A simple self-stabilisation techniuqe is described for use with a cavity-dumped sychronously-pumped dye laser. Multi-kilowatt Fourier-transform-limited picosecond pulses are produced that exhibit a high degree of phase coherence into the far wings. It is shown experimentally that the underlying mechanism is an automatic self-phase locking process.