OmniAgent — Enterprise Autonomous Multi-Agent Knowledge Swarm
Multi-agent AI workflow orchestration platform automating complex technical RFP reviews, contract risk analysis, and ERP data sync.
Engineering and legal evaluation hours reclaimed annually
Factual precision rate verified by human-in-the-loop audit
Semantic hybrid vector search retrieval across 40M+ documents
Confidential enterprise computing with strict role-based access
Project Overview
AltosForge developed OmniAgent, a distributed multi-agent system deployed on confidential on-premise GPU clusters. The platform coordinates specialized autonomous agent teams that ingest 40M+ pages of engineering blueprints, regulatory filings, and SAP ERP databases, generating verified technical proposals and compliance audits with 99.4% factual precision.
Knowledge Trapped in Siloed Legacy ERPs and Lengthy Bidding Cycles
Senior aerospace and industrial engineers spent 15+ hours weekly searching through fragmented SharePoint, SAP, and legacy PDF repositories.
Multi-million dollar government and commercial RFPs required 3 to 4 weeks of cross-departmental coordination, limiting bid capacity.
Off-the-shelf generative AI models suffered from catastrophic hallucinations and lacked cryptographic source attribution.
Strict defense and proprietary IP regulations prohibited sending corporate documents to public third-party LLM APIs.
Directed Acyclic Graph (DAG) Multi-Agent Swarm with Local Vector Verification
We built a private on-premise agent orchestration architecture using LangGraph, fine-tuned open-weights models, and hybrid vector indexing.
Multi-Agent DAG Orchestrator
Task decomposition pipeline assigning sub-tasks across Ingestion, Analytical, Cross-Reference, Critic, and Synthesizer agent swarms.
Milvus + Sparse BM25 Hybrid Index
Sub-second search engine indexing 40 million technical documents with dense embeddings and exact keyword matching.
Dual-Agent Fact-Checking & Citation Engine
Every output statement is cross-verified against source document coordinates before presentation to human reviewers.
On-Premise vLLM GPU Inference Cluster
Secure Kubernetes GPU cluster running quantized enterprise models with zero external internet egress.
Technology Stack & Infrastructure
OmniAgent transformed how our engineers access technical IP. What used to take three senior directors two weeks is now verified in under ten minutes with complete mathematical citations.
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