EngineeringWays: Circuit Analysis Reasoning Dataset (LoRA Ready) — Enterprise: Exclusive

Skip the scraping, cleaning, and formatting. Start fine-tuning immediately.

The EngineeringWays Circuit Analysis Reasoning Dataset is a commercially viable, strictly deduplicated, and rigorously formatted JSONL dataset designed specifically for training Large Language Models (LLMs) in advanced STEM reasoning.

Built for fine-tuning models like Llama 3, Mistral, and DeepSeek, this dataset forces the AI to learn the underlying algebra and physics of electrical engineering rather than just memorizing answers.

Enterprise — Exclusive / OEM License Scope

This specific tier is the ultimate license for AI labs, data brokers, and industry leaders who want to turn our data into their own commercial product or gain a strict competitive advantage.

• OEM & Derivative Rights: Fully overrides the standard ban on derivative works. You are legally permitted to integrate this data into commercial OEM products, or use it to train models that generate massive synthetic datasets, which you completely own and can monetize.

• Strategic Exclusivity: For twelve (12) months following your purchase, we legally agree not to license or sell this dataset to up to three (3) specific competitors of your choosing (designated at checkout).

• Global Access: Includes all the unrestricted worldwide access of the Global tier for all employees, contractors, and affiliates.

 View the full Master Dataset License Agreement here: [Click here]

What makes this dataset premium?

• Chain-of-Thought (<think> tags): Every problem includes an internal scratchpad/monologue where the AI breaks down the KVL/KCL equations, identifies supernodes/supermeshes, and self-corrects before outputting the final answer.
• Strict Textbook Formatting: All math and final answers are perfectly wrapped in industry-standard LaTeX ($...$ and $$...$$ ).
• Zero Hallucinations: Manually verified for algebraic and physical accuracy.
• Aggressively Deduplicated: Filtered down from raw generation to 592 perfectly unique, high-quality items. No exact copy-pastes, no low-quality or suspiciously short outputs.

Technical Specs:

• Format: .jsonl (JSON Lines) - Ready for immediate Hugging Face / LoRA pipeline ingestion.
• Row Count: 592 Unique Items
• Domain: Electrical Engineering, Circuit Analysis, Nodal/Mesh Analysis, Op-Amps, Thevenin Equivalents.
• Structure: Standard {"instruction": "...", "input": "...", "output": "<think>...</think>..."} format.

Try before you buy: Download a free 50-item sample on our Kaggle/Hugging Face/GitHub page!