Adaptive Optics Imaging of Massive Planets and Low-Mass Brown Dwarfs: Data Reduction Techniques and Recent Science Results Thayne Currie- NASA Goddard Space Flight Center Massive planets (5-10 Mj) and low-mass brown dwarf companions provide crucial links between the properties of Jupiter-mass planets detected by transit/radial velocity methods and field brown dwarfs. In this talk, I describe the angular differential imaging (ADI) observing strategy and detail image registration, speckle noise attenuation, and flux calibration in the ADI/LOCI pipeline used to detect these planets/brown dwarfs. Using these techniques, I present new multi-wavelength imaging and modeling of two systems -- HR 8799 and GJ 758. Analysis of these data place new constraints on their atmospheric properties by providing new temperatures estimates and probing the effect of non-equilibrium chemistry, cloud coverage, and metallicity. I argue that the HR 8799 planets represent an example of extremely efficient core accretion, while the GJ 758 companion represents the low-mass tail of binary companions formed during molecular cloud/protostellar disk fragmentation.