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

说明与用途

ScopeLock 通过在本地使用开源 Gemma 模型处理 RFP 文档，帮助自由职业者快速、安全地生成提案，并保证不泄露机密数据。

问题

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

结果

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.

工作流

• 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

证据

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.

来源

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.

来源

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

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