Architecting Digital Sovereignty in the Hybrid AI Era
A blueprint for decoupling enterprise AI from single-provider ecosystems: private multi-node execution, workload-first orchestration, and dynamic policy routing.
Establishing Enterprise Cost Accountability via AI FinOps
An operating model that integrates token-level attribution, multi-provider cost reconciliation, and delivery context directly into the workload fabric.
Governing Production AI: Autonomous SRE and Gateway Security
An intelligent agent security gateway paired with governed autonomous SRE: deterministic guardrails, private telemetry, and an auditable evidence ledger.
Maximizing AI Compute ROI: Advanced GPU Workload Optimization
A structural approach to inference and training optimization: advanced scheduling, dynamic batching, and KV-cache memory management grounded in the vLLM and TensorRT-LLM research.
Automating Continuous AI Evolution: Architecting Autonomous RL Research Loops
A framework for automating reinforcement-learning experiment loops: LLM-proposed code changes, frozen evaluation guardrails, and deterministic version control.
ProofSeam: Evidence for AI Security Decisions
A business white paper and working product concept for specialist-led AI security validation: declared attacker access, defense comparisons, and traceable evidence built on the LLM-Attacker research engine.