Ajay Soni

Software Architect and Ai Agents you are the Navigator Author C C# React Python @Enjector Software

I own the architectural process for high-stakes AI agents that protects company margins by ensuring deterministic safety and operational efficiency in environments- Maintainer of https://github.com/enjector/microgpt-c: Zero-dependency GPT-2 engine for edge AI. Sub-1M parameter models train on-device in seconds. Organelle Pipeline Architecture (OPA) coordinates specialised micro-models, achieving high win rates across logic games & financial markets; composition beats capacity- Differentiable Simulation & Digital Twins: Architected a second-order differentiable simulator modelling terrains as continuous manifolds. Developed Branching & Rewind Architecture for non-destructive \"What-if\" analysis, enabling path-dependent scenario evaluation- Massively Parallel Throughput: Engineered stateless, math-pure query kernels optimised for SIMD. Achieved sub-100ns latencies and parallel futures/second for real-time risk assessment; ideal for high-frequency data processing- Low-Latency Engineering: Leveraged C++17 metaprogramming and constexpr for compile-time math. Maximised L1/L2 cache via Data-Oriented Design, ensuring deterministic execution in constrained environments- Deterministic Safety Mediation: Designed \"Policy Scribe,\" a safety layer to enforce constraints nd nudge unsafe intents; mirroring regulatory compliance - Explainable AI (XAI) & Adjoint Methods: Built \"Reasoning Ledger\" for proof of rationale- Immutable Forensic Auditing: Integrated hashing and fixed-point math for bit-perfect reproducibility, supporting \"Digital Autopsies\" and audits- Self-Correcting Agents: Created Recursive Self-Improvement loops detecting \"Logic Drift\" via manifold comparisons. Refined behaviours with Adjoint BPTT while enforcing Lipschitz continuity for stability- Product & IP: Authored \"You Are The Navigator,\" a 4-book AI series. Developed Vector Cards, a React/Python/LLVM-based DSL for orchestrating defensible AI agent workflows.