For Ni
3X, it is difficult to form a transition layer that can relieve stress concentration beneath the NC tribo-layer by relying only on the dislocation reaction in the coarse A1 and fine A3 phases. In stark contrast, the intrinsic heterostructures in the NiX allow the activation of multiple depth-dependent deformation mechanisms upon wear, which promotes the formation of gradient recrystallized tribo-layer. Furthermore, when the grain size is reduced to the nanometer scale, the unusual interface-dependent deformation processes may be triggered [
9,
52]. Figure
4E to G shows the deformation microstructures extending from the depth direction of the worn surface to 200 nm (NC tribo-layer), 700 nm (top of the UFG tribo-layer), and 1.6 μm (bottom of the UFG tribo-layer), respectively. It can be observed that the dislocation density gradually decreases with increasing depth of the tribo-layer. The dislocation densities of these three regions are determined to be 2.7 × 10
11 mm
−2, 6.4 × 10
10 mm
−2, and 3.0 × 10
9 mm
−2, respectively, by measuring over 10 different grains based on the line-intercept method [
9]. It has been reported that heterostructured materials obtain excellent work hardening through hetero-deformation to be compatible with the dynamic loading, owing to the presence of a back stress [
49]. Likewise, during the initial stage of sliding, A1 to A3 nano-coupled grains in the top surface rapidly trigger a deformation incompatibility due to the graded distribution of strain. Specifically, the relatively brittle A3 and A2 grains still remain deforming elastically while the soft A1 grains may begin to deform plastically. Then, to adapt these hetero-deformation near phase/grain interfaces and alleviate the consequent distortion energy, geometrically necessary dislocations (GNDs) are required. Generally, accumulated GNDs can induce strain partitioning and directly boost two types of hardening mechanisms [
53]: kinematic hardening by directional back stress at grain boundaries (GBs) of soft A1 grains and isotropic hardening by cross-slip of the forest dislocations inside the nano-coupled grains. As such, the grain structure in the NC tribo-layer (Fig.
4E) suggests that many dislocations block each other and locally raise the energy, which, in turn, drives their own reorganization into sub/low-angle GB and accelerates new grain growth [
2]. Some dislocation-free ultrafine grains provide additional evidence for dynamic recrystallization, as new grains consume existing dislocations in this region prior to their nucleation. Moreover, HRTEM image and its corresponding FFT/IFFT inside the grains (Fig.
4E
1) indicate that higher-order multiple DTs with polarity are activated. Nano-scale twin boundaries (TBs) refine the microstructure into an alternating laminar twin-matrix structure by providing high-angle GBs in the parent grains [
13]. Thus, the significant grain refinement in the NC tribo-layer benefits from the interaction of dislocations and nano-scale DTs during plastic deformation. Long-range back stress can accumulate dislocations at the interface while constantly strengthening the A1 grains. HRTEM image and its corresponding IFFT (Fig. S15) show that the atomic arrangement in the vicinity of GB for nano-coupled grains is quite different from that before wear. There are a lot of distortions and misfit dislocations at the interface, which can act as accessional edge-pinning points to hinder dislocation climbing and slipping. These dislocations that accumulate at the semi-coherent interfaces of the nano-coupled grains further strengthen the NC tribo-layer. Thus, actual strength increment obtained for the NC tribo-layer should exceed the results shown in the Fig.
4D. It is worth mentioning that the NC tribo-layer in the NiX does not suffer from collapse-like localized fracture and delamination as in other nanograined alloys, which is attributed to the spatial composition undulation in the matrix increasing the strain-rate sensitivity and causing sluggish dislocation motion due to dislocation interlocking, thereby promoting the dislocation storage capacity of the friction interface during sliding [
54]. As the depth extends to the UFG tribo-layer, multiple SFs and DF-mediated deformation modes are observed (Fig.
4F and G), albeit with a decrease in dislocation density. Concretely, a widespread class of parallel SF bundles, with an average spacing of 10 nm, were observed in the topmost A1 grain of the UFG tribo-layer (Fig.
4F), which decreases in the spatial density with increasing the depth. Numerous SFs belong to {111}
A1 type across the nano-coupled grain and intersect with some short SFs along another {111}
A1 slip system to form unique nano-spaced SF networks. HRTEM observations (Fig.
4F
1) and Fig. S16a) reveal significant storage and interaction of Shockley partial dislocations near the A2 phases. The A2 phases mediate the plastic deformation in the UFG tribo-layer through the interlaced SF network around them, which is distinct from the deformation mechanism in the NC tribo-layer. Concurrently, an immobile stair-rod dislocation along the non-slipping plane, the so-called the sessile Lomer-Cottrell (LC) locks, is initiated by the intersection between the two leading partial dislocations [
29], as shown in Fig.
4F
1 and Fig. S16b. Besides, the crossing diffraction fringes in the FFT pattern of the [011] zone axis (Fig.
4F
2 and Fig. S16b) and the representative stacking sequence in its IFFT (Fig.
4F
3) further verify the existence of intersected SFs. These SF networks and LC locks can not only refine the microstructure but also evolve into Frank-Read sources that motivate dislocation multiplication, achieving a progressive and stead work hardening in the UFG tribo-layer of the NiX [
54,
55]. As the depth increases to the bottom of the UFG tribo-layer (Fig.
4G), the influence of multiple SFs on the microstructure gradually weakens. However, there are large numbers of parallel lamellae detected in this region. The main components of these lamellae are DTs, as evidenced by the SAED (Fig.
4G). Close-up atomic-resolution HAADF-STEM view (Fig.
4G
1) and IFFT (Fig.
4G
2 and G
3) reveal that each individual long lamellae interface consists essentially of a high density of nanoscale DTs with a few SFs, which are formed along the {111}
A1 habit plane. Measurements of the thickness between adjacent TBs show an extremely smaller value, viz., below 1 nm on average, corresponding to a super high average twin density (~2 × 10
9 m
-1) in the lamellae. The thickness of these DTs is quite small, even below the supra-nano range (1 to 10 nm) [
56]. These coherent TBs obey the Burgers orientation relationship with the hierarchical A2 phase, by which the direction of TB and close-packed plane of A2 phase are parallel. The high density of nanoscale DT subdivides the microstructure around the A2 phase into a sub-1-nm-thick twin/matrix lamellar nanostructure. The densely stacked TB arrays are able to substantially hinder dislocation motion, providing increased strength while improving thermal/mechanical stability through the release of internal stress and strain energy [
30,
57]. Also, they can serve as extra independent shear carriers to further offer additional kinematic degrees of freedom for dislocation transmission inside the nanotwinned regions, effectively enhancing the plastic deformability of the material [
56,
58]. From the above, we rationalize that the extremely high density of SFs and DT/TB-mediated plastic deformation are mainly responsible for the excellent wear resistance and load-bearing capacity of the UFG tribo-layer. The formation of both multiple SFs and nanoscale DTs is associated with the competition between the slip of full dislocations and the emission of partial dislocations [
30]. More intriguingly, the hierarchical A2 nanoprecipitates play a pivotal role in activating the interplay of partial dislocations in the UFG tribo-layer. The following four factors contribute to the propensity for extensive SF or DT interactions in the vicinity of the A2 phase. First of all, the high probability for partial dislocations and SFs/DTs nucleation may stem from the complex chemical features and hierarchical architecture inherent to NiX, in which the saliently rugged local atomic environments associated with low stacking fault energy (SFE) are created at the nanoscale. One of the effective strategies to activate SF and DT during deformation is to reduce the SFE of the system by tuning the composition [
30]. According to classical Orowan relation [
59], as the SFE decreases, the partial dislocation activity becomes more favored, while the full dislocation activity is substantially suppressed. The small regions with reduced SFE may form around the A2 nanoprecipitates due to the depletion of high-SFE elements (Ni and Al) [
55]. Second, the dislocations cut through the hetero-interface between A1 and A3 phases (Fig. S15), whereas they are pinned by the A2 nanoprecipitates (Fig. S16). These hierarchical A2 phases dramatically strengthen the friction interface through dislocation bypassing, resulting in high strain hardening, which, in turn, interrupts the local strain softening and damage initiation caused by the shearable matrix phase [
5,
50]. At higher sliding-induced deformations, high stress level, which arises from the complex interactions between dislocations and nanoprecipitates, is capable of activating DTs even in the A1 phase with high SFE [
60]. The ensuing formation of nano-DTs allows for the continuous accumulation of dislocations as sustainable sources of high-density dislocation storage, further hardening and toughening the worn subsurface layer [
10,
56]. Third, incompatible plastic deformation in the heterostructure consisting of A1 to A3 nano-coupled grains and hierarchical A2 nanoprecipitates is accompanied by a graded stress/strain state with the uneven strain partitioning and the presence of the back stress, especially at the early stage of sliding-induced plastic deformation [
49]. Microscopically, the piling up of long-range back stresses around the A2 phases tend to trigger more GNDs and stronger local stress fields, which boost the lattice distortion energy [
30,
53]. This endows the internal driving force for partial dislocations to slip out of equilibrium separation while progressively retaining dense SFs/DTs [
30,
54]. Last but not least, previous studies have demonstrated that local stress concentrations during plastic deformation are expected to increase the probability of partial dislocation activity [
61]. It is trivial to instigate localized stress concentrations during the hetero-deformation controlled by the current nano-coupled grains. As the example in the Fig. S17a and b, sparse DTs are observed in certain regions, proving that the local stress in these regions reaches the critical resolved shear stress required for twin nucleation [
58]. Taken together, the intrinsic heterostructures of the NiX have an appreciable potential to activate partial dislocations and the resultant SF/DT interactions during sliding-induced plastic deformation. Apart from the gradient recrystallized tribo-layer, the surface oxides formed during wear also affect the wear resistance of NiX. Since we incorporated a high concentration of oxidation-prone elements in the NiX, some discontinuous nano-scale oxide layers are formed on the top surface (Fig. S17c and d), which may be considered as dispersed reinforcing phases to further suppress the deformation. All intrinsic heterostructures in NiX, including A1 to A3 nano-coupled grains and hierarchical A2 nanoprecipitates, jointly mediate frictional loading, creating the spatial playground for triggering a strong NC tribo-layer and the resultant formation of a deformable UFG tribo-layer to accommodate elastic–plastic deformation. This competition and coexistence of multiple deformation pathways along the depth direction of the frictional stress is beneficial to gradually release the stress concentrations at the friction interface and thus eliminates wear. The mentioned strengthening mechanisms are also the fundamental reason for the high
H,
H/
E, and
H3/
E2 obtained on the worn surface of NiX during sliding.