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model-economics

Cost modeling and ROI analysis for specialized LLM development. Use when deciding whether to train a custom model, estimating total cost, or calculating break-even vs frontier APIs. Covers training costs, inference costs, and time-to-ROI projections.

66

Quality

83%

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SecuritybySnyk

Low

Low-risk findings worth noting

SKILL.md
Quality
Evals
Security
Low

W011: Third-party content exposure detected (indirect prompt injection risk).

What this means

The skill exposes the agent to untrusted, user-generated content from public third-party sources, creating a risk of indirect prompt injection. This includes browsing arbitrary URLs, reading social media posts or forum comments, and analyzing content from unknown websites.

Why it was flagged

SKILL.md contains an instruction to use `websearch` to “get current pricing”; at runtime, that tool typically fetches public web content (outsider-authored free text) and injects it into the agent’s LLM context.

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Repository

synthetic-sciences/openscience

Path

backend/cli/skills/ml-training/model-economics/SKILL.md

Audited
Security analysis
Snyk

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