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Engineering instrument

Adversarial Validator

Submit an LLM output to request critiques and compare model responses. The tool is intended to highlight claims and reasoning to check; model availability, independence and critique accuracy are not guaranteed. Verify alleged errors against appropriate evidence.

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// Tool 6/8 · Error Correction

Submit an LLM output to request critiques and compare model responses. The tool is intended to highlight claims and reasoning to check; model availability, independence and critique accuracy are not guaranteed. Verify alleged errors against appropriate evidence.

// Grounded in prompt-engineering.md (Communication Systems coursework, 75 sources)
// awaiting input
tools-api v1.0
Nemotron 120B → Gemma 31B → MiniMax → Liquid → router

// Input

// Output

// Raw JSON Response

// Want this scaled?

Prompt Protocol Engineering (Service #39)

Production-grade adversarial validation loops, source/channel coding for prompts, error-correction patterns built into your AI pipeline.

→ See service · $10K – $30K + $500 – $2K/mo
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// MARIO ALEXANDRE — DLux Digital · Free tool, visible engineering, OpenRouter free-tier models. Audit feed: /api/tools/audit · Metrics: /api/tools/metrics