SIPswarm is the first Session Border Controller designed from the ground up with LLM-first management and real-time bid/ask pricing negotiation. Swarm architecture. Infinite resilience. No big iron required.
SIPswarm rethinks the Session Border Controller from first principles. No legacy assumptions. No inherited limitations.
The first SIP switch where AI is the primary management interface. Ten AI agents per node handle configuration, security, routing optimization, fraud detection, and infrastructure monitoring. The AI managing the platform uses the same infrastructure it manages. Self-referential by design.
LLM-First ManagementInspired by Starlink satellite mesh and military MANET radios. Many small identical nodes replace big expensive switch pairs. No master, no standby, no controller. Every node is expendable. Add a $50/month cloud VM in 5 minutes vs. buy a $500K box with 3-month lead time. Mix cloud and bare metal in one fabric.
Mesh TopologyRedundancy through quantity, not indestructibility. Lose 1 of 12 nodes and you lose 1/12 capacity -- never a platform-wide outage. Sessions migrate invisibly between nodes via SIP re-INVITE. Percolation theory: highly connected meshes can lose 60-70% of nodes before fragmentation.
Linear DegradationTraditional SBCs deploy as two expensive boxes in active/standby or active/active HA. One fails, the other catches everything -- or doesn't. That model is brittle, expensive, and doesn't scale.
SIPswarm replaces that with a mesh of identical, expendable nodes. Every node runs the same software. Every node handles real traffic. There is no special node. Add capacity by adding nodes. Shrink by removing them. Mix $50/month cloud VMs with on-premise hardware in the same fabric.
Modeled on stock exchange trading mechanics. Prices are negotiated in real-time during session setup using custom SIP headers. High speed. Fully auditable. Every round logged immutably.
Bounded by MaxBidRnd to control post-dial delay. Each round narrows the spread between bid and ask until agreement or fallback to rate sheet.
Bilateral proof of rate agreement. Terminator generates on acceptance, originator echoes in ACK and BYE. Immutable audit trail for every transaction.
The same bid/ask framework applies to AI model sessions, voice/video media, and SMS. One negotiation protocol for all three traffic types.
When a node fails in SIPswarm, traffic redistributes across the remaining mesh. Active sessions migrate invisibly via SIP re-INVITE -- endpoints never know it happened. This is not failover. This is a swarm absorbing a loss.
Percolation theory proves that highly connected meshes can lose 60-70% of nodes before the network fragments. A 12-node swarm losing one node loses exactly 1/12 capacity. No cascade. No outage. No pager going off at 3 AM.
From deployment to traffic. Four steps. No big iron. No long procurement cycles.
Spin up cloud VMs, rack bare metal, or both. Every node runs the same image. No configuration differences. Takes minutes.
Nodes discover each other via SIP REGISTER. The swarm self-organizes into a fully connected mesh. Admin coordination runs on SIP over mTLS.
Ten agents per node activate: configuration, routing optimization, security, fraud detection, infrastructure monitoring, provider health, ETL, and protocol diagnostics.
AI model sessions, voice/video, SMS. Real-time bid/ask negotiation. LCR-optimized routing. Rated CDRs generated for every transaction. Financial-grade audit.
The economics and architecture are fundamentally different.
| Traditional SBC | SIPswarm | |
|---|---|---|
| Architecture | 2 boxes, active/standby | N nodes, active/active mesh |
| Cost to start | $250K - $1M+ hardware | $50/month per node |
| Scaling | Buy bigger box (months) | Add a node (minutes) |
| Failure mode | Failover (all or nothing) | Linear degradation (lose 1/N) |
| Management | CLI / Web GUI / NOC staff | LLM-first (AI agents) |
| Pricing | Static rate sheets | Real-time bid/ask negotiation |
| AI traffic routing | Not designed for it | Primary traffic type |
| Infrastructure | Dedicated hardware only | Hybrid cloud + bare metal |
Every node in the fabric runs a full complement of specialized AI agents. A Manager coordinates intra-node operations. A Chief of Staff handles fabric-wide decisions via leaderless quorum consensus. Eight domain agents cover every operational concern.
The AI managing the platform uses the same infrastructure it manages. The LLM agents that configure routing and monitor health are themselves routed through the same bid/ask negotiation engine. Self-referential by design.
"AI improves the rules. The rules run the traffic."
SIPswarm is purpose-built for the AI era. Real-time pricing. Swarm resilience. LLM-first management. No big iron. No legacy baggage.