I Built an NDA-Safe Proposal Scoper That Runs Gemma on My Laptop

Описание и применение

ScopeLock позволяет фрилансерам быстро и безопасно генерировать предложения по RFP, обрабатывая документы локально с открытыми моделями Gemma и гарантируя отсутствие утечки конфиденциальных данных.

Задача

Freelance developers face a dilemma: using cloud LLMs risks NDA breaches, while manual scoping is time‑consuming and error‑prone.

Результат

ScopeLock delivers a 100% first‑try schema validity rate, deterministic pricing, and zero content egress proof, enabling rapid, NDA‑safe proposal generation on a laptop.

Рабочий процесс

• Pull local Gemma model via Ollama
• Start backend API with uvicorn
• Launch React workbench or run CLI
• ScopeLock ingests brief (PDF/MD/plaintext)
• Sequential 5‑step pipeline: extract requirements, risks, milestones, verify quotes, compute pricing, draft email
• Generate proposal outputs
• Verify zero egress with canary test

Доказательства

ScopeLock is an NDA‑safe, local‑first proposal scoper designed for freelance developers. It ingests client briefs entirely on your machine using open‑weights Google Gemma models running in Ollama.

Источник

By decomposing the task into atomic stages with Pydantic v2 constrained decoding, Gemma 4 achieved a 100% first‑try schema validity rate across our benchmark suite with 0 repair retries.

Источник

ScopeLock includes an automated egress canary test proving zero confidential text leaves your machine.

Источник