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Client
Client
DECADE-PROVEN MACHINE LEARNING • ZERO-ERROR AGENTIC AI

Enterprise AI engineered without the errors.

While others wrap fragile APIs, we build deterministic multi-agent swarms and sovereign private AI backed by a decade of machine learning experience.

Explore Enterprise AI Solutions
Agents
Models
Knowledge
Security
Autonomous Agent Telemetry ⌘K
Air-Gapped Private Cluster
Live: Sub-42ms
⚡ Active Agent Workflows
📊 Model Inference (vLLM)
🛡️ Zero-Hallucination Guardrails
📜 Cryptographic Audit Ledger
TASK / AUTONOMOUS AGENT INTEGRATED ENVIRONMENT EXECUTION STATUS VERIFICATION LATENCY METRICS & DRIFT
⚡
Autonomous Reconciliation Agent
Multi-ledger automated matching & anomaly isolation
 SAP • Oracle Core
Running (Active Swarm)
Verified (AST Validated) 38ms
↑ 99.98% deterministic
📦
Procurement Specialist Agent
Commodity pricing telemetry & automated PO negotiations
 Global Supply Chain
Completed
Zero Egress Certified 42ms
↑ 0% Schema Drift
🧬
Clinical Triage Agent
Air-gapped on-premise EHR parsing & diagnostics synthesis
 Sovereign GPU Node
Verified (AST Validated)
HIPAA • Zero Egress 29ms
🛡️ 100% On-Premise
⚙️
Code Refactoring Swarm
AST translation of legacy monolith codebases to microservices
 COBOL • Java • PHP
Running (Batch 14/20)
Unit Tests 100% Passed 34ms
✓ Zero Hallucinations
Telemetry: 142,850 agent actions processed • 0 schema errors detected
Throughput: 2,480 tokens/sec P99 Latency: 42ms Inference: vLLM / FP8 AWQ
Autonomous Agent Telemetry ⌘K
Air-Gapped Private Cluster
Live: Sub-42ms
⚡ Active Agent Workflows
📊 Model Inference (vLLM)
🛡️ Zero-Hallucination Guardrails
📜 Cryptographic Audit Ledger
TASK / AUTONOMOUS AGENT INTEGRATED ENVIRONMENT EXECUTION STATUS VERIFICATION LATENCY METRICS & DRIFT
⚡
Autonomous Reconciliation Agent
Multi-ledger automated matching & anomaly isolation
 SAP • Oracle Core
Running (Active Swarm)
Verified (AST Validated) 38ms
↑ 99.98% deterministic
📦
Procurement Specialist Agent
Commodity pricing telemetry & automated PO negotiations
 Global Supply Chain
Completed
Zero Egress Certified 42ms
↑ 0% Schema Drift
🧬
Clinical Triage Agent
Air-gapped on-premise EHR parsing & diagnostics synthesis
 Sovereign GPU Node
Verified (AST Validated)
HIPAA • Zero Egress 29ms
🛡️ 100% On-Premise
⚙️
Code Refactoring Swarm
AST translation of legacy monolith codebases to microservices
 COBOL • Java • PHP
Running (Batch 14/20)
Unit Tests 100% Passed 34ms
✓ Zero Hallucinations
Telemetry: 142,850 agent actions processed • 0 schema errors detected
Throughput: 2,480 tokens/sec P99 Latency: 42ms Inference: vLLM / FP8 AWQ
Autonomous Agent Telemetry ⌘K
Air-Gapped Private Cluster
Live: Sub-42ms
⚡ Active Agent Workflows
📊 Model Inference (vLLM)
🛡️ Zero-Hallucination Guardrails
📜 Cryptographic Audit Ledger
TASK / AUTONOMOUS AGENT INTEGRATED ENVIRONMENT EXECUTION STATUS VERIFICATION LATENCY METRICS & DRIFT
⚡
Autonomous Reconciliation Agent
Multi-ledger automated matching & anomaly isolation
 SAP • Oracle Core
Running (Active Swarm)
Verified (AST Validated) 38ms
↑ 99.98% deterministic
📦
Procurement Specialist Agent
Commodity pricing telemetry & automated PO negotiations
 Global Supply Chain
Completed
Zero Egress Certified 42ms
↑ 0% Schema Drift
🧬
Clinical Triage Agent
Air-gapped on-premise EHR parsing & diagnostics synthesis
 Sovereign GPU Node
Verified (AST Validated)
HIPAA • Zero Egress 29ms
🛡️ 100% On-Premise
⚙️
Code Refactoring Swarm
AST translation of legacy monolith codebases to microservices
 COBOL • Java • PHP
Running (Batch 14/20)
Unit Tests 100% Passed 34ms
✓ Zero Hallucinations
Telemetry: 142,850 agent actions processed • 0 schema errors detected
Throughput: 2,480 tokens/sec P99 Latency: 42ms Inference: vLLM / FP8 AWQ
Autonomous Agent Telemetry ⌘K
Air-Gapped Private Cluster
Live: Sub-42ms
⚡ Active Agent Workflows
📊 Model Inference (vLLM)
🛡️ Zero-Hallucination Guardrails
📜 Cryptographic Audit Ledger
TASK / AUTONOMOUS AGENT INTEGRATED ENVIRONMENT EXECUTION STATUS VERIFICATION LATENCY METRICS & DRIFT
⚡
Autonomous Reconciliation Agent
Multi-ledger automated matching & anomaly isolation
 SAP • Oracle Core
Running (Active Swarm)
Verified (AST Validated) 38ms
↑ 99.98% deterministic
📦
Procurement Specialist Agent
Commodity pricing telemetry & automated PO negotiations
 Global Supply Chain
Completed
Zero Egress Certified 42ms
↑ 0% Schema Drift
🧬
Clinical Triage Agent
Air-gapped on-premise EHR parsing & diagnostics synthesis
 Sovereign GPU Node
Verified (AST Validated)
HIPAA • Zero Egress 29ms
🛡️ 100% On-Premise
⚙️
Code Refactoring Swarm
AST translation of legacy monolith codebases to microservices
 COBOL • Java • PHP
Running (Batch 14/20)
Unit Tests 100% Passed 34ms
✓ Zero Hallucinations
Telemetry: 142,850 agent actions processed • 0 schema errors detected
Throughput: 2,480 tokens/sec P99 Latency: 42ms Inference: vLLM / FP8 AWQ

Enterprise AI that scales without errors

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Deterministic multi-agent workflows with programmatic validation, eliminating hallucinations across enterprise operations.

99.98%

Schema adherence & zero hallucination
Decade-deep machine learning heritage, training neural models and enterprise systems long before the recent generative wave.

10+ Yrs

Continuous deep learning & enterprise systems experience
Air-gapped sovereign models deployed on private GPUs with complete security and zero external data egress.

100%

Data sovereignty & corporate privacy
Insight
THE PRODUCTION REALITY

Why 85% of enterprise AI pilots fail in production—and how we engineer the remedy.

  • Zero-hallucination AST schema validation before any action executes.
  • Sub-45ms inference latency via quantized private Small Language Models.
  • Hybrid GraphRAG uniting vector similarity with verifiable citations.
  • Native enterprise API connectors into SAP, Oracle, and SQL databases.
  • Military-grade guardrails preventing prompt injection and data leakage.
Get Started
Book a Call

Proven AI architectures for mission-critical operations.

Autonomous Financial Reconciliation Swarms
Multi-agent systems that autonomously parse multi-source bank statements, ledger entries, and invoices across 140+ currencies, matching records with 99.98% deterministic precision and instantly isolating compliance anomalies.
Sovereign Clinical & Regulatory AI Engines
Fully air-gapped on-premise models that ingest unstructured patient histories, lab diagnostics, and pharmaceutical research, generating auditable summaries under strict HIPAA/GDPR compliance with zero external data egress.
Autonomous Procurement & Sourcing Agents
Autonomous agent networks that analyze vendor quotes, fluctuating commodity prices, and supply line telemetry in real time—autonomously negotiating purchase orders and preventing stockouts before they occur.
Legacy Monolith AI Transformation
Deterministic AST-level code translation engines that dissect legacy COBOL, Java, or PHP monoliths, refactoring them into decoupled, cloud-native microservices with automated unit test generation.
Insight

Our Core AI Engineering Capabilities & Technical Disciplines

Multi-Agent System Architecture & Orchestration
We design autonomous agent clusters utilizing LangGraph, AutoGen, and custom deterministic DAG state machines. Agents act as planners, executors, code-verifiers, and critics—collaborating to solve complex enterprise workflows with programmatic guardrails.
Insight
Sovereign & Local Model Engineering (vLLM / LoRA)
We fine-tune open-weight models (Llama 3, Mistral, DeepSeek) using LoRA/QLoRA and quantize them (AWQ, GGUF) for high-throughput inference on private Nvidia H100/L40S clusters, achieving superior domain accuracy with complete corporate privacy.
Insight
Enterprise GraphRAG & Hybrid Knowledge Retrieval
Traditional vector databases hallucinate because they lack relational context. Our GraphRAG architecture combines vector embeddings, knowledge graphs, and cross-encoder re-ranking for verifiable source citations.
Hybrid Vector & Graph RAG
Continuous evaluation pipelines, automated red-teaming, and sub-millisecond guardrails ensuring production stability.
Deterministic Guardrails
Continuous evaluation pipelines, automated red-teaming, and sub-millisecond guardrails ensuring production stability.
Low-Latency vLLM Serving
Continuous evaluation pipelines, automated red-teaming, and sub-millisecond guardrails ensuring production stability.
Enterprise Observability
Continuous evaluation pipelines, automated red-teaming, and sub-millisecond guardrails ensuring production stability.
Insight
Insight
Insight
Insight

Validated in high-stakes production environments

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Young man with short brown hair and blue glasses wearing a gray and blue knit sweater looking at the camera.
“Futurix deployed an air-gapped multi-agent swarm that cut our financial audit backlog by 94% with zero hallucinations.”
Julian Vance
Chief Technology Officer, Tier-1 FinTech
Smiling man with curly hair, beard, and glasses wearing a mauve sweatshirt against a mauve background.
“They understood enterprise machine learning years before GenAI became trendy. It paid for itself in less than four months.”
Dr. Elena Rostova
VP of Digital Transformation, Global Logistics Group
Smiling man with curly hair wearing round glasses, a light blue cap, and a white knitted sweater against a gray background.
“Deploying AI in healthcare requires 100% data sovereignty. Futurix delivered flawless on-premise execution.”
Alistair Sterling
Chief Information Officer, Healthcare Consortium
Smiling young man with glasses, light brown hair pulled back, and a short beard wearing a maroon sweater.
“Seamless collaboration with designers   and web applications.
Linda Wu
Frontend Developer at CodeCrafters

Connect with your everyday tools

Meet the system for modern software development issues, projects, and product roadmaps.
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Authoritative Engineering Guides & Multi-Agent Blueprints

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Ready to deploy production-grade AI that drives real enterprise revenue?

Skip the amateur hype and fragile API wrappers. Partner with engineering veterans who have spent years mastering reliable, hallucination-free artificial intelligence.
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Trusted by engineering leaders across Finance, Healthcare, Retail, and Manufacturing.
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