Primary-source writeups from production deployments: air-gapped inference architectures, FP8/FP4 kernel tuning at enterprise scale, deterministic latency engineering, and sovereign model topology. Every paper is grounded in shipped infrastructure, not lab benchmarks.
Architecture and telemetry for deploying quantized Llama 3.1 405B and DeepSeek-R1 on sovereign on-prem GPU nodes inside SCIF environments. Covers FP8 weight layouts, vLLM scheduling under zero cloud egress, and 40-year technical-order retrieval pipelines with sub-second latency.
Reference implementation of a zero-trust gateway embedding OpenAI, Anthropic, and open-weight models into multi-tenant VPCs with hardware security modules, zero plain-text logging, and per-request cryptographic audit receipts. Includes failure-mode and red-team results.
Distributed hybrid inference topologies navigating PIPEDA, GDPR, and SOC2 boundaries across North American and European banking cores. Details region-pinned routing, deterministic egress controls, and latency budgets across mesh hops.
Deployment blueprint for national-scale sovereign LLM clusters serving energy grids, desalination microgrids, and government digital services. Covers capacity planning, isolation domains, and continuity-of-operations for 24/7 inference fleets.
Engineering an event-driven inference gateway inside private VPC boundaries for smart-grid state estimation across 5M+ AMI meter streams. Details continuous 10-second balancing loops, sub-50ms first-token targets, and zero-data-retention constraints.
Head-to-head contrast of native FP16 with vLLM, TensorRT-LLM, and SGLang FP8/FP4 kernels across enterprise reasoning workloads. Live GPU memory pressure, cache eviction profiles, and quantization-aware evals down to task-level deltas.
High-throughput reasoning architectures processing billions of daily UPI and telecom telemetry transactions with zero downtime. Includes stream ordering, idempotent inference caching, and strict domestic data-localization routing.
High-throughput streaming consumers fused into OSIsoft PI and SCADA historians parsing vibrational and thermal waveforms in real time across 10,000+ rotating assets, alerting operators 72 hours prior to mechanical failure with sub-100ms inference.
Hard-constraint decoding, grammar-constrained sampling, and formal verification frameworks applied to frontier model outputs in defense depot logistics, energy grid balancing, and predictive healthcare adjudication pipelines.
Frontier document reasoning models integrated into SAP NetWeaver and Oracle ERP pipelines with formal verification guardrails, automatically catching pricing discrepancies across 100,000+ line items and accelerating review velocity 88%.
Air-gapped, zero-retention clinical reasoning inside confidential compute enclaves. All PHI stripped prior to model ingestion, cross-referenced against real-time formularies with cryptographic audit receipts and HIPAA/SOC2 Type II compliance.
Security research into Crawford & Company's data ecosystem: 100+ Crawford-related projects, 8 core semantic entities, 7 security-relevant tags, and 22 entity-tag relationships. BFSI-aligned threat modeling, multi-jurisdictional regulatory compliance mapping, and RegTech maturity assessment.
Real-time frontier reasoning adjusting fuel feeder rates and kiln draft speeds via OPC-UA on ruggedized plant-edge compute. 3.2% fuel-burn reduction, 40% unplanned downtime cut, clinker quality held within laboratory tolerances.
Papers are released under NDA to qualified enterprise engineering teams, defense institutions, and research labs. Reach out with your organizational context and deployment scope; the team responds within two business days.
