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Aditya Karnam
Building the infrastructure layer for world-model-driven AI.

AI Toolkit

AI Toolkit

A collection of intelligent tools to supercharge your AI workflows and boost productivity.

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Intelligent Prompt Composer

Transform simple prompts into powerful, structured conversations. Get 10x better results from ChatGPT, Claude, Perplexity, and any AI platform.

Multi-Platform

Quick Presets

Smart Enhancement

Free to Use

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Prompt Grader & Rewriter

Analyze, score, and transform your prompts into high-performing instructions. Get detailed feedback and professional rewrites instantly.

Score 0-100

3 Rewrites

JSON Support

Free to Use

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Tweet Thread Generator

Transform any topic into engaging Twitter threads that capture attention and drive meaningful conversations. Perfect for building your audience.

Multiple Threads

Smart Presets

Character Count

Free to Use

Try Now →

Have suggestions for new tools? Let me know!

© 2026 Aditya Karnam. World Model Infrastructure Lab.
Field Notes · Current Systems · Status