IT-auditor-1.7B

IT-auditor-1.7B-Alpha

IT-auditor-1.7B-Alpha is a specialized, privacy-first Small Language Model (SLM) designed to audit IT contracts and find "lethal" clauses for software developers and freelancers.

It is built on top of SmolLM2-1.7B-Instruct and fine-tuned on a high-density dataset of real-world tech agreements.

Key Features

• Privacy-First: Designed to run 100% offline on consumer hardware (GTX 1650/3050). No data leaves your machine.
• SEC EDGAR Grounding: Trained on verified filings from top tech companies (Apple, NVIDIA, Palantir).
• Expert Distillation: Insights distilled from Llama-3-70B experts specifically for IT-law risk detection.
• High Performance: Optimized for 4096 context window and blazing fast inference (60+ tokens/sec).

What it detects:

• Uncapped Liability: Finds clauses where you risk your entire business.
• Aggressive IP Transfers: Detects when you lose rights to your ideas before payment.
• Unilateral Termination: Points out power imbalances in notice periods.
• Payment Traps: Flags ambiguous "sole discretion" payment terms.

Benchmark (Alpha Preview)

In internal tests, IT-auditor detected 24-hour termination traps and "unpaid work" IP transfers that general-purpose 7B models often gloss over.

Usage (GGUF)

Recommended for use with LM Studio, Ollama, or llama.cpp.

System Prompt:

"You are a legal auditor. Your task is to find traps in contracts that hurt the developer and point them out clearly."

Research Background

This model is part of a broader study on Information Asymmetry and Semantic Entropy in recursive AI systems. For technical details, see my papers on Zenodo.

Contact & Custom Solutions

Need a custom model tuned on your proprietary corporate data? Looking for a 8B/70B high-precision version?

• Email: [email protected]
• Papers: https://zenodo.org/records/19410403 ; https://zenodo.org/records/19431476

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Disclaimer: This model is a research tool and does not constitute legal advice. Always consult with a human lawyer for final contract decisions.