- Healthcare data and local models: red lines
Where is local fine, and where does regulation still bite?
4 - A community store for workflows
Share and install routines in one click, with a permission preview.
4 - GDPR and voice assistants: what should a small business do?
Lawful basis, retention, and the right to delete.
4 - Open-weight licences: what can a business actually do?
Commercial use, attribution, restrictions. Read before you build.
5 - Best local models for a 16 GB laptop (Qwen, Llama, Gemma)
What fits, what is fast, and what is actually good at following instructions?
4 - Face + voice lock: is two-factor on a PC overkill?
I handle client data. For me it is not overkill.
5 - Encrypted disk plus local AI: belt and braces?
BitLocker on, local only, vault locked. Am I paranoid?
5 - The vault: how do you structure passphrases and keys?
One vault per project, or everything together?
11 - Journalists and source protection: voice assistants in the newsroom
Local transcription is a game changer for sensitive interviews.
10 - An air-gapped assistant for a law firm: is it realistic?
Client confidentiality is non-negotiable. What would you need?
4 - Ollama vs LM Studio for XIRO: which do you run?
I like Ollama's simplicity, but LM Studio's UI is friendly.
4 - Running Gemma on a GPU-less machine
It is slow but workable for short answers.
16 - Rust or Python for the audio pipeline?
Python glues everything, Rust keeps the real-time parts steady.
10 - Deleting everything: how to wipe memory and voiceprints properly
Selling a laptop? Here is a checklist.
6 - Weekly report generated from my notes, by voice
Friday: 'write my weekly report' and I only edit two sentences.
5 - Threat model thread: what are you actually defending against?
Nosy apps, stolen laptops, cloud leaks, employers: be specific.
7 - What jobs does voice AI create?
Prompt designers, voice curators, evaluators, accessibility specialists...
5 - Earbuds as the new smart speaker
The assistant that is always with you will beat the one on the shelf.
4 - Does Private Mode block telemetry completely?
I want to understand exactly what it prevents.
7 - Cloud for thinking, local for secrets: hybrid setups
Route hard questions to the cloud and private ones to a local model.
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