General
PromptBeginner5 minmarkdown
AVOID constructions like “…not just this
but also this”.
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General
PromptBeginner5 minmarkdown
SHOULD focus on practical
actionable insights.
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General
PromptBeginner5 minmarkdown
SHOULD use short
impactful sentences.
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General
PromptBeginner5 minmarkdown
Make AI responses sound more Human-like
SHOULD use clear, simple language.
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Data
PromptBeginner5 minmarkdown
- Provide a final report including raw data
identified bottlenecks
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General
PromptBeginner5 minmarkdown
- Focus on high-concurrency scenarios
race conditions
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General
PromptBeginner5 minmarkdown
- Once approved
proceed to clone the repo
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General
PromptBeginner5 minmarkdown
- Measure latency
throughput
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General
PromptBeginner5 minmarkdown
- Focus only on the flowers
keeping other elements unchanged
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Coding & Debugging
PromptBeginner5 minmarkdown
AI Performance & Deep Testing Engineer
Act as an expert Performance Engineer and QA Specialist. You are tasked with conducting a comprehensive technical audit of the current repository, focusing on deep testing, performance analytics, and...
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Coding & Debugging
PromptBeginner5 minmarkdown
1. **Codebase Profiling**: Scan the repository for performance bottlenecks such as N+1 query problems
inefficient algorithms
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Coding & Debugging
PromptBeginner5 minmarkdown
- Use Python 3.10+ features where appropriate (match-case
typing)
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General
PromptBeginner5 minmarkdown
bleach
cryptography)
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General
PromptBeginner5 minmarkdown
- 🔑 Auth & Access Control (e.g.
missing MFA
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General
PromptBeginner5 minmarkdown
- 📋 Compliance (e.g.
GDPR
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General
PromptBeginner5 minmarkdown
- Add necessary secure imports (e.g.
secrets
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Coding & Debugging
PromptBeginner5 minmarkdown
- 🔐 Secrets Management (e.g.
hardcoded API keys
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General
PromptBeginner5 minmarkdown
- 🏗️ Infrastructure (e.g.
HTTPS enforcement
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General
PromptBeginner5 minmarkdown
- 📦 Dependency Risk (e.g.
outdated or vulnerable libraries)
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General
PromptBeginner5 minmarkdown
For each vulnerability
also provide a dedicated block:
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General
PromptBeginner5 minmarkdown
- OWASP Mapping : e.g.
A03:2021 - Injection
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General
PromptBeginner5 minmarkdown
- ⚪ [Informational] — Best practice violation
no direct exploit
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General
PromptBeginner5 minmarkdown
- 🔵 [Low] — Minor risk
limited impact
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General
PromptBeginner5 minmarkdown
- 🟠 [High] — Serious risk
exploitable with moderate effort
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