Workflows

Prove your meeting-notes pipeline never phones home (and gates on consent)

Run capture -> whisper.cpp transcription -> Ollama summary fully on your machine, with a CI check that every endpoint is loopback, no cloud host or API key appears anywhere in the config, and recording is gated on a consent acknowledgment.

Unsloth: write parametric memory in with a fine-tune config

Write a valid Unsloth fine-tune config that bakes stable, always-needed domain knowledge into a small model so the knowledge is native rather than carried in a prompt on every call.

Validate an Apple Core AI export entry and skill plugin before you touch a Mac

Check a Core AI model registry entry and the agent-skill plugin manifest offline, so you know the export recipe is well-formed before spending an evening on macOS 27.

Serve NVIDIA Nemotron 3 Ultra yourself for high-throughput agents (vLLM)

Stand up the NVFP4 Nemotron 3 Ultra checkpoint as an OpenAI-compatible endpoint for fast, long-running agent loops, validated serve flags + endpoint.

Serve GLM-5.1 yourself for long-horizon agentic coding (vLLM)

Stand up the MIT-licensed GLM-5.1 FP8 checkpoint as an OpenAI-compatible endpoint for long agentic runs, validated serve config + endpoint.

Local model chore: read a photo with a vision model, on-device

Snap a receipt, a medication label, or a handwritten note, and have a free offline vision model read out the details so you do not have to squint and retype.

Local model chore: draft a sensitive message in private

Ask a free, offline model to draft or soften a delicate message (a note about money, a reply to a doctor, a careful complaint) knowing the contents stay on your machine.

Local model chore: summarize a long PDF without it leaving your laptop

Attach a 30-page PDF or a dense terms-of-service to a local model and get five plain bullets plus anything you need to act on, with the document staying on your machine.

Local model chore: turn a brain-dump into a clean to-do list

Paste messy meeting notes into a free, offline model on your own laptop and get back an organized to-do list, with nothing leaving the machine.

Guaranteed JSON from Local LLMs with Outlines

Force valid, schema-conformant JSON out of any local model.

Run LLMs Locally to Replace ChatGPT Plus

Serve a capable open model locally with Ollama and drop the ChatGPT Plus subscription.

Replaces ChatGPT Plus

Local Text-to-Speech that Replaces ElevenLabs

Generate natural speech locally with Piper instead of an ElevenLabs subscription.

Replaces ElevenLabs

Local Voice-to-Text that Replaces WisprFlow

Run fully local dictation with whisper.cpp instead of paying for WisprFlow.

Replaces WisprFlow