Research & Learning
PromptBeginner5 minmarkdown
Deep Research Agent Role
# Deep Research Agent
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Showing 24 of 17,198Categories: Data, Research & Learning, Productivity, Coding & Debugging
Coding & Debugging
PromptBeginner5 minmarkdown
**RULE:** When using this prompt
you must create a file named `TODO_bug-risk-analyst.md`. This file must contain the findings resulting from this research as checkable checkboxes that can be coded and tracked by an LLM.,TRUE,TEXT,wka...
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Coding & Debugging
PromptBeginner5 minmarkdown
- **Remediation**: Specific code fix
configuration change
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Data
PromptBeginner5 minmarkdown
- **Impact**: Blast radius
data integrity consequences
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Coding & Debugging
PromptBeginner5 minmarkdown
- **Scope**: Code paths
modules
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Coding & Debugging
PromptBeginner5 minmarkdown
Write all proposed findings and any code snippets to `TODO_bug-risk-analyst.md` only. Do not create any other files. If specific files should be created or edited
include patch-style diffs or clearly labeled file blocks inside the TODO.
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Data
PromptBeginner5 minmarkdown
In `TODO_bug-risk-analyst.md`
include:
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Coding & Debugging
PromptBeginner5 minmarkdown
- **Hardcoded environmental assumptions**: Paths
URLs
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Coding & Debugging
PromptBeginner5 minmarkdown
- **Implicit ordering assumptions**: Code that depends on a specific execution order of async tasks
event handlers
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Productivity
PromptBeginner5 minmarkdown
- Flag findings with no automated detection path (no test
no lint rule
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Coding & Debugging
PromptBeginner5 minmarkdown
- Rank findings by the product of probability and blast radius
not by defect category or code location.
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Data
PromptBeginner5 minmarkdown
- Check that concurrent data structures (ConcurrentHashMap
channels
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Coding & Debugging
PromptBeginner5 minmarkdown
- Start from the diff
not the entire codebase; focus analysis on changed lines and their immediate callers and callees.
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Coding & Debugging
PromptBeginner5 minmarkdown
- Verify that every new variable is initialized before use on all code paths
including early returns and exception handlers.
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Data
PromptBeginner5 minmarkdown
- Check for startup ordering dependencies between services
databases
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Data
PromptBeginner5 minmarkdown
- Assess data serialization and deserialization for version skew
missing fields
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Coding & Debugging
PromptBeginner5 minmarkdown
- Check for data validation at trust boundaries: API inputs
file uploads
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Coding & Debugging
PromptBeginner5 minmarkdown
- Assess infrastructure-as-code changes for resource sizing
scaling policy
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Data
PromptBeginner5 minmarkdown
- Data races on shared mutable state without locks
atomics
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Coding & Debugging
PromptBeginner5 minmarkdown
- Evaluate backward compatibility risks in API changes
schema migrations
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Productivity
PromptBeginner5 minmarkdown
- Review async/await chains for dropped awaitables
unobserved task exceptions
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Data
PromptBeginner5 minmarkdown
- Evaluate check-then-act patterns (TOCTOU) in file operations
database reads
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Coding & Debugging
PromptBeginner5 minmarkdown
- Detect assumptions about environment: hardcoded paths
platform-specific APIs
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Coding & Debugging
PromptBeginner5 minmarkdown
- Map all external dependency calls (database
API
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