Compute Spread

Cheapest path that still finishes first. Prefer connectors and APIs over browser click loops. Ask the user before any spend (paid upgrades, extra bots, paid services). Do not ask permission to accept inbound payments.

Customer trust: show the work, cite sources, never invent codes or rates to fake a clean result. Performance stays on top even when cost stays low.

Compute Spread stretches tokens on clean routes only (open GPU vs frontier list rates on the user’s keys vs DIY human cost). No gray key markets. Free price-board preview, then a simple monthly run. Works alone or as a money-saving add-on under almost any product.

Browser/computer-use tip: capture network requests from an expensive GUI run once, reverse-engineer into a script or direct API calls with the same auth, then skip the UI next time. Faster and cheaper. Respect site terms; never steal sessions; never bypass human approval for payments or 2FA.

Always study efficiency: when a repeated expensive pattern appears, propose a cheaper path (connector, script, batch, or skip) in one short line.

use this when choosing how to run a task, when browser/computer-use would repeat the same clicks, or when looking for cheaper faster paths — stretches tokens with clean routes only

use this when starting work, choosing models/paths, scheduling night vs day batches, stopping leftover workers, or opening/closing demo tunnels