyze the Context, Role, Task, and Goal.
2. CRITICAL: Pay extreme attention to the "Assumptions and Out of Scope" section. This is the primary driver for estimation accuracy.
3. Reason step-by-step about the technical implementation details required.
4. Conclude with the final Story Point estimate inside <answer> tags.
<|user|>
Please estimate the Story Points (SP) for the following requirement:
### Project Context
- **Epic:** UC1: Build Core Endpoint
- **Role:** AI/ML Engineer
### Requirement
- **I want to:** Build the Cloud Function framework triggered by data landing in GCS and define the standard JSON output schema in the code.
- **So that:** The basic skeleton of the service is in place for adding the core analysis logic.
### Constraints & Assumptions (CRITICAL)
Out of Scope: The full, complex analysis logic; this task is focused on creating the service structure and data flow only.
Please provide your step-by-step reasoning (Chain of Thought) followed by the final number in the format: <answer>NUMBER</answer>.
|
24
|
<|system|>
You are an expert AI Technical Lead and Solutions Architect specialized in software estimation. Your goal is to accurately estimate the complexity of software tasks in Story Points (SP) based on historical project data.
Instructions:
1. Analyze the Context, Role, Task, and Goal.
2. CRITICAL: Pay extreme attention to the "Assumptions and Out of Scope" section. This is the primary driver for estimation accuracy.
3. Reason step-by-step about the technical implementation details required.
4. Conclude with the final Story Point estimate inside <answer> tags.
<|user|>
Please estimate the Story Points (SP) for the following requirement:
### Project Context
- **Epic:** UC1: Implement Analysis Logic
- **Role:** AI/ML Engineer
### Requirement
- **I want to:** Develop the AI logic using Gemini Multimodal to analyze text, images, and video content for themes, style, and authenticity.
- **So that:** The service can accurately categorize influencer content and provide an AI-driven authenticity score, as requested by the client.
### Constraints & Assumptions (CRITICAL)
Out of Scope: Handling wildly new data structures from different scrapers not seen during discovery. Assumption: Authenticity checks are to be handled by the AI, not by integrating another third-party API.
Please provide your step-by-step reasoning (Chain of Thought) followed by the final number in the format: <answer>NUMBER</answer>.
|
56
|
<|system|>
You are an expert AI Technical Lead and Solutions Architect specialized in software estimation. Your goal is to accurately estimate the complexity of software tasks in Story Points (SP) based on historical project data.
Instructions:
1. Analyze the Context, Role, Task, and Goal.
2. CRITICAL: Pay extreme attention to the "Assumptions and Out of Scope" section. This is the primary driver for estimation accuracy.
3. Reason step-by-step about the technical implementation details required.
4. Conclude with the final Story Point estimate inside <answer> tags.
<|user|>
Please estimate the Story Points (SP) for the following requirement:
### Project Context
- **Epic:** POC Testing & Refinement
- **Role:** AI/ML Engineer
### Requirement
- **I want to:** Test the Zazmic-built components (ingestion, analysis, and JSON output) with sample data to ensure reliability and accuracy.
- **So that:** The POC demonstrates the core AI capabilities reliably and is ready for hand-off and presentation.
### Constraints & Assumptions (CRITICAL)
Assumption: Testing is focused on the Zazmic-built components. Out of Scope: Full end-to-end integration testing within Butterly's production environment.
Please provide your step-by-step reasoning (Chain of Thought) followed by the final number in the format: <answer>NUMBER</answer>.
|
32
|
<|system|>
You are an expert AI Technical Lead and Solutions Architect specialized in software estimation. Your goal is to accurately estimate the complexity of software tasks in Story Points (SP) based on historical project data.
Instructions:
1. Analyze the Context, Role, Task, and Goal.
2. CRITICAL: Pay extreme attention to the "Assumptions and Out of Scope" section. This is the primary driver for estimation accuracy.
3. Reason step-by-step about the technical implementation details required.
4. Conclude with the final Story Point estimate inside <answer> tags.
<|user|>
Please estimate the Story Points (SP) for the following requirement:
### Project Context
- **Epic:** Workshop & Documentation
- **Role:** AI/ML Engineer
### Requirement
- **I want to:** Prepare and deliver the workshop and provide clear documentation for the API/endpoint and the defined JSON schema for hand-off.
- **So that:** Butterly understands how the AI services work, how to integrate them, and how to leverage the structured JSON output.
### Constraints & Assumptions (CRITICAL)
Assumption: Includes preparation, dry-runs, and the final delivery of the workshop and documentation.
Please provide your step-by-step reasoning (Chain of Thought) followed by the final number in the format: <answer>NUMBER</answer>.
|
32
|
<|system|>
You are an expert AI Technical Lead and Solutions Architect specialized in software estimation. Your goal is to accurately estimate the complexity of software tasks in Story Points (SP) based on historical project data.
Instructions:
1. Analyze the Context, Role, Task, and Goal.
2. CRITICAL: Pay extreme attention to the "Assumptions and Out of Scope" section. This is the primary driver for estimation accuracy.
3. Reason step-by-step about the technical implementation details required.
4. Conclude with the final Story Point estimate inside <answer> tags.
<|user|>
Please estimate the Story Points (SP) for the following requirement:
### Project Context
- **Epic:** GCP Setup & Security
- **Role:** Cloud Architect
### Requirement
- **I want to:** Set up the GCP project and link the billing account
- **So that:** The project is ready for development and resources can be billed properly
### Constraints & Assumptions (CRITICAL)
Assumption: The customer already has a GCP account and billing information. Out of scope: Complex network configurations (VPC).
Please provide your step-by-step reasoning (Chain of Thought) followed by the final number in the format: <answer>NUMBER</answer>.
|
8
|
<|system|>
You are an expert AI Technical Lead and Solutions Architect specialized in software estimation. Your goal is to accurately estimate the complexity of software tasks in Story Points (SP) based on historical project data.
Instructions:
1. Analyze the Context, Role, Task, and Goal.
2. CRITICAL: Pay extreme attention to the "Assumptions and Out of Scope" section. This is the primary driver for estimation accuracy.
3. Reason step-by-step about the technical implementation details required.
4. Conclude with the final Story Point estimate inside <answer> tags.
<|user|>
Please estimate the Story Points (SP) for the following requirement:
### Project Context
- **Epic:** N/A
- **Role:** Cloud Architect
### Requirement
- **I want to:** Define and configure specific IAM roles for engineers and service accounts
- **So that:** We follow the principle of least privilege for a secure environment
### Constraints & Assumptions (CRITICAL)
Assumption: Client provides a list of users and required access levels. Out of scope: Advanced security policies (VPC-SC).
Please provide your step-by-step reasoning (Chain of Thought) followed by the final number in the format: <answer>NUMBER</answer>.
|
8
|
<|system|>
You are an expert AI Technical Lead and Solutions Architect specialized in software estimation. Your goal is to accurately estimate the complexity of software tasks in Story Points (SP) based on historical project data.
Instructions:
1. Analyze the Context, Role, Task, and Goal.
2. CRITICAL: Pay extreme attention to the "Assumptions and Out of Scope" section. This is the primary driver for estimation accuracy.
3. Reason step-by-step about the technical implementation details required.
4. Conclude with the final Story Point estimate inside <answer> tags.
<|user|>
Please estimate the Story Points (SP) for the following requirement:
### Project Context
- **Epic:** N/A
- **Role:** Cloud Architect
### Requirement
- **I want to:** Configure budget alerts that send notifications to key stakeholders
- **So that:** The team is proactively notified of potential cost overruns
### Constraints & Assumptions (CRITICAL)
Assumption: The client will provide the budget thresholds and notification emails.
Please provide your step-by-step reasoning (Chain of Thought) followed by the final number in the format: <answer>NUMBER</answer>.
|
4
|
<|system|>
You are an expert AI Technical Lead and Solutions Architect specialized in software estimation. Your goal is to accurately estimate the complexity of software tasks in Story Points (SP) based on historical project data.
Instructions:
1. Analyze the Context, Role, Task, and Goal.
2. CRITICAL: Pay extreme attention to the "Assumptions and Out of Scope" section. This is the primary driver for estimation accuracy.
3. Reason step-by-step about the technical implementation details required.
4. Conclude with the final Story Point estimate inside <answer> tags.
<|user|>
Please estimate the Story Points (SP) for the following requirement:
### Project Context
- **Epic:** Quick Win Analysis
- **Role:** Cloud Architect
### Requirement
- **I want to:** Analyze the current MongoDB on GPU configuration
- **So that:** We can provide an immediate recommendation to reduce baseline costs
### Constraints & Assumptions (CRITICAL)
Assumption: Client provides read-only access to their MongoDB Atlas configuration. Out of scope: Implementing the recommended changes.
Please provide your step-by-step reasoning (Chain of Thought) followed by the final number in the format: <answer>NUMBER</answer>.
|
8
|
<|system|>
You are an expert AI Technical Lead and Solutions Architect specialized in software estimation. Your goal is to accurately estimate the complexity of software tasks in Story Points (SP) based on historical project data.
Instructions:
1. Analyze the Context, Role, Task, and Goal.
2. CRITICAL: Pay extreme attention to the "Assumptions and Out of Scope" section. This is the primary driver for estimation accuracy.
3. Reason step-by-step about the technical implementation details required.
4. Conclude with the final Story Point estimate inside <answer> tags.
<|user|>
Please estimate the Story Points (SP) for the following requirement:
### Project Context
- **Epic:** Data Foundation
- **Role:** Data Engineer
### Requirement
- **I want to:** Create a service account with the correct permissions to access GCS and MongoDB
- **So that:** The Vertex AI Pipeline can securely read the necessary data for training
### Constraints & Assumptions (CRITICAL)
Assumption: Necessary credentials and access paths for data sources are available.
Please provide your step-by-step reasoning (Chain of Thought) followed by the final number in the format: <answer>NUMBER</answer>.
|
8
|
<|system|>
You are an expert AI Technical Lead and Solutions Architect specialized in software estimation. Your goal is to accurately estimate the complexity of software tasks in Story Points (SP) based on historical project data.
Instructions:
1. Analyze the Context, Role, Task, and Goal.
2. CRITICAL: Pay extreme attention to the "Assumptions and Out of Scope" section. This is the primary driver for estimation accuracy.
3. Reason step-by-step about the technical implementation details required.
4. Conclude with the final Story Point estimate inside <answer> tags.
<|user|>
Please estimate the Story Points (SP) for the following requirement:
### Project Context
- **Epic:** N/A
- **Role:** AI/ML Engineer
### Requirement
- **I want to:** Develop the data loading and preprocessing component for the pipeline
- **So that:** Data is correctly formatted and ready for the training step
### Constraints & Assumptions (CRITICAL)
Assumption: Data quality is the client's responsibility. Out of scope: Complex feature engineering.
Please provide your step-by-step reasoning (Chain of Thought) followed by the final number in the format: <answer>NUMBER</answer>.
|
16
|
<|system|>
You are an expert AI Technical Lead and Solutions Architect specialized in software estimation. Your goal is to accurately estimate the complexity of software tasks in Story Points (SP) based on historical project data.
Instructions:
1. Analyze the Context, Role, Task, and Goal.
2. CRITICAL: Pay extreme attention to the "Assumptions and Out of Scope" section. This is the primary driver for estimation accuracy.
3. Reason step-by-step about the technical implementation details required.
4. Conclude with the final Story Point estimate inside <answer> tags.
<|user|>
Please estimate the Story Points (SP) for the following requirement:
### Project Context
- **Epic:** On-Demand Training Pipeline
- **Role:** AI/ML Engineer
### Requirement
- **I want to:** Wrap the existing Python training script in a Docker container
- **So that:** The training code can be run consistently and repeatably
### Constraints & Assumptions (CRITICAL)
Assumption: The customer's Python script is functional and has a requirements.txt. Out of scope: Debugging or refactoring the script's core logic.
Please provide your step-by-step reasoning (Chain of Thought) followed by the final number in the format: <answer>NUMBER</answer>.
|
16
|
<|system|>
You are an expert AI Technical Lead and Solutions Architect specialized in software estimation. Your goal is to accurately estimate the complexity of software tasks in Story Points (SP) based on historical project data.
Instructions:
1. Analyze the Context, Role, Task, and Goal.
2. CRITICAL: Pay extreme attention to the "Assumptions and Out of Scope" section. This is the primary driver for estimation accuracy.
3. Reason step-by-step about the technical implementation details required.
4. Conclude with the final Story Point estimate inside <answer> tags.
<|user|>
Please estimate the Story Points (SP) for the following requirement:
### Project Context
- **Epic:** N/A
- **Role:** AI/ML Engineer
### Requirement
- **I want to:** Build the Vertex AI Pipeline with all components (Validation, Training, Evaluation, etc.)
- **So that:** The end-to-end training process is orchestrated and automated
### Constraints & Assumptions (CRITICAL)
Assumption: Client provides the "golden" dataset for model evaluation. Out of scope: Developing evaluation metrics from scratch.
Please provide your step-by-step reasoning (Chain of Thought) followed by the final number in the format: <answer>NUMBER</answer>.
|
40
|
<|system|>
You are an expert AI Technical Lead and Solutions Architect specialized in software estimation. Your goal is to accurately estimate the complexity of software tasks in Story Points (SP) based on historical project data.
Instructions:
1. Analyze the Context, Role, Task, and Goal.
2. CRITICAL: Pay extreme attention to the "Assumptions and Out of Scope" section. This is the primary driver for estimation accuracy.
3. Reason step-by-step about the technical implementation details required.
4. Conclude with the final Story Point estimate inside <answer> tags.
<|user|>
Please estimate the Story Points (SP) for the following requirement:
### Project Context
- **Epic:** N/A
- **Role:** AI/ML Engineer
### Requirement
- **I want to:** Implement the mechanism for the client to manually trigger the pipeline
- **So that:** The team can run the training process "on-demand"
### Constraints & Assumptions (CRITICAL)
Scope: The trigger will be a documented gcloud command or a manual run via the GCP Console. Out of scope: Building a custom UI for the trigger.
Please provide your step-by-step reasoning (Chain of Thought) followed by the final number in the format: <answer>NUMBER</answer>.
|
8
|
<|system|>
You are an expert AI Technical Lead and Solutions Architect specialized in software estimation. Your goal is to accurately estimate the complexity of software tasks in Story Points (SP) based on historical project data.
Instructions:
1. Analyze the Context, Role, Task, and Goal.
2. CRITICAL: Pay extreme attention to the "Assumptions and Out of Scope" section. This is the primary driver for estimation accuracy.
3. Reason step-by-step about the technical implementation details required.
4. Conclude with the final Story Point estimate inside <answer> tags.
<|user|>
Please estimate the Story Points (SP) for the following requirement:
### Project Context
- **Epic:** Runaway Job Monitor
- **Role:** AI/ML Engineer
### Requirement
- **I want to:** Develop a Cloud Function that checks for and cancels long-running jobs
- **So that:** We have a secondary safeguard to prevent extreme cost overruns
### Constraints & Assumptions (CRITICAL)
Assumption: The timeout threshold will be a configurable variable.
Please provide your step-by-step reasoning (Chain of Thought) followed by the final number in the format: <answer>NUMBER</answer>.
|
12
|
<|system|>
You are an expert AI Technical Lead and Solutions Architect specialized in software estimation. Your goal is to accurately estimate the complexity of software tasks in Story Points (SP) based on historical project data.
Instructions:
1. Analyze the Context, Role, Task, and Goal.
2. CRITICAL: Pay extreme attention to the "Assumptions and Out of Scope" section. This is the primary driver for estimation accuracy.
3. Reason step-by-step about the technical implementation details required.
4. Conclude with the final Story Point estimate inside <answer> tags.
<|user|>
Please estimate the Story Points (SP) for the following requirement:
### Project Context
- **Epic:** N/A
- **Role:** Cloud Architect
### Requirement
- **I want to:** Configure Cloud Scheduler to trigger the function hourly
- **So that:** The monitor runs automatically and consistently
### Constraints & Assumptions (CRITICAL)
Scope: Trigger is limited to a fixed hourly schedule.
Please provide your step-by-step reasoning (Chain of Thought) followed by the final number in the format: <answer>NUMBER</answer>.
|
4
|
<|system|>
You are an expert AI Technical Lead and Solutions Architect specialized in software estimation. Your goal is to accurately estimate the complexity of software tasks in Story Points (SP) based on historical project data.
Instructions:
1. Analyze the Context, Role, Task, and Goal.
2. CRITICAL: Pay extreme attention to the "Assumptions and Out of Scope" section. This is the primary driver for estimation accuracy.
3. Reason step-by-step about the technical implementation details required.
4. Conclude with the final Story Point estimate inside <answer> tags.
<|user|>
Please estimate the Story Points (SP) for the following requirement:
### Project Context
- **Epic:** Flexible Inference PoC
- **Role:** AI/ML Engineer
### Requirement
- **I want to:** Deploy a trained model to both a Vertex AI Endpoint and as a Batch Prediction job
- **So that:** We can demonstrate the functionality and trade-offs of both methods
### Constraints & Assumptions (CRITICAL)
Assumption: The model is compatible with Vertex AI's serving containers.
Please provide your step-by-step reasoning (Chain of Thought) followed by the final number in the format: <answer>NUMBER</answer>.
|
24
|
<|system|>
You are an expert AI Technical Lead and Solutions Architect specialized in software estimation. Your goal is to accurately estimate the complexity of software tasks in Story Points (SP) based on historical project data.
Instructions:
1. Analyze the Context, Role, Task, and Goal.
2. CRITICAL: Pay extreme attention to the "Assumptions and Out of Scope" section. This is the primary driver for estimation accuracy.
3. Reason step-by-step about the technical implementation details required.
4. Conclude with the final Story Point estimate inside <answer> tags.
<|user|>
Please estimate the Story Points (SP) for the following requirement:
### Project Context
- **Epic:** Documentation & Handoff
- **Role:** AI/ML Engineer
### Requirement
- **I want to:** Document the new architecture and the process for running the pipeline
- **So that:** The ESM team can operate the solution autonomously
### Constraints & Assumptions (CRITICAL)
Scope: Handoff is limited to technical documentation and a review session. Out of scope: Creating user manuals or ongoing operational support.
Please provide your step-by-step reasoning (Chain of Thought) followed by the final number in the format: <answer>NUMBER</answer>.
|
24
|
<|system|>
You are an expert AI Technical Lead and Solutions Architect specialized in software estimation. Your goal is to accurately estimate the complexity of software tasks in Story Points (SP) based on historical project data.
Instructions:
1. Analyze the Context, Role, Task, and Goal.
2. CRITICAL: Pay extreme attention to the "Assumptions and Out of Scope" section. This is the primary driver for estimation accuracy.
3. Reason step-by-step about the technical implementation details required.
4. Conclude with the final Story Point estimate inside <answer> tags.
<|user|>
Please estimate the Story Points (SP) for the following requirement:
### Project Context
- **Epic:** GCP Foundation & Security
- **Role:** Cloud Engineer
### Requirement
- **I want to:** provision a new, clean GCP project with billing and APIs enabled
- **So that:** the development team has a foundational environment to start building in.
### Constraints & Assumptions (CRITICAL)
Assumption: • The Customer already has a GCP account. Out of scope: • Set up from scratch. • Detailed cost allocation and reporting setup for specific services or features. • Migration of existing data or infrastructure from other environments into GCP. • Advanced security configurations beyond initial access provisioning (e.g., VPN setup, VPC Service Controls, detailed IAM role definitions beyond project-level access).
Please provide your step-by-step reasoning (Chain of Thought) followed by the final number in the format: <answer>NUMBER</answer>.
|
8
|
<|system|>
You are an expert AI Technical Lead and Solutions Architect specialized in software estimation. Your goal is to accurately estimate the complexity of software tasks in Story Points (SP) based on historical project data.
Instructions:
1. Analyze the Context, Role, Task, and Goal.
2. CRITICAL: Pay extreme attention to the "Assumptions and Out of Scope" section. This is the primary driver for estimation accuracy.
3. Reason step-by-step about the technical implementation details required.
4. Conclude with the final Story Point estimate inside <answer> tags.
<|user|>
Please estimate the Story Points (SP) for the following requirement:
### Project Context
- **Epic:** Data Source Discovery
- **Role:** AI/ML Engineer
### Requirement
- **I want to:** Go through the Data Axle API in detail to understand the REST API endpoints
- **So that:** Building the main count extraction tool
### Constraints & Assumptions (CRITICAL)
Assumptions: - The data exchange format (JSON) is clearly defined and agreed upon. - Authentication is handled via a simple API key or IAM-based mechanism. Out of Scope: -Building any part of the Data Axle consumer, implementing complex authentication protocols like OAuth2
Please provide your step-by-step reasoning (Chain of Thought) followed by the final number in the format: <answer>NUMBER</answer>.
|
8
|
<|system|>
You are an expert AI Technical Lead and Solutions Architect specialized in software estimation. Your goal is to accurately estimate the complexity of software tasks in Story Points (SP) based on historical project data.
Instructions:
1. Analyze the Context, Role, Task, and Goal.
2. CRITICAL: Pay extreme attention to the "Assumptions and Out of Scope" section. This is the primary driver for estimation accuracy.
3. Reason step-by-step about the technical implementation details required.
4. Conclude with the final Story Point estimate inside <answer> tags.
<|user|>
Please estimate the Story Points (SP) for the following requirement:
### Project Context
- **Epic:** Infrastructure Discovery
- **Role:** AI/ML Engineer
### Requirement
- **I want to:** set up a GitHub repository with initial project structure for the AI, backend and frontend
- **So that:** we have a clean, organized codebase from the start.
### Constraints & Assumptions (CRITICAL)
Assumption: GitHub Repository is available. Out of Scope: A complex branching strategy; a simple feature-branch workflow is sufficient.
Please provide your step-by-step reasoning (Chain of Thought) followed by the final number in the format: <answer>NUMBER</answer>.
|
8
|
<|system|>
You are an expert AI Technical Lead and Solutions Architect specialized in software estimation. Your goal is to accurately estimate the complexity of software tasks in Story Points (SP) based on historical project data.
Instructions:
1. Analyze the Context, Role, Task, and Goal.
2. CRITICAL: Pay extreme attention to the "Assumptions and Out of Scope" section. This is the primary driver for estimation accuracy.
3. Reason step-by-step about the technical implementation details required.
4. Conclude with the final Story Point estimate inside <answer> tags.
<|user|>
Please estimate the Story Points (SP) for the following requirement:
### Project Context
- **Epic:** Conversational AI Agent
- **Role:** AI/ML Engineer
### Requirement
- **I want to:** develop a REACT agent using langGraph that have a single tool to access the DataAxle
- **So that:** the agent should figure out the correct values for the available parameters on the REST API endpoint to get the count of the available datapoints as per the user request.
### Constraints & Assumptions (CRITICAL)
Assumption: the agent will be able to access a single DataAxle REST API endpoint regardless of the resiliance or the latency of the REST API endpoint. Out of Scope: Long-term memory (user profiles).
Please provide your step-by-step reasoning (Chain of Thought) followed by the final number in the format: <answer>NUMBER</answer>.
|
40
|
<|system|>
You are an expert AI Technical Lead and Solutions Architect specialized in software estimation. Your goal is to accurately estimate the complexity of software tasks in Story Points (SP) based on historical project data.
Instructions:
1. Analyze the Context, Role, Task, and Goal.
2. CRITICAL: Pay extreme attention to the "Assumptions and Out of Scope" section. This is the primary driver for estimation accuracy.
3. Reason step-by-step about the technical implementation details required.
4. Conclude with the final Story Point estimate inside <answer> tags.
<|user|>
Please estimate the Story Points (SP) for the following requirement:
### Project Context
- **Epic:** Conversational AI Agent
- **Role:** AI/ML Engineer
### Requirement
- **I want to:** Add a data persistence mechanism
- **So that:** the agent should be able to save the user info along with the count of data points and parameters to reproduce the output and conversation history.
### Constraints & Assumptions (CRITICAL)
Assumption: the agent going to save the data to a temp CSV file that will be synced with a google sheet Out of Scope: Database integration
Please provide your step-by-step reasoning (Chain of Thought) followed by the final number in the format: <answer>NUMBER</answer>.
|
10
|
<|system|>
You are an expert AI Technical Lead and Solutions Architect specialized in software estimation. Your goal is to accurately estimate the complexity of software tasks in Story Points (SP) based on historical project data.
Instructions:
1. Analyze the Context, Role, Task, and Goal.
2. CRITICAL: Pay extreme attention to the "Assumptions and Out of Scope" section. This is the primary driver for estimation accuracy.
3. Reason step-by-step about the technical implementation details required.
4. Conclude with the final Story Point estimate inside <answer> tags.
<|user|>
Please estimate the Story Points (SP) for the following requirement:
### Project Context
- **Epic:** DevOps & Deployment
- **Role:** AI/ML Engineer
### Requirement
- **I want to:** deploy the LangGraph agent backend to a serverless GCP environment (e.g., Cloud Run)
- **So that:** the agent is live, accessible via API, and can scale to handle requests.
### Constraints & Assumptions (CRITICAL)
Assumptions: • The application has a stateless design, making it suitable for serverless environments like Cloud Run. • The application is confirmed as a FastAPI to be containerizable with a provided Dockerfile. • The necessary IAM permissions are granted for the deployment pipeline (e.g., Cloud Build, Artifact Registry, and Cloud Run deployer roles). • A basic CI/CD pipeline (e.g., a Cloud Build trigger from a git repository) can be configured. Out of scope: • Deployment to other container environments (e.g., Google Kubernetes Engine - GKE). • Configuration of complex network security rules (e.g., VPC Service Controls) beyond standard firewall settings. • Setting up custom domains, SSL certificates, or advanced load balancers beyond the standard Cloud Run service URL.
Please provide your step-by-step reasoning (Chain of Thought) followed by the final number in the format: <answer>NUMBER</answer>.
|
12
|
<|system|>
You are an expert AI Technical Lead and Solutions Architect specialized in software estimation. Your goal is to accurately estimate the complexity of software tasks in Story Points (SP) based on historical project data.
Instructions:
1. Analyze the Context, Role, Task, and Goal.
2. CRITICAL: Pay extreme attention to the "Assumptions and Out of Scope" section. This is the primary driver for estimation accuracy.
3. Reason step-by-step about the technical implementation details required.
4. Conclude with the final Story Point estimate inside <answer> tags.
<|user|>
Please estimate the Story Points (SP) for the following requirement:
### Project Context
- **Epic:** Frontend Chatbot Component
- **Role:** FE Developer
### Requirement
- **I want to:** develop an embeddable Chatbot Widget (wrapping the React UI)
- **So that:** the chat interface can be easily injected into "BB Direct" and other external websites via a script tag.
### Constraints & Assumptions (CRITICAL)
Assumption: • UI framework (React or equivalent) to build basic chatting interface • The widget will use an iframe or Web Component to isolate styles. Out of scope: • Customer provides basic UI/UX guidelines or accepts default styling (e.g., MUI/Tailwind). • Backend API for data and logs is available and stable. • Advanced custom design system or pixel-perfect UI implementation. • End-user training manuals or onboarding flows. • Automated testing frameworks beyond basic UI validation • Analytics dashboard for widget usage.
Please provide your step-by-step reasoning (Chain of Thought) followed by the final number in the format: <answer>NUMBER</answer>.
|
16
|
<|system|>
You are an expert AI Technical Lead and Solutions Architect specialized in software estimation. Your goal is to accurately estimate the complexity of software tasks in Story Points (SP) based on historical project data.
Instructions:
1. Analyze the Context, Role, Task, and Goal.
2. CRITICAL: Pay extreme attention to the "Assumptions and Out of Scope" section. This is the primary driver for estimation accuracy.
3. Reason step-by-step about the technical implementation details required.
4. Conclude with the final Story Point estimate inside <answer> tags.
<|user|>
Please estimate the Story Points (SP) for the following requirement:
### Project Context
- **Epic:** Integration & Delivery
- **Role:** FE Developer
### Requirement
- **I want to:** deploy the widget specifically on the "BB Direct" website and integrate it with the live agent
- **So that:** users on the BB Direct platform can interact with the Data Axle agent seamlessly.
### Constraints & Assumptions (CRITICAL)
Assumption: Access to BB Direct source code or CMS is provided. Out of Scope: profound modifications to the BB Direct parent site layout.
Please provide your step-by-step reasoning (Chain of Thought) followed by the final number in the format: <answer>NUMBER</answer>.
|
10
|
<|system|>
You are an expert AI Technical Lead and Solutions Architect specialized in software estimation. Your goal is to accurately estimate the complexity of software tasks in Story Points (SP) based on historical project data.
Instructions:
1. Analyze the Context, Role, Task, and Goal.
2. CRITICAL: Pay extreme attention to the "Assumptions and Out of Scope" section. This is the primary driver for estimation accuracy.
3. Reason step-by-step about the technical implementation details required.
4. Conclude with the final Story Point estimate inside <answer> tags.
<|user|>
Please estimate the Story Points (SP) for the following requirement:
### Project Context
- **Epic:** Integration & Delivery
- **Role:** FE Developer
### Requirement
- **I want to:** configure and deploy the widget for environments outside of BB Direct
- **So that:** the solution can be demonstrated or utilized on partner sites or standalone testing pages.
### Constraints & Assumptions (CRITICAL)
Assumption: CORS policies on the backend are updated to allow these external domains. Out of Scope: White-labeling (branding customization) for every external site.
Please provide your step-by-step reasoning (Chain of Thought) followed by the final number in the format: <answer>NUMBER</answer>.
|
10
|
<|system|>
You are an expert AI Technical Lead and Solutions Architect specialized in software estimation. Your goal is to accurately estimate the complexity of software tasks in Story Points (SP) based on historical project data.
Instructions:
1. Analyze the Context, Role, Task, and Goal.
2. CRITICAL: Pay extreme attention to the "Assumptions and Out of Scope" section. This is the primary driver for estimation accuracy.
3. Reason step-by-step about the technical implementation details required.
4. Conclude with the final Story Point estimate inside <answer> tags.
<|user|>
Please estimate the Story Points (SP) for the following requirement:
### Project Context
- **Epic:** Quality Assurance & Testing
- **Role:** AI/ML Engineer
### Requirement
- **I want to:** perform end-to-end (E2E) testing of the entire user flow, from chat input to lead notification
- **So that:** we can validate that all components of the system work together as expected.
### Constraints & Assumptions (CRITICAL)
Assumption: An E2E testing framework like Cypress or Playwright will be used. Out of Scope: Automated visual regression testing.
Please provide your step-by-step reasoning (Chain of Thought) followed by the final number in the format: <answer>NUMBER</answer>.
|
16
|
<|system|>
You are an expert AI Technical Lead and Solutions Architect specialized in software estimation. Your goal is to accurately estimate the complexity of software tasks in Story Points (SP) based on historical project data.
Instructions:
1. Analyze the Context, Role, Task, and Goal.
2. CRITICAL: Pay extreme attention to the "Assumptions and Out of Scope" section. This is the primary driver for estimation accuracy.
3. Reason step-by-step about the technical implementation details required.
4. Conclude with the final Story Point estimate inside <answer> tags.
<|user|>
Please estimate the Story Points (SP) for the following requirement:
### Project Context
- **Epic:** Documentation
- **Role:** AI/ML Engineer
### Requirement
- **I want to:** document the POC architecture, findings, and a high-level plan for productionizing the solution
- **So that:** we can provide a clear path forward based on the POC results.
### Constraints & Assumptions (CRITICAL)
Assumption: The output is a presentation and a short document. Out of Scope: A full production-level design document.
Please provide your step-by-step reasoning (Chain of Thought) followed by the final number in the format: <answer>NUMBER</answer>.
|
8
|
<|system|>
You are an expert AI Technical Lead and Solutions Architect specialized in software estimation. Your goal is to accurately estimate the complexity of software tasks in Story Points (SP) based on historical project data.
Instructions:
1. Analyze the Context, Role, Task, and Goal.
2. CRITICAL: Pay extreme attention to the "Assumptions and Out of Scope" section. This is the primary driver for estimation accuracy.
3. Reason step-by-step about the technical implementation details required.
4. Conclude with the final Story Point estimate inside <answer> tags.
<|user|>
Please estimate the Story Points (SP) for the following requirement:
### Project Context
- **Epic:** GCP Setup
- **Role:** Cloud Engineer
### Requirement
- **I want to:** Set up a GCP account (create project(s), give access to engineers, connect billing ID).
- **So that:** The project is ready to be worked on and resources are properly billed.
### Constraints & Assumptions (CRITICAL)
Assumption: The Customer already has a GCP account. / The Customer doesn't have a GCP account Out of scope: Set up from scratch. Detailed cost allocation and reporting setup for specific services or features.
Please provide your step-by-step reasoning (Chain of Thought) followed by the final number in the format: <answer>NUMBER</answer>.
|
24
|
<|system|>
You are an expert AI Technical Lead and Solutions Architect specialized in software estimation. Your goal is to accurately estimate the complexity of software tasks in Story Points (SP) based on historical project data.
Instructions:
1. Analyze the Context, Role, Task, and Goal.
2. CRITICAL: Pay extreme attention to the "Assumptions and Out of Scope" section. This is the primary driver for estimation accuracy.
3. Reason step-by-step about the technical implementation details required.
4. Conclude with the final Story Point estimate inside <answer> tags.
<|user|>
Please estimate the Story Points (SP) for the following requirement:
### Project Context
- **Epic:** Planning
- **Role:** AI/ML Engineer
### Requirement
- **I want to:** Review customer's existing infrastructure and data structure to clarify next steps in the POC.
- **So that:** The project is ready to be started.
### Constraints & Assumptions (CRITICAL)
Assumption: Customer provides retention policy. All resources deployed in a single GCP region (e.g., us-central1). Out of scope: Multi-region replication, DR setup, or CMEK keys.
Please provide your step-by-step reasoning (Chain of Thought) followed by the final number in the format: <answer>NUMBER</answer>.
|
8
|
<|system|>
You are an expert AI Technical Lead and Solutions Architect specialized in software estimation. Your goal is to accurately estimate the complexity of software tasks in Story Points (SP) based on historical project data.
Instructions:
1. Analyze the Context, Role, Task, and Goal.
2. CRITICAL: Pay extreme attention to the "Assumptions and Out of Scope" section. This is the primary driver for estimation accuracy.
3. Reason step-by-step about the technical implementation details required.
4. Conclude with the final Story Point estimate inside <answer> tags.
<|user|>
Please estimate the Story Points (SP) for the following requirement:
### Project Context
- **Epic:** Data Foundation
- **Role:** AI/ML Engineer
### Requirement
- **I want to:** Analyze source data and define the BigQuery Schema for the Video Catalog
- **So that:** We have a standardized format (JSONL) that supports specific attributes like "Threat Level" and "Business Value"
### Constraints & Assumptions (CRITICAL)
Assumption: Customer must provide the Data Dictionary and files in a clean, flat format (CSV/JSONL). Out of scope: Complex ETL from 3rd party APIs, data cleansing/fixing corrupt records, or handling unstructured data.
Please provide your step-by-step reasoning (Chain of Thought) followed by the final number in the format: <answer>NUMBER</answer>.
|
32
|
<|system|>
You are an expert AI Technical Lead and Solutions Architect specialized in software estimation. Your goal is to accurately estimate the complexity of software tasks in Story Points (SP) based on historical project data.
Instructions:
1. Analyze the Context, Role, Task, and Goal.
2. CRITICAL: Pay extreme attention to the "Assumptions and Out of Scope" section. This is the primary driver for estimation accuracy.
3. Reason step-by-step about the technical implementation details required.
4. Conclude with the final Story Point estimate inside <answer> tags.
<|user|>
Please estimate the Story Points (SP) for the following requirement:
### Project Context
- **Epic:** Data Foundation
- **Role:** AI/ML Engineer
### Requirement
- **I want to:** Define the BigQuery Schema for User Events (Views, Clicks, Hovers)
- **So that:** We capture the specific behavioral signals required to train the model
### Constraints & Assumptions (CRITICAL)
Assumption: Customer must provide at least 30 days of historical data to avoid "cold start" issues. Customer defines what constitutes a "view" (e.g., time threshold). Out of scope: Generating synthetic historical data.
Please provide your step-by-step reasoning (Chain of Thought) followed by the final number in the format: <answer>NUMBER</answer>.
|
32
|
<|system|>
You are an expert AI Technical Lead and Solutions Architect specialized in software estimation. Your goal is to accurately estimate the complexity of software tasks in Story Points (SP) based on historical project data.
Instructions:
1. Analyze the Context, Role, Task, and Goal.
2. CRITICAL: Pay extreme attention to the "Assumptions and Out of Scope" section. This is the primary driver for estimation accuracy.
3. Reason step-by-step about the technical implementation details required.
4. Conclude with the final Story Point estimate inside <answer> tags.
<|user|>
Please estimate the Story Points (SP) for the following requirement:
### Project Context
- **Epic:** Media Recommendation Implementation
- **Role:** AI/ML Engineer
### Requirement
- **I want to:** Configure Vertex AI "Data Stores" and perform the initial Catalog Import
- **So that:** The underlying search index is built and ready for query
### Constraints & Assumptions (CRITICAL)
Assumption: Data is already present and valid in BigQuery (dependent on previous tasks). Out of scope: Real-time insertion of new video assets into the index (streaming updates); POC supports batch updates only.
Please provide your step-by-step reasoning (Chain of Thought) followed by the final number in the format: <answer>NUMBER</answer>.
|
24
|
<|system|>
You are an expert AI Technical Lead and Solutions Architect specialized in software estimation. Your goal is to accurately estimate the complexity of software tasks in Story Points (SP) based on historical project data.
Instructions:
1. Analyze the Context, Role, Task, and Goal.
2. CRITICAL: Pay extreme attention to the "Assumptions and Out of Scope" section. This is the primary driver for estimation accuracy.
3. Reason step-by-step about the technical implementation details required.
4. Conclude with the final Story Point estimate inside <answer> tags.
<|user|>
Please estimate the Story Points (SP) for the following requirement:
### Project Context
- **Epic:** Media Recommendation Implementation
- **Role:** AI/ML Engineer
### Requirement
- **I want to:** Configure Serving Configs (Algorithm Selection) and sync Historical User Events
- **So that:** The model has a baseline of user history to make non-cold-start predictions
### Constraints & Assumptions (CRITICAL)
Assumption: We utilize standard "out-of-the-box" algorithms provided by Vertex AI (e.g., "Recommended for You"). Out of scope: Custom model training (TensorFlow/PyTorch), custom embeddings, or hyperparameter tuning.
Please provide your step-by-step reasoning (Chain of Thought) followed by the final number in the format: <answer>NUMBER</answer>.
|
24
|
<|system|>
You are an expert AI Technical Lead and Solutions Architect specialized in software estimation. Your goal is to accurately estimate the complexity of software tasks in Story Points (SP) based on historical project data.
Instructions:
1. Analyze the Context, Role, Task, and Goal.
2. CRITICAL: Pay extreme attention to the "Assumptions and Out of Scope" section. This is the primary driver for estimation accuracy.
3. Reason step-by-step about the technical implementation details required.
4. Conclude with the final Story Point estimate inside <answer> tags.
<|user|>
Please estimate the Story Points (SP) for the following requirement:
### Project Context
- **Epic:** API Development
- **Role:** AI/ML Engineer
### Requirement
- **I want to:** Develop the POST /events Ingestion Endpoint (Cloud Run)
- **So that:** The system can receive real-time interaction signals from the client
### Constraints & Assumptions (CRITICAL)
Assumption: The endpoint strictly accepts the JSON schema defined in Task 2. Stateless requests (no session management). Out of scope: Implementation of event tracking code on the Client/Frontend side.
Please provide your step-by-step reasoning (Chain of Thought) followed by the final number in the format: <answer>NUMBER</answer>.
|
40
|
<|system|>
You are an expert AI Technical Lead and Solutions Architect specialized in software estimation. Your goal is to accurately estimate the complexity of software tasks in Story Points (SP) based on historical project data.
Instructions:
1. Analyze the Context, Role, Task, and Goal.
2. CRITICAL: Pay extreme attention to the "Assumptions and Out of Scope" section. This is the primary driver for estimation accuracy.
3. Reason step-by-step about the technical implementation details required.
4. Conclude with the final Story Point estimate inside <answer> tags.
<|user|>
Please estimate the Story Points (SP) for the following requirement:
### Project Context
- **Epic:** API Development
- **Role:** AI/ML Engineer
### Requirement
- **I want to:** Develop the core GET /recommendations Integration (Vertex AI Call)
- **So that:** The API can retrieve a raw list of Video IDs and Relevance Scores from Vertex AI
### Constraints & Assumptions (CRITICAL)
Assumption: The output is a Flat List (Array) of Video IDs. Out of scope: Strictly OOS: Any logic related to X, Y, Z coordinates, grid structures, or UI rendering. No Latency SLAs (e.g., <100ms).
Please provide your step-by-step reasoning (Chain of Thought) followed by the final number in the format: <answer>NUMBER</answer>.
|
40
|
<|system|>
You are an expert AI Technical Lead and Solutions Architect specialized in software estimation. Your goal is to accurately estimate the complexity of software tasks in Story Points (SP) based on historical project data.
Instructions:
1. Analyze the Context, Role, Task, and Goal.
2. CRITICAL: Pay extreme attention to the "Assumptions and Out of Scope" section. This is the primary driver for estimation accuracy.
3. Reason step-by-step about the technical implementation details required.
4. Conclude with the final Story Point estimate inside <answer> tags.
<|user|>
Please estimate the Story Points (SP) for the following requirement:
### Project Context
- **Epic:** API Development
- **Role:** AI/ML Engineer
### Requirement
- **I want to:** Develop Metadata Enrichment Logic (BigQuery Lookup)
- **So that:** The API response includes the "Threat Level" and "Value" tags for each video ID (needed for the next filtering step)
### Constraints & Assumptions (CRITICAL)
Assumption: The metadata tags required for filtering exist in the BigQuery Catalog table. Out of scope: Real-time fetching of metadata from external 3rd party APIs.
Please provide your step-by-step reasoning (Chain of Thought) followed by the final number in the format: <answer>NUMBER</answer>.
|
40
|
<|system|>
You are an expert AI Technical Lead and Solutions Architect specialized in software estimation. Your goal is to accurately estimate the complexity of software tasks in Story Points (SP) based on historical project data.
Instructions:
1. Analyze the Context, Role, Task, and Goal.
2. CRITICAL: Pay extreme attention to the "Assumptions and Out of Scope" section. This is the primary driver for estimation accuracy.
3. Reason step-by-step about the technical implementation details required.
4. Conclude with the final Story Point estimate inside <answer> tags.
<|user|>
Please estimate the Story Points (SP) for the following requirement:
### Project Context
- **Epic:** API Development
- **Role:** AI/ML Engineer
### Requirement
- **I want to:** Develop Post-Processing Filtering Logic
- **So that:** We can remove videos from the list if they don't meet specific metadata criteria (e.g., "Exclude Threat < 3")
### Constraints & Assumptions (CRITICAL)
Assumption: Rules are simple Boolean logic provided by the Customer (e.g., IF tag == 'X' THEN remove). Out of scope: Complex/Chained logic, dynamic Rule Injection, or a "Rules Engine" UI for business users.
Please provide your step-by-step reasoning (Chain of Thought) followed by the final number in the format: <answer>NUMBER</answer>.
|
24
|
<|system|>
You are an expert AI Technical Lead and Solutions Architect specialized in software estimation. Your goal is to accurately estimate the complexity of software tasks in Story Points (SP) based on historical project data.
Instructions:
1. Analyze the Context, Role, Task, and Goal.
2. CRITICAL: Pay extreme attention to the "Assumptions and Out of Scope" section. This is the primary driver for estimation accuracy.
3. Reason step-by-step about the technical implementation details required.
4. Conclude with the final Story Point estimate inside <answer> tags.
<|user|>
Please estimate the Story Points (SP) for the following requirement:
### Project Context
- **Epic:** QA/Testing
- **Role:** QA Engineer
### Requirement
- **I want to:** Functional Testing of Event Ingestion
- **So that:** Verify that events sent to the API actually appear in the Vertex AI Datastore
### Constraints & Assumptions (CRITICAL)
Assumption: Verification via logs/database checks. Out of scope: Performance testing (Throughput/Load) or Stress testing.
Please provide your step-by-step reasoning (Chain of Thought) followed by the final number in the format: <answer>NUMBER</answer>.
|
32
|
<|system|>
You are an expert AI Technical Lead and Solutions Architect specialized in software estimation. Your goal is to accurately estimate the complexity of software tasks in Story Points (SP) based on historical project data.
Instructions:
1. Analyze the Context, Role, Task, and Goal.
2. CRITICAL: Pay extreme attention to the "Assumptions and Out of Scope" section. This is the primary driver for estimation accuracy.
3. Reason step-by-step about the technical implementation details required.
4. Conclude with the final Story Point estimate inside <answer> tags.
<|user|>
Please estimate the Story Points (SP) for the following requirement:
### Project Context
- **Epic:** QA/Testing
- **Role:** QA Engineer
### Requirement
- **I want to:** Functional Testing of Recommendations & Filters
- **So that:** Verify that the API returns the correct number of items and respects the "Exclude" filters
### Constraints & Assumptions (CRITICAL)
Assumption: Testing is limited to API contract verification (Input -> Output). Out of scope: Evaluation of recommendation "quality" (subjective relevance) or accuracy metrics (CTR/Conversion targets).
Please provide your step-by-step reasoning (Chain of Thought) followed by the final number in the format: <answer>NUMBER</answer>.
|
32
|
<|system|>
You are an expert AI Technical Lead and Solutions Architect specialized in software estimation. Your goal is to accurately estimate the complexity of software tasks in Story Points (SP) based on historical project data.
Instructions:
1. Analyze the Context, Role, Task, and Goal.
2. CRITICAL: Pay extreme attention to the "Assumptions and Out of Scope" section. This is the primary driver for estimation accuracy.
3. Reason step-by-step about the technical implementation details required.
4. Conclude with the final Story Point estimate inside <answer> tags.
<|user|>
Please estimate the Story Points (SP) for the following requirement:
### Project Context
- **Epic:** GCP Setup
- **Role:** Cloud Engineer
### Requirement
- **I want to:** Set up a GCP account (create project(s), give access to engineers, connect billing ID).
- **So that:** The project is ready to be worked on and resources are properly billed.
### Constraints & Assumptions (CRITICAL)
Assumption: Lantern provides access to 3 months of anonymized data. Out of scope: Production-grade security setup, detailed cost optimization.
Please provide your step-by-step reasoning (Chain of Thought) followed by the final number in the format: <answer>NUMBER</answer>.
|
24
|
<|system|>
You are an expert AI Technical Lead and Solutions Architect specialized in software estimation. Your goal is to accurately estimate the complexity of software tasks in Story Points (SP) based on historical project data.
Instructions:
1. Analyze the Context, Role, Task, and Goal.
2. CRITICAL: Pay extreme attention to the "Assumptions and Out of Scope" section. This is the primary driver for estimation accuracy.
3. Reason step-by-step about the technical implementation details required.
4. Conclude with the final Story Point estimate inside <answer> tags.
<|user|>
Please estimate the Story Points (SP) for the following requirement:
### Project Context
- **Epic:** Planning
- **Role:** AI/ML Engineer
### Requirement
- **I want to:** Review customer's existing infrastructure and data structure to clarify next steps in the POC.
- **So that:** The project is ready to be started.
### Constraints & Assumptions (CRITICAL)
Assumption: The client will work with GCP. POC operates on sampled data (1% of production traffic) and limited time windows to validate the architecture. Full-scale deployment planning will follow successful POC validation. Out of scope: Production-scale infrastructure sizing, full traffic processing, global deployment strategy.
Please provide your step-by-step reasoning (Chain of Thought) followed by the final number in the format: <answer>NUMBER</answer>.
|
8
|
<|system|>
You are an expert AI Technical Lead and Solutions Architect specialized in software estimation. Your goal is to accurately estimate the complexity of software tasks in Story Points (SP) based on historical project data.
Instructions:
1. Analyze the Context, Role, Task, and Goal.
2. CRITICAL: Pay extreme attention to the "Assumptions and Out of Scope" section. This is the primary driver for estimation accuracy.
3. Reason step-by-step about the technical implementation details required.
4. Conclude with the final Story Point estimate inside <answer> tags.
<|user|>
Please estimate the Story Points (SP) for the following requirement:
### Project Context
- **Epic:** Phase 1: Data Exploration
- **Role:** Data Engineer
### Requirement
- **I want to:** Analyze BigQuery schema and data quality for proxy_bytes and protocol_performance tables
- **So that:** We understand data patterns and can design appropriate models
### Constraints & Assumptions (CRITICAL)
Assumption: POC will analyze a representative sample (1%) of traffic to validate approach. Data includes user_id, device_id, ISP protocol, success, latency, bytes_transferred. The data will be in tabular format. Out of scope: Data older than 6 months, PII handling.
Please provide your step-by-step reasoning (Chain of Thought) followed by the final number in the format: <answer>NUMBER</answer>.
|
24
|
<|system|>
You are an expert AI Technical Lead and Solutions Architect specialized in software estimation. Your goal is to accurately estimate the complexity of software tasks in Story Points (SP) based on historical project data.
Instructions:
1. Analyze the Context, Role, Task, and Goal.
2. CRITICAL: Pay extreme attention to the "Assumptions and Out of Scope" section. This is the primary driver for estimation accuracy.
3. Reason step-by-step about the technical implementation details required.
4. Conclude with the final Story Point estimate inside <answer> tags.
<|user|>
Please estimate the Story Points (SP) for the following requirement:
### Project Context
- **Epic:** Phase 1: Basic Analytics Pipeline
- **Role:** Data Engineer
### Requirement
- **I want to:** Create materialized views for hourly protocol performance by ISP
- **So that:** Thompson Sampling can query aggregated data efficiently
### Constraints & Assumptions (CRITICAL)
Assumption: 10TB of historical data, 500K events/sec streaming rate. Out of scope: Real-time streaming pipeline (Phase 2)
Please provide your step-by-step reasoning (Chain of Thought) followed by the final number in the format: <answer>NUMBER</answer>.
|
24
|
<|system|>
You are an expert AI Technical Lead and Solutions Architect specialized in software estimation. Your goal is to accurately estimate the complexity of software tasks in Story Points (SP) based on historical project data.
Instructions:
1. Analyze the Context, Role, Task, and Goal.
2. CRITICAL: Pay extreme attention to the "Assumptions and Out of Scope" section. This is the primary driver for estimation accuracy.
3. Reason step-by-step about the technical implementation details required.
4. Conclude with the final Story Point estimate inside <answer> tags.
<|user|>
Please estimate the Story Points (SP) for the following requirement:
### Project Context
- **Epic:** Phase 1: Gate Validation
- **Role:** AI/ML Engineer
### Requirement
- **I want to:** Validate BigQuery performance and data quality meets requirements
- **So that:** We can proceed to ML implementation with confidence
### Constraints & Assumptions (CRITICAL)
Assumption: Customer available for gate review. Out of scope: Performance under peak load
Please provide your step-by-step reasoning (Chain of Thought) followed by the final number in the format: <answer>NUMBER</answer>.
|
16
|
<|system|>
You are an expert AI Technical Lead and Solutions Architect specialized in software estimation. Your goal is to accurately estimate the complexity of software tasks in Story Points (SP) based on historical project data.
Instructions:
1. Analyze the Context, Role, Task, and Goal.
2. CRITICAL: Pay extreme attention to the "Assumptions and Out of Scope" section. This is the primary driver for estimation accuracy.
3. Reason step-by-step about the technical implementation details required.
4. Conclude with the final Story Point estimate inside <answer> tags.
<|user|>
Please estimate the Story Points (SP) for the following requirement:
### Project Context
- **Epic:** Phase 2: Thompson Sampling Core
- **Role:** AI/ML Engineer
### Requirement
- **I want to:** Implement contextual Thompson Sampling with Beta distributions for success/failure
- **So that:** The system can intelligently assign protocols based on historical performance
### Constraints & Assumptions (CRITICAL)
Assumption: Start with 50 most common protocol/datacenter combinations. Out of scope: All 200+ combinations, correlation modeling.
Please provide your step-by-step reasoning (Chain of Thought) followed by the final number in the format: <answer>NUMBER</answer>.
|
40
|
<|system|>
You are an expert AI Technical Lead and Solutions Architect specialized in software estimation. Your goal is to accurately estimate the complexity of software tasks in Story Points (SP) based on historical project data.
Instructions:
1. Analyze the Context, Role, Task, and Goal.
2. CRITICAL: Pay extreme attention to the "Assumptions and Out of Scope" section. This is the primary driver for estimation accuracy.
3. Reason step-by-step about the technical implementation details required.
4. Conclude with the final Story Point estimate inside <answer> tags.
<|user|>
Please estimate the Story Points (SP) for the following requirement:
### Project Context
- **Epic:** Phase 2: Assignment API
- **Role:** AI/ML Engineer
### Requirement
- **I want to:** Build REST API for protocol assignments with caching
- **So that:** Clients can request optimal protocols with <100ms latency
### Constraints & Assumptions (CRITICAL)
Assumption: 10K requests/second peak load. Out of scope: Push notifications, client SDK integration
Please provide your step-by-step reasoning (Chain of Thought) followed by the final number in the format: <answer>NUMBER</answer>.
|
32
|
<|system|>
You are an expert AI Technical Lead and Solutions Architect specialized in software estimation. Your goal is to accurately estimate the complexity of software tasks in Story Points (SP) based on historical project data.
Instructions:
1. Analyze the Context, Role, Task, and Goal.
2. CRITICAL: Pay extreme attention to the "Assumptions and Out of Scope" section. This is the primary driver for estimation accuracy.
3. Reason step-by-step about the technical implementation details required.
4. Conclude with the final Story Point estimate inside <answer> tags.
<|user|>
Please estimate the Story Points (SP) for the following requirement:
### Project Context
- **Epic:** Phase 2: A/B Testing Framework
- **Role:** AI/ML Engineer
### Requirement
- **I want to:** Implement assignment tracking and success measurement
- **So that:** We can compare Thompson Sampling vs static assignments
### Constraints & Assumptions (CRITICAL)
Assumption: 10K test users available. Out of scope: Statistical significance for all ISPs
Please provide your step-by-step reasoning (Chain of Thought) followed by the final number in the format: <answer>NUMBER</answer>.
|
24
|
<|system|>
You are an expert AI Technical Lead and Solutions Architect specialized in software estimation. Your goal is to accurately estimate the complexity of software tasks in Story Points (SP) based on historical project data.
Instructions:
1. Analyze the Context, Role, Task, and Goal.
2. CRITICAL: Pay extreme attention to the "Assumptions and Out of Scope" section. This is the primary driver for estimation accuracy.
3. Reason step-by-step about the technical implementation details required.
4. Conclude with the final Story Point estimate inside <answer> tags.
<|user|>
Please estimate the Story Points (SP) for the following requirement:
### Project Context
- **Epic:** Phase 2 Gate Validation
- **Role:** AI/ML Engineer
### Requirement
- **I want to:** Validate Thompson Sampling performance improvement and API latency
- **So that:** Customer sees tangible value before investing in anomaly detection
### Constraints & Assumptions (CRITICAL)
Assumption: A/B test runs for 1 week. Out of scope: Long-term performance validation
Please provide your step-by-step reasoning (Chain of Thought) followed by the final number in the format: <answer>NUMBER</answer>.
|
16
|
<|system|>
You are an expert AI Technical Lead and Solutions Architect specialized in software estimation. Your goal is to accurately estimate the complexity of software tasks in Story Points (SP) based on historical project data.
Instructions:
1. Analyze the Context, Role, Task, and Goal.
2. CRITICAL: Pay extreme attention to the "Assumptions and Out of Scope" section. This is the primary driver for estimation accuracy.
3. Reason step-by-step about the technical implementation details required.
4. Conclude with the final Story Point estimate inside <answer> tags.
<|user|>
Please estimate the Story Points (SP) for the following requirement:
### Project Context
- **Epic:** Phase 3: EWMA Implementation
- **Role:** AI/ML Engineer
### Requirement
- **I want to:** Build EWMA model for real-time anomaly detection
- **So that:** Censorship events are detected within 30 seconds
### Constraints & Assumptions (CRITICAL)
Assumption: Censorship causes >50% failure spike. Out of scope: Complex anomaly types, seasonal adjustments
Please provide your step-by-step reasoning (Chain of Thought) followed by the final number in the format: <answer>NUMBER</answer>.
|
32
|
<|system|>
You are an expert AI Technical Lead and Solutions Architect specialized in software estimation. Your goal is to accurately estimate the complexity of software tasks in Story Points (SP) based on historical project data.
Instructions:
1. Analyze the Context, Role, Task, and Goal.
2. CRITICAL: Pay extreme attention to the "Assumptions and Out of Scope" section. This is the primary driver for estimation accuracy.
3. Reason step-by-step about the technical implementation details required.
4. Conclude with the final Story Point estimate inside <answer> tags.
<|user|>
Please estimate the Story Points (SP) for the following requirement:
### Project Context
- **Epic:** Phase 3: Real-time Stream Processing
- **Role:** AI/ML Engineer
### Requirement
- **I want to:** Set up Dataflow pipeline for streaming connection events
- **So that:** EWMA can process events with <10s latency
### Constraints & Assumptions (CRITICAL)
Assumption: POC processes 5K events/sec (1% sample) to validate <30s detection latency. Pub/Sub message format defined. Out of scope: Deduplication, complex enrichment
Please provide your step-by-step reasoning (Chain of Thought) followed by the final number in the format: <answer>NUMBER</answer>.
|
40
|
<|system|>
You are an expert AI Technical Lead and Solutions Architect specialized in software estimation. Your goal is to accurately estimate the complexity of software tasks in Story Points (SP) based on historical project data.
Instructions:
1. Analyze the Context, Role, Task, and Goal.
2. CRITICAL: Pay extreme attention to the "Assumptions and Out of Scope" section. This is the primary driver for estimation accuracy.
3. Reason step-by-step about the technical implementation details required.
4. Conclude with the final Story Point estimate inside <answer> tags.
<|user|>
Please estimate the Story Points (SP) for the following requirement:
### Project Context
- **Epic:** Phase 3: Alert System
- **Role:** AI/ML Engineer
### Requirement
- **I want to:** Create alerting mechanism for detected censorship
- **So that:** Evasion strategies can be triggered automatically
### Constraints & Assumptions (CRITICAL)
Assumption: Simple threshold-based alerts. Lantern must establish these tresholds. Out of scope: Alert routing, escalation policies
Please provide your step-by-step reasoning (Chain of Thought) followed by the final number in the format: <answer>NUMBER</answer>.
|
24
|
<|system|>
You are an expert AI Technical Lead and Solutions Architect specialized in software estimation. Your goal is to accurately estimate the complexity of software tasks in Story Points (SP) based on historical project data.
Instructions:
1. Analyze the Context, Role, Task, and Goal.
2. CRITICAL: Pay extreme attention to the "Assumptions and Out of Scope" section. This is the primary driver for estimation accuracy.
3. Reason step-by-step about the technical implementation details required.
4. Conclude with the final Story Point estimate inside <answer> tags.
<|user|>
Please estimate the Story Points (SP) for the following requirement:
### Project Context
- **Epic:** Phase 3: Gate Validation
- **Role:** AI/ML Engineer
### Requirement
- **I want to:** Demonstrate anomaly detection on historical censorship events
- **So that:** Customer confidence in detection accuracy before evasion implementation
### Constraints & Assumptions (CRITICAL)
Assumption: Historical events available for testing. Out of scope: Novel censorship techniques
Please provide your step-by-step reasoning (Chain of Thought) followed by the final number in the format: <answer>NUMBER</answer>.
|
16
|
<|system|>
You are an expert AI Technical Lead and Solutions Architect specialized in software estimation. Your goal is to accurately estimate the complexity of software tasks in Story Points (SP) based on historical project data.
Instructions:
1. Analyze the Context, Role, Task, and Goal.
2. CRITICAL: Pay extreme attention to the "Assumptions and Out of Scope" section. This is the primary driver for estimation accuracy.
3. Reason step-by-step about the technical implementation details required.
4. Conclude with the final Story Point estimate inside <answer> tags.
<|user|>
Please estimate the Story Points (SP) for the following requirement:
### Project Context
- **Epic:** Phase 4: Protocol Weight Updates
- **Role:** AI/ML Engineer
### Requirement
- **I want to:** Implement rapid weight changes when evasion succeeds
- **So that:** Thompson Sampling learns from evasion results
### Constraints & Assumptions (CRITICAL)
Assumption: Simple weight boost for success. Out of scope: Complex weight decay models
Please provide your step-by-step reasoning (Chain of Thought) followed by the final number in the format: <answer>NUMBER</answer>.
|
32
|
<|system|>
You are an expert AI Technical Lead and Solutions Architect specialized in software estimation. Your goal is to accurately estimate the complexity of software tasks in Story Points (SP) based on historical project data.
Instructions:
1. Analyze the Context, Role, Task, and Goal.
2. CRITICAL: Pay extreme attention to the "Assumptions and Out of Scope" section. This is the primary driver for estimation accuracy.
3. Reason step-by-step about the technical implementation details required.
4. Conclude with the final Story Point estimate inside <answer> tags.
<|user|>
Please estimate the Story Points (SP) for the following requirement:
### Project Context
- **Epic:** Phase 4: Evasion Strategy Documentation
- **Role:** AI/ML Engineer
### Requirement
- **I want to:** Detailed technical guide for evasion implementation
- **So that:** Lantern engineers can implement specialized protocols
### Constraints & Assumptions (CRITICAL)
Assumptions: Research papers available. High-level architecture sufficient. Out of scope: Actual protocol implementation. Low-level coding.
Please provide your step-by-step reasoning (Chain of Thought) followed by the final number in the format: <answer>NUMBER</answer>.
|
40
|
<|system|>
You are an expert AI Technical Lead and Solutions Architect specialized in software estimation. Your goal is to accurately estimate the complexity of software tasks in Story Points (SP) based on historical project data.
Instructions:
1. Analyze the Context, Role, Task, and Goal.
2. CRITICAL: Pay extreme attention to the "Assumptions and Out of Scope" section. This is the primary driver for estimation accuracy.
3. Reason step-by-step about the technical implementation details required.
4. Conclude with the final Story Point estimate inside <answer> tags.
<|user|>
Please estimate the Story Points (SP) for the following requirement:
### Project Context
- **Epic:** Phase 4: Evasion Integration API Design
- **Role:** AI/ML Engineer
### Requirement
- **I want to:** Clear API contracts between ML system and evasion modules
- **So that:** Lantern can plug in their evasion implementations
### Constraints & Assumptions (CRITICAL)
Assumptions: Lantern provides evasion requirements/constraints. Standard REST/gRPC patterns sufficient. Out of scope: Evasion logic implementation. Performance guarantees for packet manipulation. Security audit of API design.
Please provide your step-by-step reasoning (Chain of Thought) followed by the final number in the format: <answer>NUMBER</answer>.
|
24
|
<|system|>
You are an expert AI Technical Lead and Solutions Architect specialized in software estimation. Your goal is to accurately estimate the complexity of software tasks in Story Points (SP) based on historical project data.
Instructions:
1. Analyze the Context, Role, Task, and Goal.
2. CRITICAL: Pay extreme attention to the "Assumptions and Out of Scope" section. This is the primary driver for estimation accuracy.
3. Reason step-by-step about the technical implementation details required.
4. Conclude with the final Story Point estimate inside <answer> tags.
<|user|>
Please estimate the Story Points (SP) for the following requirement:
### Project Context
- **Epic:** Phase 4: Gate Validation
- **Role:** AI/ML Engineer
### Requirement
- **I want to:** Lantern approval that proposed architecture is implementable
- **So that:** Customer can proceed with evasion development while we work on pattern recognition
### Constraints & Assumptions (CRITICAL)
Assumptions: Documentation review meeting with Lantern engineers. Out of scope: Live evasion testing, implementation validation. Geneva / TLS engineering.
Please provide your step-by-step reasoning (Chain of Thought) followed by the final number in the format: <answer>NUMBER</answer>.
|
16
|
<|system|>
You are an expert AI Technical Lead and Solutions Architect specialized in software estimation. Your goal is to accurately estimate the complexity of software tasks in Story Points (SP) based on historical project data.
Instructions:
1. Analyze the Context, Role, Task, and Goal.
2. CRITICAL: Pay extreme attention to the "Assumptions and Out of Scope" section. This is the primary driver for estimation accuracy.
3. Reason step-by-step about the technical implementation details required.
4. Conclude with the final Story Point estimate inside <answer> tags.
<|user|>
Please estimate the Story Points (SP) for the following requirement:
### Project Context
- **Epic:** Phase 5: Pattern Recognition
- **Role:** AI/ML Engineer
### Requirement
- **I want to:** Build temporal pattern detection for censorship prediction
- **So that:** System can predict likely censorship windows
### Constraints & Assumptions (CRITICAL)
Assumption: Traditional ML. Focus on temporal patterns only. Out of scope: Complex correlation analysis. Political event prediction
Please provide your step-by-step reasoning (Chain of Thought) followed by the final number in the format: <answer>NUMBER</answer>.
|
40
|
<|system|>
You are an expert AI Technical Lead and Solutions Architect specialized in software estimation. Your goal is to accurately estimate the complexity of software tasks in Story Points (SP) based on historical project data.
Instructions:
1. Analyze the Context, Role, Task, and Goal.
2. CRITICAL: Pay extreme attention to the "Assumptions and Out of Scope" section. This is the primary driver for estimation accuracy.
3. Reason step-by-step about the technical implementation details required.
4. Conclude with the final Story Point estimate inside <answer> tags.
<|user|>
Please estimate the Story Points (SP) for the following requirement:
### Project Context
- **Epic:** Phase 5: Proactive Deployment
- **Role:** AI/ML Engineer
### Requirement
- **I want to:** Configure system to cache alternative protocols in regions before predicted censorship.
- **So that:** Users instantly switch protocols when censorship is predicted, minimizing connection drops
### Constraints & Assumptions (CRITICAL)
Assumption: Manual trigger for pre-deployment. Out of scope: Automatic scaling, cost optimization
Please provide your step-by-step reasoning (Chain of Thought) followed by the final number in the format: <answer>NUMBER</answer>.
|
24
|
<|system|>
You are an expert AI Technical Lead and Solutions Architect specialized in software estimation. Your goal is to accurately estimate the complexity of software tasks in Story Points (SP) based on historical project data.
Instructions:
1. Analyze the Context, Role, Task, and Goal.
2. CRITICAL: Pay extreme attention to the "Assumptions and Out of Scope" section. This is the primary driver for estimation accuracy.
3. Reason step-by-step about the technical implementation details required.
4. Conclude with the final Story Point estimate inside <answer> tags.
<|user|>
Please estimate the Story Points (SP) for the following requirement:
### Project Context
- **Epic:** Phase 5: Testing
- **Role:** AI/ML Engineer
### Requirement
- **I want to:** Conduct system test with simulated censorship
- **So that:** Validate components work together
### Constraints & Assumptions (CRITICAL)
Assumption: Testing focuses on specific scenarios/regions rather than global deployment. Realistic test data available. A specific rollout strategy will be put into place. Out of scope: Stress testing, chaos engineering.
Please provide your step-by-step reasoning (Chain of Thought) followed by the final number in the format: <answer>NUMBER</answer>.
|
32
|
<|system|>
You are an expert AI Technical Lead and Solutions Architect specialized in software estimation. Your goal is to accurately estimate the complexity of software tasks in Story Points (SP) based on historical project data.
Instructions:
1. Analyze the Context, Role, Task, and Goal.
2. CRITICAL: Pay extreme attention to the "Assumptions and Out of Scope" section. This is the primary driver for estimation accuracy.
3. Reason step-by-step about the technical implementation details required.
4. Conclude with the final Story Point estimate inside <answer> tags.
<|user|>
Please estimate the Story Points (SP) for the following requirement:
### Project Context
- **Epic:** Final Gate & Handoff
- **Role:** AI/ML Engineer
### Requirement
- **I want to:** Present complete POC with metrics and recommendations
- **So that:** Customer can make informed decision on production rollout
### Constraints & Assumptions (CRITICAL)
Assumption: 3-week live test data available. Out of scope: Production deployment plan.
Please provide your step-by-step reasoning (Chain of Thought) followed by the final number in the format: <answer>NUMBER</answer>.
|
16
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<|system|>
You are an expert AI Technical Lead and Solutions Architect specialized in software estimation. Your goal is to accurately estimate the complexity of software tasks in Story Points (SP) based on historical project data.
Instructions:
1. Analyze the Context, Role, Task, and Goal.
2. CRITICAL: Pay extreme attention to the "Assumptions and Out of Scope" section. This is the primary driver for estimation accuracy.
3. Reason step-by-step about the technical implementation details required.
4. Conclude with the final Story Point estimate inside <answer> tags.
<|user|>
Please estimate the Story Points (SP) for the following requirement:
### Project Context
- **Epic:** N/A
- **Role:** Devops engineer
### Requirement
- **I want to:** Set up a GCP account (create project(s), give access to engineers, connect billing ID)
- **So that:** The project is ready to be worked on and resources are properly billed.
### Constraints & Assumptions (CRITICAL)
Assumption: Customer already has a GCP account set up. Out of scope: GCP account setup from scratch. Detailed cost monitoring setup beyond basic billing alerts (e.g., custom dashboards for cost breakdown by service). Enterprise-level networking configurations (e.g., VPNs to on-prem, complex firewall rules beyond basic access).
Please provide your step-by-step reasoning (Chain of Thought) followed by the final number in the format: <answer>NUMBER</answer>.
|
24
|
<|system|>
You are an expert AI Technical Lead and Solutions Architect specialized in software estimation. Your goal is to accurately estimate the complexity of software tasks in Story Points (SP) based on historical project data.
Instructions:
1. Analyze the Context, Role, Task, and Goal.
2. CRITICAL: Pay extreme attention to the "Assumptions and Out of Scope" section. This is the primary driver for estimation accuracy.
3. Reason step-by-step about the technical implementation details required.
4. Conclude with the final Story Point estimate inside <answer> tags.
<|user|>
Please estimate the Story Points (SP) for the following requirement:
### Project Context
- **Epic:** N/A
- **Role:** AI/ML Engineer
### Requirement
- **I want to:** Design the Cloud SQL (pgvector) schema and indexes for document embeddings
- **So that:** The vector database supports fast semantic search and scales with additional documents.
### Constraints & Assumptions (CRITICAL)
Assumption: A Cloud SQL instance will be provisioned by DevOps. Out of scope: Vertex Matching Engine deployment.
Please provide your step-by-step reasoning (Chain of Thought) followed by the final number in the format: <answer>NUMBER</answer>.
|
16
|
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