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LiveKit Transfer Call and Pipecat Handoff Guide: Ending Calls, Warm vs Cold Transfer, SIP REFER vs Bridge
Voice AI Testing
23 min read

LiveKit Transfer Call and Pipecat Handoff Guide: Ending Calls, Warm vs Cold Transfer, SIP REFER vs Bridge

How to end, cold-transfer and warm-transfer calls in LiveKit and Pipecat: SIP REFER vs bridge, real per-minute costs, failure modes and a test matrix.

October 4, 2026Read more
OpenAI Realtime API SIP vs a Media-Stream Bridge: Putting OpenAI Realtime, GPT-Live, or Gemini Live on a Phone Line
Voice AI Testing
24 min read

OpenAI Realtime API SIP vs a Media-Stream Bridge: Putting OpenAI Realtime, GPT-Live, or Gemini Live on a Phone Line

OpenAI Realtime API SIP vs a Twilio media-stream bridge vs LiveKit or Pipecat: barge-in truncation, Gemini Live limits, DTMF, transfers, costs, and tests.

October 4, 2026Read more
LiveKit vs Pipecat vs Dograh: Choosing an Open-Source Voice Agent Stack for In-House Teams
Voice AI Testing
24 min read

LiveKit vs Pipecat vs Dograh: Choosing an Open-Source Voice Agent Stack for In-House Teams

LiveKit vs Pipecat vs Dograh compared by layer: licenses, maintainers, release churn, cost per minute, migration paths and one test harness for all three.

October 4, 2026Read more
Answering Machine Detection for Outbound Voice Agents in LiveKit and Pipecat (and How to Measure It)
Voice AI Testing
25 min read

Answering Machine Detection for Outbound Voice Agents in LiveKit and Pipecat (and How to Measure It)

How AMD works in LiveKit, Pipecat and Twilio, what each error costs per 10k dials, how to time voicemail drops, and how to measure false hang-ups.

October 4, 2026Read more
Pipecat Deployment in Production: A Self-Hosting Blueprint for Phone Agents
Voice AI Testing
25 min read

Pipecat Deployment in Production: A Self-Hosting Blueprint for Phone Agents

Pipecat deployment blueprint for phone agents: process model, Docker and Kubernetes setup, drain-safe deploys, capacity math, and Cloud vs self-host cost.

October 4, 2026Read more
Debugging a LiveKit Latency Issue End to End: Metrics, Waterfalls and Fixes
Voice AI Testing
23 min read

Debugging a LiveKit Latency Issue End to End: Metrics, Waterfalls and Fixes

Fix a LiveKit latency issue: map every metric to a hop, build p50/p95 waterfalls, find what e2e_latency misses, and apply the right fix per segment.

October 4, 2026Read more
Pipecat Interruption Strategy and Smart Turn v3: Settings That Work on Phone Audio
Voice AI Testing
22 min read

Pipecat Interruption Strategy and Smart Turn v3: Settings That Work on Phone Audio

Configure Pipecat interruption strategies, Smart Turn v3, Silero VAD and idle timeouts for 8 kHz phone calls, with latency math and a test plan.

October 4, 2026Read more
Pipecat Twilio Integration (and Telnyx): Media Streams vs SIP, Audio Formats, and the Failures to Test
Voice AI Testing
25 min read

Pipecat Twilio Integration (and Telnyx): Media Streams vs SIP, Audio Formats, and the Failures to Test

Pipecat Twilio integration from the wire up: Media Streams vs SIP, Telnyx traps, 8 kHz resampling, clear and mark events, hang-ups, costs, test matrix.

October 4, 2026Read more
LiveKit + Twilio Outbound Calling: SIP Trunk Setup and What to Test Before Go-Live
Voice AI Testing
25 min read

LiveKit + Twilio Outbound Calling: SIP Trunk Setup and What to Test Before Go-Live

LiveKit Twilio outbound call setup, leg by leg: Elastic SIP termination, CreateSIPParticipant, SIP codes, AMD, end-call, cost math, and go-live tests.

October 4, 2026Read more