Bridging research labs and operational reality. Embedding, integrating, and optimizing frontier AI systems inside existing infrastructure.
Operating like SWAT teams for software infrastructure. No slide decks, no advisory handoffs. Engineers embed directly with client engineering, write production code, stress-test environments, eliminate bottlenecks, and harden infrastructure far beyond initial baselines. Paid strictly for outcomes, not outputs.
Frontier AI systems embedded directly into the production environments of the world's most demanding enterprises and defense institutions.
Frontier AI doesn't fail on raw reasoning capability—it fails at the integration boundary with air-gapped VPCs, legacy SCADA/ERP protocols, and dirty telemetry. Here is where Forward Deployed Engineers (FDEs) write code, optimize kernels, and ship frontier models directly inside enterprise infrastructure.
Aircraft maintenance depots suffered from multi-week turnaround times caused by disjointed maintenance logs, legacy supply databases, and zero-internet classified operating restrictions.
FDEs deployed on-site inside air-gapped SCIF environments. Stood up sovereign on-prem GPU nodes running quantized Llama 3.1 405B and DeepSeek-R1. Built isolated vector retrievers indexing 40+ years of technical orders and part maintenance logs with sub-second retrieval.
Over 10,000 deepwater extraction and refinery rotating assets generated continuous high-frequency acoustic and vibrational sensor streams with zero centralized anomaly forecasting.
FDEs wrote high-throughput streaming consumers connected directly into OSIsoft PI and SCADA historians. Fused frontier multimodal models to parse vibrational and thermal waveforms in real time, alerting operators 72 hours prior to mechanical failure.
Accelerating adoption of distributed solar, battery microgrids, and EV fast chargers introduced high-volatility harmonic fluctuations across 5M+ AMI smart meters and substation transformers.
Engineered an event-driven inference gateway inside private VPC boundaries. Frontier models ingest real-time feeder telemetry and execute deterministic state-estimation passes every 10 seconds to preempt feeder overload and balance substation routing.
Procurement teams struggled under hundreds of thousands of multi-page technical purchase orders, cross-border tariff updates, and raw material spec sheets trapped in SAP ERP silos.
FDEs embedded directly with supply chain leads, integrating frontier document reasoning models into SAP NetWeaver and Oracle ERP pipelines with formal verification guardrails to automatically catch pricing discrepancies across 100,000+ line items.
Clinker manufacturing kilns operating at 1,400°C suffer from variable fuel composition, raw meal consistency drifts, and multi-million dollar thermal refractory outages.
Placed ruggedized edge compute nodes directly into plant control rooms. Connected frontier reasoning models via OPC-UA to continuously adjust fuel feeder rates and kiln draft speeds in real-time, cutting fuel burn while keeping clinker quality within tight laboratory tolerances.
Adjudicating complex prescription benefits and prior authorization requests required manual clinician review against complex formulary criteria with strict HIPAA compliance liabilities.
Deployed an air-gapped, zero-retention clinical reasoning pipeline inside confidential compute enclaves. Stripped all PHI prior to model ingestion and cross-referenced claims against real-time clinical formularies with cryptographic audit receipts.
Map the enterprise data landscape and identify high-conviction workflows where AI drives immediate ROI.
Splice chosen frontier models directly into legacy enterprise systems (SAP, Salesforce, Custom APIs).
Optimize for inference latency, compute cost, and strict security with comprehensive adversarial red-teaming.
Enable internal engineering teams with complete operational sovereignty and full codebase ownership.
Embedded frontier AI across 10,000+ critical upstream and downstream production assets worldwide.
Scaled predictive maintenance algorithms across strategic bomber and fighter fleet depot pipelines.
Optimized multi-tier supplier networks, purchase orders, and lead time visibility across global hubs.
Fused sensor telemetry with enterprise AI models for real-time cement production failure prevention.
Enterprise AI platform processing and analyzing real-time telemetry from smart meter infrastructure.
They didn't act like consultants. They acted like internal staff engineers, on call, in the codebase, at 2am during the cutover.
Two failed vendor attempts preceded this engagement. This team isolated the actual architectural bottleneck in a week and shipped the fix in a month.
The hand-off was the best part. Internal teams were trained so thoroughly that zero escalation calls were needed post-cutover.
The forward deployment runtime, integration connectors, and orchestration harness are 100% open source. Whether deploying sovereign open-weight models (Llama, DeepSeek, Mistral) or bridging closed frontier APIs (OpenAI, Anthropic, Google), underlying execution infrastructure remains fully auditable, self-hostable, and free of vendor lock-in.
Ultra-permissive runtime connectors. Embed frontier model pipelines directly into proprietary software or custom services with zero friction.
Built-in patent grant protection and trademark safeguards designed specifically for enterprise compliance and legal review.
Sovereign control over your deployment runtime. Swap models freely, run on-premises, air-gapped, or across private cloud environments with zero platform fees.
Forward deploying frontier models requires an unyielding foundation across two core enterprise environments: Cloud Hyperscaler & Silicon Infrastructure, and Enterprise Core & Mission-Critical Systems.
Dedicated Bedrock PrivateLink endpoints, AWS GovCloud air-gapped VPC boundaries, and high-concurrency SageMaker inference clusters.
Direct Azure OpenAI Service enterprise integration, sovereign cloud enclaves, and confidential multi-party compute clusters.
Vertex AI model garden integration, TPU v5p inference topologies, and sovereign EU data residency infrastructure.
Blackwell & Hopper FP8/FP4 micro-scaling kernels, TensorRT-LLM optimization, and DGX Cloud air-gapped acceleration.
Native connectors into SAP NetWeaver, S/4HANA, and BTP for autonomous supply chain reasoning and procurement auditing.
Autonomous IT service management, automated incident remediation workflows, and cross-enterprise digital action triggers.
Tactical air-gapped avionics integration, sovereign model weights on mission hardware, and F-35 depot logistics AI.
Co-engineered energy technology platform for upstream/downstream oil & gas sensor telemetry and global inventory intelligence.
Engineered for outcomes and mission velocity. Forward Deployed Engineers embed directly with internal technical teams from initial recon to production cutover.