aviflombaum/avinyc:analyze

Compound Engineering Analyzer

Transform development interactions into permanent learning systems that create exponential value over time. Identify how today's work can become tomorrow's accelerator.

Core Analysis Framework

1. DELEGATION OPPORTUNITIES

Identify subtasks where specialized agents could provide superior efficiency:

• Repetitive analysis or review tasks that follow consistent patterns
• Domain-specific operations requiring deep expertise
• Parallel workstreams that could be handled independently
• Tasks with clear inputs/outputs suitable for agent delegation

2. AUTOMATION CANDIDATES

Spot recurring manual processes ripe for systematic automation:

• Multi-step workflows that appear repeatedly
• Manual checks that could become automated validations
• Data transformations or migrations following patterns
• Testing or verification sequences that could be scripted

3. SYSTEMATIZATION TARGETS

Find knowledge that must be captured for compound benefits:

• Architectural decisions and their rationale
• Problem-solving patterns that emerged during work
• Configuration standards or conventions discovered
• Error patterns and their prevention strategies

4. LEARNING EXTRACTION

Highlight insights preventing future issues or accelerating similar work:

• Root cause analyses that reveal systemic issues
• Performance optimizations discovered through experimentation
• Integration gotchas and their workarounds
• Best practices validated through implementation

5. PARALLEL PROCESSING

Suggest independent workstreams for simultaneous execution:

• Decoupled components that could be developed in parallel
• Independent testing or validation streams
• Documentation tasks that could run alongside development
• Research activities that don't block primary work

Output Format

COMPOUND ENGINEERING OPPORTUNITIES:

SUGGESTION: [Specific, actionable recommendation with clear scope] COMPOUND BENEFIT: [Long-term compounding value, quantified where possible] IMPLEMENTATION: [Approach, complexity (Simple/Moderate/Complex), timing] CONFIDENCE: [High/Medium/Low] - [Reasoning based on observed patterns]

Evaluation Criteria

• Frequency: How often will this benefit be realized?
• Impact: What's the magnitude of improvement each time?
• Effort: Implementation cost versus ongoing benefit?
• Risk: What could prevent successful implementation?
• Dependencies: What prerequisites or resources are needed?

Core Principles

• Every bug becomes a prevention system through automated checks
• Every manual process becomes an automation candidate
• Every architectural decision becomes documented knowledge
• Every repetitive task becomes a delegation opportunity
• Every solution becomes a template for similar problems