This invention discloses an integrated
information processing method,
system, electronic device, and storage medium based on multi-valued states, non-uniform weight mapping, and closed topological constraints. The method maps input information into multi-valued discrete state nodes and constructs a closed topological network including independent closed loops, positional closed constraint spaces, mirror loops, and / or hierarchically nested loops. It generates a background reference state, intrinsic pointing flow, and non-uniform weights based on preset rules and / or residual feedback. Based on the background reference state, the closed topological network, and the dimensional hedging mechanism, it performs polarity cancellation, mirror hedging, cross-dimensional compensation, orthogonal projection residual calculation, sliding offset compensation, and structural
fingerprint generation on the state nodes. It performs closure determination based on local residuals, global residuals, cross-loop consistency, cross-dimensional consistency, tolerance thresholds, and stability windows. When the closure condition is met, it triggers deterministic early termination, decision output, reconstruction output, or locked output based on consistency
verification and / or closure determination; when the condition is not met, it triggers blocking, correction,
path switching, connection rearrangement, parameter refeedback, weight redistribution, or topological reconstruction. This solution can uniformly realize encoding, compression,
verification,
inference, secure output and reconstruction
recovery, and is applicable to processors, programmable logic devices, dedicated logic circuits and in-memory computing arrays.