RESEARCH PROGRAMS // DIRECTORY
Swadeshi AI approaches computing as a continuous spectrum: from autonomous software agents reasoning over formal specifications, to defensive cybersecurity boundary verification, to physical analog silicon architectures.
Constructing deterministic multi-step planning runtimes, structured reasoning loops, and verifiable tool-calling harnesses.
Telemetry-driven attack surface modeling, protocol fuzzing, identity containment, and authorized defensive testing frameworks.
High-throughput inference orchestration, KV-cache tiering, structured JSON streaming, and deterministic reliability benchmarks.
Standardized bidirectional client-server interfaces decoupling reasoning models from physical environments and local tools.
Simulating non-clocked, continuous-time differential operations to overcome the von Neumann memory-compute bottleneck.
Long-horizon exploratory studies in transistor layout, mixed-signal design, and custom analog accelerators for machine intelligence.
RESEARCH ARCHIVE
Pre-prints, system specifications, and reproducible benchmark repositories are being compiled. All publications from Swadeshi AI Private Limited undergo rigorous internal verification before public release.
