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2026-10-31 issue

Observed arrival · 2026-10-31

Rig tests whether coding-agent changes actually help

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Editorial interest 84/100 Selection signal · not a rating of the site

A free, open-source local app compares coding tasks with and without a change to an agent, then reports the difference with a 95% interval.

Landing page captured for the 2026-10-31 issue.
For
Developers testing coding-agent workflow changes
Worth noticing
In its token-saving example, 40 pairs show a 4% increase with an interval from −17% to +27%, so Rig credits no saving.

Field notes

The examples make the scoring logic inspectable rather than presenting a single uplift number: one comparison scores pass rate, while another measures tokens per solved task with pass rate as a guard. The page says the examples come from two repository files, and lists Claude Code, Codex, OpenCode, and Gemini among supported agents. Local model runners named include Ollama, LM Studio, llama.cpp, vLLM, and Jan.

Observed signals

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Editorial observations of this landing page, not a rating.

○OpenPublic substance visible
✦PrettyNotable craft visible
●ProPolished or operationally mature
◎NicheUnusually specific use

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Landing page observed 2026-10-31. The live site may have changed.