PACS. 65.60.+a -Thermal properties of amorphous solids and glasses. PACS. 05.40.-a -Fluctuation phenomena, random processes, noise, and Brownian motion. PACS. 75.10.Nr -Spin-glass and other random models.Abstract. -Mesoscopic aging systems are characterized by large intermittent noise fluctuations. In a record dynamics scenario [P. Sibani and J. Dall, Europhys. Lett. 64, 2003] these events, quakes, are treated as a Poisson process with average α ln(1 + t/tw), where t is the observation time, tw is the age and α is a parameter. Assuming for simplicity that quakes constitute the only source of de-correlation, we present a model for the probability density function (PDF) of the configuration autocorrelation function. Beside α, the model has the average quake size 1/q as a parameter. The model autocorrelation PDF has a Gumbel-like shape, which approaches a Gaussian for large t/tw and becomes sharply peaked in the thermodynamic limit. Its average and variance, which are given analytically, depend on t/tw as a power-law and a power-law with a logarithmic correction, respectively. Most predictions are in good agreement with data from the literature and with the simulations of the Edwards-Anderson spin glass carried out as a test.Introduction. -After a rapid quench of an external parameter, e.g. the temperature, many complex materials age, i.e. their properties slowly change with the waiting time, t w , elapsed from the quench. Ever since the initial observations in polymers [1], evidence has accumulated that spin-glasses [2], type II superconductors [3], glasses [4], and soft condensed matter [5], among others, age in similar ways, e.g. : For observation times t ≪ t w physical averages are nearly constant, and autocorrelations and their conjugate linear response functions are connected by an equilibrium-like fluctuation-dissipation theorem (FDT). Conversely, for t ≫ t w they visibly drift and the FDT is violated. As was recently discovered, the drift happens in an intermittent fashion [6,7], i.e. through rare, large, and spatially heterogeneous re-arrangements, which appear as non-Gaussian tails in the probability density function (PDF) of configurational probes such as colloidal particle displacement [8,9] and correlation [10] or voltage noise fluctuations in glasses [11].As aging phenomena are similar for a broad class of interactions, we seek a mesoscopic description, and assume that intermittent events, for short quakes, are the main source of de-correlation in non-equilibrium aging. In the framework of record dynamics [12,13], quakes are irreversible and are triggered by (energy) fluctuations of record magnitude. We show how this leads to a description of the configurational autocorrelation function, more specifically, the dependence of the shape of its PDF on t, t w , the temperature T and the system size N , which resembles observations for colloidal gels [10] spin-glasses and kinetically constrained models [15,16]. The model PDF is closely approximated by the Gumbel distributions widely