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A curated archive of algorithmic problems, broken down by strategy. It maps out how strong solutions are formed by highlighting key insights and extracting reusable heuristics. This project is designed to train better thinkers, smarter agents, and future-ready engineers.

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🧠 Reasoning Vault

A personal archive of algorithmic decision-making, heuristics, and strategy patterns. Built for clarity through code.


📌 What This Is

This project is a structured knowledge base that captures possible ways through algorithmic problems.

Rather than focusing on raw code or platform solutions, this vault documents:

  • 🧩 Problem breakdowns
  • 🚧 Initial approaches and where they fail
  • ✅ Optimal strategies and key insights
  • 🧠 Heuristics used in real-time decision-making
  • ⚠️ Common traps and false starts
  • 🧭 Meta-patterns that reappear across problems

It's part of a broader effort to externalize reasoning, build reusable mental models, and eventually train intelligent agents to think with context.


🎯 Why This Exists

Most tutorials focus on what to do.
This vault focuses on how and why certain decisions are made — especially when:

  • Multiple solutions exist
  • Tradeoffs between speed, memory, and simplicity emerge
  • Failure paths reveal deeper understanding
  • You want to teach AI how humans actually reason

📁 Structure

Problems are organized by source:

/problems/
├── leetcode/
├── hackerrank/
├── geeksforgeeks/
├── advent-of-code/

Each file is a standalone markdown document using a consistent format with metadata, rephrased summaries, strategy notes, and general insights.


⚖️ Legal Note

  • No LeetCode, HackerRank, or GfG content has been copied or redistributed.
  • All summaries, insights, and heuristics are written originally based on problem-solving experience or public domain understanding.
  • This vault is about reasoning, not solution sharing.

🧪 Future Vision

This project may evolve into:

  • A dataset for AI training or fine-tuning
  • A searchable, taggable reference for engineers
  • A framework for teaching decision-making over syntax
  • An open-source mental model index for real-world problem solving

"This is how I externalize the invisible parts of thinking — and turn them into tools."


📜 License

MIT License — see LICENSE.md

You are free to use, remix, or build upon this work. Attribution is appreciated.

MIT License Contributions Welcome Open Issues Last Commit

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A curated archive of algorithmic problems, broken down by strategy. It maps out how strong solutions are formed by highlighting key insights and extracting reusable heuristics. This project is designed to train better thinkers, smarter agents, and future-ready engineers.

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