About 2.5 billion years ago, microbes learned to harness plentiful Solar energy to reduce CO 2 with H 2 O, extracting energy and producing O 2 as waste. O 2 production from this metabolic process was so vigorous that it saturated its photochemical sinks, permitting it to reach "runaway" conditions and rapidly accumulate in the atmosphere despite its reactivity. Here we argue that O 2 may not be unique: diverse gases produced by life may experience a "runaway" effect similar to O 2 . This runaway occurs because the ability of an atmosphere to photochemically cleanse itself of trace gases is generally finite. If produced at rates exceeding this finite limit, even reactive gases can rapidly accumulate to high concentrations and become potentially detectable. Planets orbiting smaller, cooler stars, such as the M dwarfs that are the prime targets for the James Webb Space Telescope (JWST), are especially favorable for runaway due to their lower UV emission compared to highermass stars. As an illustrative case study, we show that on a habitable exoplanet with an H 2 -N 2 atmosphere and net surface production of NH 3 orbiting an M dwarf (the "Cold Haber World" scenario, Seager et al. 2013a,b), the reactive biogenic gas NH 3 can enter runaway, whereupon an increase in surface production flux of 1 order of magnitude can increase NH 3 concentrations by 3 orders of magnitude and render it detectable with JWST in just 2 transits. Our work on this and other gases suggests that diverse signs of life on exoplanets may be readily detectable at biochemically plausible production rates.