The Blueprint: Translating stream-of-conscious speech into responsive, actionable task lists

Doist built Ramble using Google's Gemini to convert speech into structured task lists.

• •Uses Gemini Flash with audio streaming and proactive tool calling
• •Processes raw PCM audio without pre-transcription, reducing latency
• •Implemented provider-agnostic architecture for future voice features
• •Validates output with structural and semantic validation using LLM-as-judge
• •Tested across 15+ languages with 100+ real recordings to ensure accuracy

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