SELF-HOSTED · OPEN-WEIGHT · OWNER-OPERATED

AI, on my own terms.

A public notebook for running and understanding AI locally: the hardware, software, measurements, and decisions behind the private Drabsnarg AI application.

A SEPARATE PRIVATE APPLICATION

The lab is public.
The conversations are private.

This section documents the infrastructure. The actual chat application belongs at ai.drabsnarg.com and is intended for explicitly approved users. Local inference has been tested; secure remote access is planned.

INVITATION-ONLY · AUTHENTICATION REQUIRED · AVAILABILITY MAY VARY

Privacy and ownershipControl over local model files and inference. Review every connected service separately.
Hardware with real constraintsA personal iMac Pro, not unlimited compute or a guaranteed-response service.
Evidence before conclusionsConfiguration, method, observations, and limits belong together.

Infrastructure

The iMac Pro, llama.cpp, Open WebUI, and the planned secure-access architecture.

LOCAL STACK TESTED

Models

The model in the local environment, with configuration details marked where still unrecorded.

MODEL INVENTORY

Benchmarks

A measurement plan for prompt processing, generation, memory use, and practical task quality.

MEASUREMENTS PENDING

Coding workflows

Planned experiments with Claude Code, Codex, Qwen Code, and independent code review.

PLANNED EXPERIMENTS

Research & experiments

Questions to investigate across models, prompting, retrieval, and local inference.

RESEARCH BACKLOG

Build understanding, not just an interface

The lab explores inference engines, open-weight language models, model selection, coding assistants, and the practical limits of existing hardware. The goal is to understand the whole system and document useful findings.

Planned areas include reproducible benchmarking, assistant profiles, and retrieval experiments. Their inclusion here is a research direction, not a claim of completed functionality.

Four potential profiles

  • Personal Assistant
  • Engineering Assistant
  • Code Auditor
  • Technical Tutor

Proposed profiles, not confirmed deployed assistants.