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README.md
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title: MainStack
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emoji: 🛠️
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# MainStack
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**Specializing in ServiceNow Agentic Delivery.**
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MainStack builds AI systems and open models for the full ServiceNow delivery
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lifecycle — from business analysis and solution design through user stories,
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implementation, testing, and validation.
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## 🚀 Featured release
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### [marvy-14B](https://huggingface.co/MainStack/marvy-14B) — the first open fine-tuned model for full-cycle ServiceNow delivery
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`marvy-14B` is a fine-tune of [Qwen2.5-14B-Instruct](https://huggingface.co/Qwen/Qwen2.5-14B-Instruct)
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(Apache-2.0) specialized for end-to-end ServiceNow delivery work. It was trained
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on a curated, fully anonymized corpus of real engagement artifacts spanning the
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delivery chain practiced by our agents:
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> business-analyst → solutions-architect → technical-consultant → validation-architect
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It produces implementation-grade first drafts of:
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|---|---|
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| 📋 Business analyses | 📐 Solution Design Documents (SDD) |
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| ✅ Requirements & acceptance criteria | 📝 User stories |
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| 👥 Stakeholder maps | 🔧 Implementation plans (tables, plugins, sys_ids) |
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| 🗂️ Systems inventories | 🧪 Test cases |
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| 🔍 Validation & gap analysis | 🔗 End-to-end delivery chains (story → build → test) |
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**Available formats:**
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- [`MainStack/marvy-14B`](https://huggingface.co/MainStack/marvy-14B) — merged FP16 (Transformers / vLLM / MLX)
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- [`MainStack/marvy-14B-lora`](https://huggingface.co/MainStack/marvy-14B-lora) — LoRA adapter (~175 MB)
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- [`MainStack/marvy-14B-GGUF`](https://huggingface.co/MainStack/marvy-14B-GGUF) — Q4_K_M & Q8_0 quants for Ollama / llama.cpp / LM Studio
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```bash
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ollama run hf.co/MainStack/marvy-14B-GGUF:Q4_K_M
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```
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## 🔒 Built responsibly
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Our training corpus is rigorously anonymized: customer/partner names aliased,
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emails/hostnames/IPs scrubbed, credential files excluded, and a leakage scanner
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that asserts **zero** residual PII in training content.
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## 🌐 About
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MainStack — [mainstack.co.uk](https://www.mainstack.co.uk/) · [LinkedIn](https://linkedin.com/company/mainstack-it)
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*Released under Apache-2.0. Built with Qwen.*
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