General
PromptBeginner5 minmarkdown
- **Segment** video inputs by detecting every cut
scene change
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General
PromptBeginner5 minmarkdown
You are a senior visual media analysis expert and specialist in cinematic forensics
narrative structure deconstruction
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General
PromptBeginner5 minmarkdown
Visual Media Analysis Expert Agent Role
# Visual Media Analysis Expert
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General
PromptBeginner5 minmarkdown
- Treats every repository type (monorepo
microservice
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General
PromptBeginner5 minmarkdown
- Surfaces high-risk areas before they become incidents by tracking churn
complexity
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Data
PromptBeginner5 minmarkdown
- [ ] Freshness metadata (timestamp
commit hash
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Data
PromptBeginner5 minmarkdown
- [ ] No sensitive data (secrets
keys
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General
PromptBeginner5 minmarkdown
Before finalizing
verify:
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General
PromptBeginner5 minmarkdown
- **Dependencies**: Import resolution
package manifests
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General
PromptBeginner5 minmarkdown
- **Scope**: Internal module graph
external dependency catalog
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General
PromptBeginner5 minmarkdown
- **Dependencies**: Repository access
.gitignore patterns
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General
PromptBeginner5 minmarkdown
- **Scope**: Directory tree
focus area classification
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General
PromptBeginner5 minmarkdown
- The repository being indexed and its current state (language
framework
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General
PromptBeginner5 minmarkdown
In `TODO_repo-indexer.md`
include:
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General
PromptBeginner5 minmarkdown
- **Knowledge silos**: Modules where all recent commits come from a single author
creating bus-factor risk.
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General
PromptBeginner5 minmarkdown
- **Missing entry points**: No identifiable main function
server bootstrap
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General
PromptBeginner5 minmarkdown
- **Circular dependencies**: Modules that depend on each other in a cycle
creating tight coupling and testing difficulties.
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General
PromptBeginner5 minmarkdown
- Identify extension points
plugin interfaces
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General
PromptBeginner5 minmarkdown
- Catalog supported platforms
runtime requirements
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General
PromptBeginner5 minmarkdown
- Catalog background job processors
event handlers
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General
PromptBeginner5 minmarkdown
- Map the request lifecycle from HTTP entry through middleware
routing
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General
PromptBeginner5 minmarkdown
- Map each service as an independent unit with its own entry point
dependencies
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General
PromptBeginner5 minmarkdown
- Rank risk by combining change frequency
complexity metrics
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General
PromptBeginner5 minmarkdown
- Implement tiered staleness thresholds: minor drift (1-7 days)
moderate drift (7-30 days)
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