While self-healing silicones are required for many practical applications, conventional methods of incorporating self-healability in silicones involve generation of bond-forming moieties within the backbone of the oligomer itself. Such processes involve multiple synthesis steps that turn the silicone expensive and less amenable for scale-up. In contrast, hydrogels can be made self-healing by different simple yet robust chemical routes. Hydrogels however lack mechanical strength, necessary for most engineering applications. To meet the above need, we have introduced here a novel two-phase material, consisting of self-healing hydrogel droplets embedded as microscopic healers inside the continuous matrix of silicone. The hydrogel phase, consisting of starch and polyvinyl alcohol (PVA) as the oligomers and multivariate borate ion as the crosslinker is dispersed in silicone oligomer mixed with the curing agent and both phases are allowed to crosslink. Controlled fracture tests on the resultant crosslinked material show that two cut surfaces of it get joined instantaneously with the tensile failure stress reaching as high as 35 kPa; this material remains healable also over ten cycles of incision and reattachment. The hydrogel can act also as an external glue to heal two incised surfaces of the two-phase composite to achieve durable fracture strength and thereby help forming different polygonal structures with angled joints. We have demonstrated also bio-compatibility of the two-phase material thereby opening up its possible use in large variety of biomedical applications.