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MindScript — Natural Language Programming Compiler

By Abdul Baays Fakhri

v0.0.0.1 March 09, 2026

MindScript is a natural language programming compiler where machines learn human logic instead of humans learning machine languages. Write algorithms in plain English.

MindScript — Natural Language Programming Compiler

"Instead of humans learning machine languages, machines learn human logic."

Write your algorithm in plain English. The compiler detects your intent and maps it to an optimized implementation.

1. What Is MindScript?

MindScript is a Python-based intent-to-algorithm compiler. You write your algorithm in plain English using .ms files, and the compiler detects your intent, matches it to an optimized algorithm pattern, and executes it — no loops, no variable declarations, no memory management needed.

2. The Core Idea

Traditional programming requires humans to learn the syntax and logic of machine languages. MindScript reverses this: machines learn human logic.

Given: Array = [1, a, 4, 1, b, c, d, a, 10]

Find all repeated elements and their counts:
- Look at each element
- Remember which ones I have seen before
- Count how many times each is repeated

The MindScript compiler reads this, identifies the intent as "find_duplicates", and maps it to an optimized Python implementation using collections.Counter.

3. Built-in Algorithm Patterns

Pattern Description
find_duplicates Find all repeated elements and their counts
two_sum Find two numbers that add up to a target
longest_consecutive Find the longest consecutive sequence
valid_parentheses Check if parentheses are balanced
group_by Group elements by a criterion
find_max / find_min Find maximum or minimum element
sort_elements Sort elements in order
remove_duplicates Remove duplicate elements
count_occurrences Count occurrences of each element

4. Quick Start

python3 mindscript_compiler.py examples/find_duplicates.ms

5. Public Repository

Version: 0.0.0.1 — Prototype | Founded: July 2, 2025 | Author: Abdul Baays Fakhri

Instead of humans learning machine languages, machines learn human logic.