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@@ -22,9 +22,9 @@ implementation, testing, and validation.
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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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  `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 SN-Architect operators:
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+ > project organizer → business-analyst → solutions-architect → project manager → technical-consultant → validation-architect
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  It produces implementation-grade first drafts of:
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