hubMulti-Agent Mesh
Three OpenClaw nodes coordinate through typed message passing and MCP bridges for resilient autonomous execution.
Nodes3
Bidirectional paths6
TransportWSS / SOCAT
Production AI Infrastructure
The infrastructure behind everything we build.
Vibrilliant ships autonomous systems in production. Our stack combines multi-agent execution, retrieval intelligence, and resilient APIs into a single operating layer for products and services.
ACTIVE NETWORK
3 NODES · 6 PATHS
CITED RAG · MCP SYNC
Core Systems
Our delivery stack is built around reusable production primitives. Each system is independently useful, but they are designed to work as one cohesive architecture.
psychologyProduction RAG Engine
Retrieval pipelines ingest web, documents, and structured data into source-cited semantic recall for real production use.
Embeddings768-dim nomic
Chunks indexed2,080+
Tenant modeIsolated
apiAgent-First API Gateway
Org-scoped APIs designed for autonomous consumers first, then exposed to humans without duplicate logic or workflows.
AuthBearer token
TenancyOrg isolated
Source typesWeb / Social / RSS
neurologyNeural Synthesis Engine
Adaptive reasoning layer that rewires logic paths during execution so agents can converge faster on viable outcomes.
Sync rate99.82%
Parallel threads16,384
ModeAdaptive
vib-core
Shared Intelligence Layer
Core logic for retrieval, tenancy, billing, and external delivery lives in vib-core so products ship faster with consistent quality and behavior.
Resilient Crawler
Adaptive crawl orchestration with sitemap and feed ingestion for reliable collection under real web conditions.
Strategy: DOMContentLoaded
Vector Retrieval
Native embedding search with source-linked passage recall for verifiable answers and grounded synthesis.
Index: 2,080+ chunks
Multi-Tenant Billing
Subscription lifecycle logic with tenant isolation and idempotent webhook processing for SaaS operations.
Provider: Stripe
Embeddable Widgets
Drop-in external widgets with scoped authentication for cross-site knowledge delivery and capture.
Auth: X-Widget-ID
Memory System
Our memory layer turns every completed task into reusable context. Agents remember what happened, retrieve what matters, and improve how they execute the next cycle.
Persistent Memory
Project decisions, implementation notes, and outcomes are retained across sessions and teams.
Semantic Recall
Agents retrieve relevant patterns and context from prior work instead of re-solving solved problems.
Continuous Improvement
Completed work feeds back into future execution so quality and speed compound over time.
SaaS Intelligence
Opportunity Research in Motion
Weekly market analysis surfaces high-leverage SaaS opportunities and scores them by viability, complexity, and revenue potential.
Top Opportunities (Q3 2026)
AI Coding Spend Orchestration
Cost control and model routing for agentic AI billing volatility.
AI FinOps for Mid-Market
Budget guardrails and spend observability across multi-model stacks.
AI Accounting Firm OS
Workflow orchestration layer for AI-enabled accounting practices.
AI Prior Auth for Practices
Automation for prior authorization bottlenecks in healthcare operations.
AI Controls Governance for SOX
Evidence-driven governance tooling for regulated financial workflows.
Need this level of infrastructure in your product?
We design and deploy production AI systems that are measurable, maintainable, and ready for scale.
Contact our teamarrow_forward