Ideas

Concepts and thinking on voice, computing, and the tools we build.

·RFC·Draft·
rfcextensibilitydeveloper-tools

File-Based Context System

A draft RFC for making Talkie programmable from disk with rules, tools, workflows, and automations.

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voiceknowledgeobsidian

From Voice Memos to Structured Knowledge

Your voice memos contain a goldmine of ideas, plans, and decisions. Here's how to turn stream-of-consciousness recordings into an organized knowledge base — entirely through prompting.

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mlxfine-tuningon-device-ml

How Small Can You Go?

A 0.6B model matches the 1.7B on accuracy, runs 2.4x faster, and fits in 350MB. At some point the task stops needing more parameters.

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mlxfine-tuningon-device-ml

Training on a Mac Mini

VLM vs text-only, where to draw the line between code and model, and why picking the right model size is harder than it sounds.

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mlxfine-tuningon-device-ml

Teaching a Tiny Model to Hear Bash

Fine-tuning a 1.5B model to reconstruct shell commands from voice. 97% accuracy, 3GB of RAM, under a second on a phone.

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cliagentsautomation

Your Voice, Available to Agents

The Talkie CLI turns your voice memos and dictations into structured data that any script, pipeline, or AI agent can work with.

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transcriptionparakeeton-device

Three Layers of Transcription

The same voice memo, transcribed three different ways. From Apple Speech on iOS to Parakeet v3 with post-processing — each layer improves readability while preserving the speaker's intent.

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clideveloper-toolsautomation

Why Talkie Has a CLI

GUI apps are growing command lines. Here's why we built one for a voice app, and what it means for the future of personal software.

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voicecomputingphilosophy

Voice-First Computing

Why the next era of personal computing starts with your voice, not your keyboard.