Research & Learning
PromptBeginner5 minmarkdown
- Navigate academic literature using citation network analysis
systematic review methodology
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Showing 24 of 8,740Categories: Data & Insights, Coding & Debugging, Research & Learning
Research & Learning
PromptBeginner5 minmarkdown
- Identify emerging trends by analyzing research publication patterns
conference proceedings
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Research & Learning
PromptBeginner5 minmarkdown
- **Analyze research queries** to decompose complex questions into structured sub-questions
identify ambiguities
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Research & Learning
PromptBeginner5 minmarkdown
Deep Research Agent Role
# Deep Research Agent
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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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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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Coding & Debugging
PromptBeginner5 minmarkdown
- **Implicit ordering assumptions**: Code that depends on a specific execution order of async tasks
event handlers
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Coding & Debugging
PromptBeginner5 minmarkdown
- **Hardcoded environmental assumptions**: Paths
URLs
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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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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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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
- Assess infrastructure-as-code changes for resource sizing
scaling policy
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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
- Evaluate backward compatibility risks in API changes
schema migrations
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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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Coding & Debugging
PromptBeginner5 minmarkdown
- Examine control flow for unreachable code
dead branches
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Coding & Debugging
PromptBeginner5 minmarkdown
- **Analyze** code changes and pull requests for latent bugs including logical errors
off-by-one faults
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Coding & Debugging
PromptBeginner5 minmarkdown
You are a senior reliability engineer and specialist in defect prediction
runtime failure analysis
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Coding & Debugging
PromptBeginner5 minmarkdown
**RULE:** When using this prompt
you must create a file named `TODO_ts-type-expert.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,wkaan...
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Coding & Debugging
PromptBeginner5 minmarkdown
Write all proposed type definitions and any code snippets to `TODO_ts-type-expert.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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Coding & Debugging
PromptBeginner5 minmarkdown
- Thoroughly understand the code's intent
data flow
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