Multi-Agent Voice Handoffs: How CallSphere Routes 37 Agents
37.6% of companies plan to fully replace IVRs with AI triage agents in 2026. Here is the handoff pattern CallSphere runs across 6 verticals.
Agentic AI, LLM engineering, and the models behind modern automation — multi-agent systems, LLM evaluation and comparisons, RAG, fine-tuning, AI infrastructure, security, and production AI engineering.
From the blog
37.6% of companies plan to fully replace IVRs with AI triage agents in 2026. Here is the handoff pattern CallSphere runs across 6 verticals.
OCR's Risk Analysis Initiative is the second-most-active enforcement track. Applying the Security Rule risk analysis methodology to an AI voice agent forces every assumption out into writing — which is the whole point.
ConnectWise Sidekick ships 70+ AI-assisted actions and Service AI now triages across 6 PSAs. Here is how a CallSphere voice agent creates, updates, and resolves tickets in ConnectWise PSA.
The November 2025 MCP spec mandates OAuth 2.1 with PKCE for public remote MCP servers. We unpack RFC 9728, S256 challenge, resource indicators, and the patterns to ship safely.
pgvector 0.8 with binary quantization cut HNSW build time 150x and hits 471 QPS at 99% recall on 50M vectors. Here is the production tuning guide for Postgres-shop teams.
Generate a CycloneDX SBOM + ML-BOM for an AI voice agent, attest SLSA provenance with cosign, verify with policy in Kubernetes via Kyverno. Real CI YAML and policy.
Google launched Ask Maps in March 2026 with conversational map results. Here is how 2026 chat agents render store locators, directions, and place cards inline.
How TDRA's licensed-VoIP-only regime, the e& and du PSTN gateway requirement, the 2025-2026 outbound-call approval rules, and the Do Not Call Registry shape AI voice agents in the UAE.
The 2026 verdict on CallSphere vs Vapi: who wins, on what evidence, and which buyer profile each platform fits — plus a decision matrix.