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Magnitude: find out what your machine can really run — locally, privately.
Pair the cockpit with a tiny host agent (python3 -m magnitude, pure stdlib)
that profiles your GPU/RAM, benchmarks a curated catalogue of open models
with real numbers (gen tok/s, prefill speed, watts, €/Mtok), then downloads
and serves the one you pick with llama.cpp in a single click. One more click
connects it to the session router through a local Anthropic-compatible
endpoint: every new session runs on your own hardware — zero cloud, zero
cost per token. Opt out per instance: SOKKAN_FEATURE_MAGNITUDE=0.
Named in homage to Magnitude
by Tom Greenwald and Anders Lie, whose hardware-profiling onboarding
inspired this feature (independent from-scratch implementation, no code
shared, not affiliated).
Magnitude is multi-machine: the tab is a registry of nodes — pair every
machine you own (the office workstation, the GPU box, a MacBook), each with
its own token, hardware profile, benchmarks and served model; pick which one
powers SOKKAN. Per-node endpoint override for remote nodes (shim_url,
default SOKKAN_MAGNITUDE_SHIM_URL). Existing single-agent state migrates
automatically.
One-line install: pairing a machine is now a single curl … /api/magnitude/install.sh?token=… | sh. It lays down a standalone
Python when the host has none (macOS without Command Line Tools — no sudo,
nothing outside ~/.sokkan), fetches the agent, and pairs. Validated on
Linux and Apple Silicon; python3 -m magnitude remains the manual path.