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Engineering services

Tailored enterprise AI solutions.

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01 // Services6 Production Architectures
01 / Enterprise SoftwareAutonomous Systems
99.9% Task Execution Reliability

Bespoke Enterprise AI & Agentic Systems

We architect autonomous agent systems and bespoke LLM applications that integrate directly into your daily operational workflows. Unlike generic wrappers, our systems feature deterministic validation layers, multi-step goal planning, and real-time self-correction kernels.

Key Deliverables & Specifications
  • Custom multi-agent workflows with automated self-correction
  • Domain-specific decision engines and operational assistants
  • Deterministic validation kernels preventing hallucinations
  • Production-grade gRPC/REST APIs and microservices
Verified Stack & Kernels
LangGraphDeepSeek/Llama KernelsvLLMRust/C++ Runtime
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02 / Deep LearningPrivate Weights
98.8% Domain Accuracy

Proprietary Model Pre-Training & Domain Adaptation

General models lack specific domain vocabulary and trade secrets. We fine-tune and continually pre-train foundation models on your internal documents, codebases, and databases. All model weights and checkpoints remain your exclusive intellectual property.

Key Deliverables & Specifications
  • Continual pre-training on industry-specific enterprise corpora
  • LoRA, QLoRA, and full-weight parameter adaptation
  • RLHF / DPO (Direct Preference Optimization) aligned to corporate policies
  • Proprietary model weights delivered with 100% IP ownership
Verified Stack & Kernels
PyTorchFlashAttention-3DeepSpeed ZeRO-3Megatron-LM
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03 / Enterprise InfrastructureAir-Gapped & Secure
Zero External Egress

On-Premise & Legacy Systems Integration

We bring intelligence to your existing corporate stack without disrupting production data pipelines. Our deployments operate strictly within your security boundary with zero telemetry and zero external internet egress.

Key Deliverables & Specifications
  • 100% air-gapped deployment with zero external internet dependencies
  • Native integration with SAP, 1C, Oracle, PostgreSQL, and Data Lakes
  • Enterprise SSO, RBAC, and cryptographically signed audit logs
  • Automated ETL pipelines and vector search indexing for internal knowledge
Verified Stack & Kernels
Docker / KubernetesSAP / 1C ConnectorsQdrant / MilvusAir-Gapped Enclaves
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04 / Silicon & EdgeSilicon Optimized
< 50ms TTFT Latency

Custom Silicon Acceleration & Extreme Quantization

Deploying massive models on standard hardware leads to unacceptable latency and bloated server bills. We write custom hardware kernels and apply aggressive INT4/INT8/FP8 quantization so models run at blazing speeds on client devices and private clusters.

Key Deliverables & Specifications
  • INT4, INT8, FP8, and AWQ quantization with near-zero perplexity degradation
  • Custom Metal and CoreML kernels for Apple Silicon chips
  • TensorRT-LLM and Triton Inference Server optimization for NVIDIA clusters
  • Sub-50ms Time-To-First-Token (TTFT) and 3-5x lower memory footprint
Verified Stack & Kernels
Apple Metal/CoreMLNVIDIA TensorRT-LLMQualcomm NPU SDKllama.cpp / vLLM
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05 / Security & ComplianceRed-Teaming & Audit
0.00% Data Leakage

Enterprise AI Security, Red-Teaming & Guardrails

Enterprise deployment requires ironclad security. We conduct rigorous red-teaming audits, deploy deterministic firewall guards around model inputs/outputs, and enforce mathematical verification to eliminate vulnerabilities.

Key Deliverables & Specifications
  • Adversarial red-team stress testing and vulnerability reports
  • Deterministic input/output filtering guards (Zero-leak DLP)
  • Formal verification using logic solvers (Lean 4, Z3)
  • ISO/IEC 42001 and enterprise compliance readiness documentation
Verified Stack & Kernels
Lean 4Z3 SMT SolverGuardrails AICryptographic Hashing
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06 / Scale & ReliabilityHigh Concurrency
99.99% Cluster Uptime

High-Throughput Distributed Inference Clusters

We design and operate resilient inference clusters with speculative decoding, dynamic batching, and multi-node GPU orchestration to maintain high throughput and minimal operating cost under extreme load.

Key Deliverables & Specifications
  • Autoscaling GPU/NPU worker pools with dynamic request batching
  • Speculative decoding and continuous batching pipelines
  • Real-time latency, throughput, and token-cost monitoring dashboards
  • 24/7 dedicated engineering support and on-call SLA
Verified Stack & Kernels
Ray ServeKubernetesPrometheus/GrafanaEnvoy Gateway
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02 // Sovereign Standards

Enterprise Deployment Standards

100% Sovereign Weights & IP

All fine-tuned weights, training scripts, and custom architectures belong solely to your organization.

Strict Air-Gapped Operation

Zero telemetry, zero third-party API dependencies. Runs securely within your isolated network boundary.

Deterministic Guardrails

Outputs are mathematically and logically validated before hitting critical business systems.

Hardware-Tailored Efficiency

Squeezes maximum performance out of existing hardware, drastically lowering capital and electricity costs.

03 // Deployment Protocol

Technical Engagement Roadmap

From architectural audit to production deployment in weeks, not quarters.

Phase 01Week 1

Architecture & Feasibility Audit

We analyze your infrastructure, data security requirements, hardware constraints, and business KPIs.

MILESTONE VERIFIED
Phase 02Weeks 2-3

Prototype & Fine-Tuning Benchmark

Custom model adaptation on a sealed test dataset with quantitative accuracy and latency benchmarks.

MILESTONE VERIFIED
Phase 03Weeks 4-5

On-Premise Deployment & Hardening

Integration into internal ERP/CRM systems, air-gapped security lockdown, and load testing.

MILESTONE VERIFIED
Phase 04Ongoing

Production Handover & 24/7 SLA

Full code and weight handover, internal engineering training, and mission-critical operational support.

MILESTONE VERIFIED

Ready to deploy sovereign AI across your enterprise?

Schedule a confidential technical discovery call with our principal AI engineers.

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