chore: import upstream snapshot with attribution
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# anthropic/opus-4-6-coding (Claude Opus 4.6 Advanced Coding)
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This example demonstrates Claude Opus 4.6's state-of-the-art coding and reasoning capabilities, showcasing its ability to handle complex software engineering tasks with ambiguity and tradeoff analysis.
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You can run this example with:
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```bash
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npx promptfoo@latest init --example anthropic/opus-4-6-coding
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cd anthropic/opus-4-6-coding
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```
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## What This Tests
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Claude Opus 4.6 is the best model in the world for coding, agents, and computer use. This example evaluates:
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- **Complex code analysis**: Understanding multi-file codebases and architectural decisions
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- **Bug diagnosis**: Identifying root causes in complex, multi-system scenarios
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- **Ambiguity handling**: Making informed decisions when requirements are unclear
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- **Tradeoff reasoning**: Evaluating different approaches and explaining pros/cons
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- **Code generation**: Writing high-quality, production-ready code
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## Features Demonstrated
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1. **State-of-the-art coding**: Opus 4.6 achieves the highest score on SWE-bench Verified among frontier models
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2. **Reasoning about tradeoffs**: The model excels at analyzing different approaches and making informed decisions
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3. **Handling ambiguity**: Unlike models that require hand-holding, Opus 4.6 figures things out
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4. **Extended thinking**: Support for thinking budgets up to 128K tokens for complex reasoning
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## Running the Example
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```bash
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# Set your API key
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export ANTHROPIC_API_KEY=your_api_key_here
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# Run the evaluation
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npx promptfoo@latest eval
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# View results
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npx promptfoo@latest view
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```
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## Expected Results
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The evaluation tests Opus 4.6's ability to:
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- Diagnose bugs across multiple system boundaries
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- Choose appropriate data structures with clear reasoning
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- Write production-quality code with proper error handling
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- Analyze architectural decisions and propose improvements
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## Learn More
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- [Claude Opus 4.6 announcement](https://www.anthropic.com/news/claude-opus-4-6)
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- [Anthropic documentation](https://docs.anthropic.com)
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- [Promptfoo Anthropic provider docs](https://promptfoo.dev/docs/providers/anthropic)
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@@ -0,0 +1,164 @@
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# yaml-language-server: $schema=https://promptfoo.dev/config-schema.json
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description: Claude Opus 4.6 advanced coding capabilities
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prompts:
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- |
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{{task}}
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providers:
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- id: anthropic:messages:claude-opus-4-6
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config:
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temperature: 0
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max_tokens: 8000
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tests:
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# Complex bug diagnosis across multiple systems
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- vars:
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task: |
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You're debugging a production issue where users can't log in. Here's what you know:
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1. The frontend shows "Authentication failed" after username/password submission
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2. Backend logs show successful JWT generation
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3. Redis cache is returning stale session data
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4. Database shows correct user credentials
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5. The issue only affects 10% of login attempts
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6. It started after deploying a load balancer configuration change
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Diagnose the root cause and propose a fix. Explain your reasoning about what's causing the intermittent nature of the bug.
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assert:
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- type: contains-any
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value: ['load balancer', 'session', 'sticky', 'affinity', 'routing']
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reason: Should identify load balancer session routing as the issue
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- type: llm-rubric
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value: |
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The response should:
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1. Identify the root cause (likely session affinity/sticky sessions issue with load balancer)
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2. Explain why it's intermittent (different backend servers, inconsistent session state)
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3. Propose concrete fixes (enable sticky sessions, shared session store, stateless tokens)
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4. Show reasoning about the tradeoffs of different solutions
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# Data structure selection with tradeoff analysis
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- vars:
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task: |
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You need to implement a feature that:
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- Stores 10 million user activity records per day
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- Supports queries like "find all activities for user X in date range Y"
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- Needs to return results in under 100ms
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- Data retention is 90 days
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- Budget allows moderate infrastructure costs
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What data structure and storage approach would you use? Explain the tradeoffs you considered.
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assert:
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- type: llm-rubric
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value: |
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The response should:
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1. Propose a specific data structure/database (e.g., time-series DB, partitioned PostgreSQL, or similar)
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2. Explain performance characteristics and why they meet the requirements
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3. Discuss tradeoffs (cost vs performance, complexity vs maintainability)
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4. Consider alternatives and explain why they were not chosen
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5. Address scalability and data retention strategies
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- type: contains-any
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value: ['index', 'partition', 'query', 'performance', 'scale']
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reason: Should discuss database optimization concepts
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# Production-quality code generation with error handling
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- vars:
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task: |
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Write a Python function that:
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1. Fetches user data from a REST API (may timeout or return errors)
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2. Caches results in Redis with 5-minute TTL
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3. Falls back to database if cache miss
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4. Returns user object or raises appropriate exception
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Include proper error handling, typing, and comments explaining design decisions.
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assert:
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- type: contains
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value: 'def'
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reason: Should include Python function definition
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- type: contains-any
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value: ['try', 'except', 'raise', 'error']
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reason: Should include error handling
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- type: contains-any
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value: ['cache', 'redis', 'ttl']
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reason: Should implement caching logic
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- type: llm-rubric
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value: |
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The code should:
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1. Include proper type hints (from typing import ...)
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2. Handle network timeouts and API errors gracefully
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3. Implement cache-aside pattern correctly
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4. Include docstrings and comments explaining design decisions
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5. Use appropriate exception types
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6. Be production-ready (not a toy example)
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# Architectural decision with ambiguous requirements
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- vars:
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task: |
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A startup wants to build a "social media analytics dashboard." They mention:
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- "It should be fast"
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- "We need real-time data"
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- "Budget is tight but we might scale quickly"
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- "Our team knows React and Python"
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The requirements are intentionally vague. Propose an initial architecture, explain what assumptions you made, what questions you'd ask to clarify requirements, and what tradeoffs you considered.
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assert:
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- type: llm-rubric
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value: |
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The response should:
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1. Propose a concrete but appropriately simple architecture
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2. Explicitly state assumptions made (e.g., "Assuming 'real-time' means <1 second latency")
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3. List specific clarifying questions (user scale, data volume, analytics complexity)
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4. Explain technology choices based on team skills and constraints
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5. Discuss tradeoffs (e.g., managed services vs self-hosted, cost vs performance)
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6. Acknowledge what's unknown and how that affects the design
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- type: contains-any
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value: ['assumption', 'clarify', 'question', 'tradeoff', 'alternative']
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reason: Should handle ambiguity explicitly
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# Code review with nuanced feedback
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- vars:
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task: |
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Review this React component and provide feedback:
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```jsx
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function UserList() {
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const [users, setUsers] = useState([]);
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useEffect(() => {
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fetch('/api/users')
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.then(res => res.json())
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.then(data => setUsers(data));
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}, []);
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return (
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<div>
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{users.map(user => (
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<div key={user.id}>
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<h3>{user.name}</h3>
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<p>{user.email}</p>
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</div>
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))}
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</div>
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);
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}
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```
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Identify issues, suggest improvements, and explain the reasoning behind each suggestion.
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assert:
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- type: contains-any
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value: ['error', 'loading', 'state', 'async']
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reason: Should identify missing error and loading states
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- type: llm-rubric
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value: |
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The review should identify multiple issues:
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1. No error handling for failed fetch
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2. No loading state
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3. No cleanup for fetch in useEffect
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4. Missing dependencies might cause issues in strict mode
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5. No null/empty checks for users array
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For each issue, it should:
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- Explain why it's a problem
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- Suggest specific improvements
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- Provide example code where helpful
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- Prioritize issues by severity
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