0sz1/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: serghei.zaghinaico@gmail.com
- Papers: https://zenodo.org/records/19410403 ; https://zenodo.org/records/19431476
Disclaimer: This model is a research tool and does not constitute legal advice. Always consult with a human lawyer for final contract decisions.
