Ideas
aiexplainabilityllm

AI translation layer for neuralese

Create a tool that explains AI outputs in human-interpretable terms. Serve business users of LLMs.

Why now

Growing recognition of 'neuralese' problem creates demand for interpretation tools.

Who for
Enterprise AI adopters
Business model
SaaS subscriptions
Effort
A few months

AI systems generate plausible but opaque reasoning. A translation layer mapping model internals to verifiable steps would build trust.

Sell to enterprises deploying AI decision systems. Start with simple attention visualization before complex explanations.

Risk: Rapid changes in model architectures requiring constant updates.

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AI translation layer for neuralese — Ideas