HARNESS FRAMEWORK

Local Harness

$49

System prompt + no-terminal setup guide for LM Studio

Run a capable AI entirely on your own computer, harnessed for what small models are actually good at. Honest about the limits: a laptop runs a strong small model, not a frontier one. The harness enforces one-note-at-a-time retrieval, confidence tags on every answer, and no mental math, which is exactly what keeps a small model useful.

• One-note retrieval: protects the small context window instead of flooding it
• Confidence tags on every factual answer: from your note, general knowledge, or guessing
• Summarize-and-restart rule that stops long chats from degrading quality
• A validated no-terminal install path: LM Studio, GGUF models, the right quantization
• Honest scope: what belongs on your laptop and what still belongs in the cloud

WHAT YOU'LL NEED

Obsidian (free)

Checkout runs through the client portal, so your orders live in one place.