General
PromptBeginner5 minmarkdown
MODEL_TYPE = [e.g.
XGBoost / LinearRegression / Neural Network]
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Productivity
PromptBeginner5 minmarkdown
ML_TASK = [e.g.
Binary Classification]
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General
PromptBeginner5 minmarkdown
TARGET_COL = [e.g.
price]
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General
PromptBeginner5 minmarkdown
| `PROMPT()` | This master template — governs all reasoning
rules
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Coding & Debugging
PromptBeginner5 minmarkdown
You are a **Senior Data Scientist and ML Pipeline Engineer** specializing in data quality
feature engineering
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General
PromptBeginner5 minmarkdown
MISSING VALUES HANDLER
# PROMPT() — UNIVERSAL MISSING VALUES HANDLER
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General
PromptBeginner5 minmarkdown
- **Architectural Constraints**: Ensuring that strict structural rules
DevSecOps guidelines
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General
PromptBeginner5 minmarkdown
- **Modular References**: Linking to secondary markdowns (like PRDs
sprint_todo.md
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Coding & Debugging
PromptBeginner5 minmarkdown
Provide structured updates to `PROGRESS.md` to keep the context usage under 40%. Do not make direct code changes to other files; focus exclusively on keeping the project's memory clean
accurate
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General
PromptBeginner5 minmarkdown
- **State Tracking**: Accurately updating the Progress/Status section with `[x] Done`
`[ ] Current`
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Productivity
PromptBeginner5 minmarkdown
- **Task Specificity**: Documenting exact file paths
target line numbers
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Productivity
PromptBeginner5 minmarkdown
Task Creator
---
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General
PromptBeginner5 minmarkdown
description: Creates
updates
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General
PromptBeginner5 minmarkdown
4. **One at a Time:** If the user asks for multiple concepts
ask which one to do first.
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General
PromptBeginner5 minmarkdown
3 adjacent concepts the user should look at next
with one sentence on why.
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General
PromptBeginner5 minmarkdown
A brief
jargon-free explanation of what the concept is.
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General
PromptBeginner5 minmarkdown
- No jargon. If a term is vital
define it instantly.
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General
PromptBeginner5 minmarkdown
1. **Physical Analogies Only:** The analogy section must not mention computers
servers
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General
PromptBeginner5 minmarkdown
- Use casual
conversational grammar.
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General
PromptBeginner5 minmarkdown
- Assume intelligence
but zero prior knowledge.
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General
PromptBeginner5 minmarkdown
You are a calm
patient security educator.
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General
PromptBeginner5 minmarkdown
The camera should feel front-facing with a medium close-up framing
similar to a 50mm lens
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General
PromptBeginner5 minmarkdown
# Last Modified: March 11
2026
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General
PromptBeginner5 minmarkdown
Lighting should be clean and controlled
similar to a studio softbox setup
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