--- title: "Voice AI" description: "6 posts about Voice AI, summarised, each linking to the original." --- # Voice AI > 6 posts about Voice AI, summarised, each linking to the original. ## Articles ### [How to Build a Voice AI Agent with OpenAI's GPT-Live, Twilio Agent Connect, and TypeScript](https://yomu.fyi/post/how-to-build-a-voice-ai-agent-with-openai-s-gpt-live-twilio-agent-conn-typescript.md) - Company: [Twilio](https://yomu.fyi/company/twilio.md) - Author: Wen Zhu, Xinghao Huang - Published: Oct 15, 2026 - Type: Tutorial The post addresses the common problem of voice AI demos failing in production by introducing a solution using OpenAI’s GPT-Live and Twilio Agent Connect. GPT-Live is a full-duplex speech-to-speech model that separates conversation from background work, and Twilio Agent Connect provides a GPTLiveProvider to bridge Twilio Media Streams to GPT-Live without custom WebSocket plumbing. The tutorial walks through building a TypeScript application that connects inbound callers to a GPT-Live-powered voice agent, including setting up a Fastify server, configuring the session with a welcome instruction, and wiring tool calls via Responses delegation using a get\_weather example. It also covers placing outbound calls using the same provider and demonstrates features like per-call customization and transcript logging. The result is a production-ready voice agent that can greet callers, answer questions, and execute backend functions, with the same pattern applicable to scenarios like appointment booking or order status lookups. ### [Clearleft's Andy Budd on designing for users - The Intercom Blog](https://yomu.fyi/post/clearleft-x27-s-andy-budd-on-designing-for-users-the-intercom-blog.md) - Company: [Intercom](https://yomu.fyi/company/intercom.md) - Published: Oct 13, 2026 - Type: Explainer Andy Budd, co-founder of Clearleft, discusses why design is a critical differentiator for startups, noting that companies like Slack and Dropbox succeeded through superior user experience rather than being first to market. He advises hiring the best designers you can afford early to solve existential business problems, then bringing in a more junior team to evolve and maintain the product. Consumer expectations for digital design have risen greatly, but startup budgets haven’t kept pace because few designers hold budget-making positions, creating a misalignment. Agile development has a place, but companies must balance it with longer-term systems that make design, technology, and products scalable. For voice-activated interfaces, designers will still need to define decision trees and logic, shifting from graphic design to conversational and personality design, as seen with tools like x.ai’s Amy. ### [My Voice AI Demo Was Hit by a $982 Traffic-Pumping Attack! Here’s What I Learned](https://yomu.fyi/post/my-voice-ai-demo-was-hit-by-a-982-traffic-pumping-attack-here-s-what-i.md) - Company: [Twilio](https://yomu.fyi/company/twilio.md) - Author: Rishab Kumar - Published: Oct 6, 2026 - Type: Incident / postmortem A voice AI demo using Twilio Conversation Relay and FastAPI was exploited when automated clients repeatedly called its unauthenticated /api/call endpoint, generating 1,008 requests and 921 outbound calls to Israeli +972229 numbers. The incident cost $971.50 in Twilio voice usage and $10.58 in Google Gemini fees, matching International Revenue Sharing Fraud that keeps calls connected for per-minute revenue. The author used the Twilio CLI to group call records showing 920 of 921 calls targeted the same narrow Israeli range and correlated Azure Log Analytics to confirm the exploited endpoint. Calls were kept alive by automated scripts replaying conversation-extension prompts from only 541 distinct lines across 8,363 transcriptions, with some recordings mentioning happy trafficking. The post recommends authentication, duration limits, geographic permissions, signature validation, usage triggers, and demo isolation as essential controls for public voice AI apps. ### [Best AI solutions for contact center in India: a 2026 buyer’s guide](https://yomu.fyi/post/best-ai-solutions-for-contact-center-in-india-a-2026-buyer-s-guide.md) - Company: [Twilio](https://yomu.fyi/company/twilio.md) - Author: Aliakbar Lokhandwala - Published: Sep 28, 2026 - Type: Explainer Indian contact centers face converging regulatory and operational pressures driving AI adoption. The Reserve Bank of India’s 2024 advisory requires customer communications in Hindi, English, and regional languages, while TRAI’s February 2026 direction mandates AI-based detection of unsolicited commercial calls using behavioral pattern analysis. A 31-point satisfaction gap between business perception and consumer reality, per Twilio’s November 2025 research, further compels investment. The vendor landscape divides into four groups: global CCaaS suites, Indian telephony platforms, AI specialists with Indic language models, and infrastructure providers like Twilio that combine carrier network with AI layer. No single solution fits all; the binding constraint depends on whether the operation prioritizes outbound compliance, vernacular accuracy, or data governance under the phased DPDP Act. ### [Building Localised, Enterprise-Grade AI Voice Agents](https://yomu.fyi/post/building-localised-enterprise-grade-ai-voice-agents.md) - Company: [Twilio](https://yomu.fyi/company/twilio.md) - Author: Michelle Duke - Published: Sep 28, 2026 - Type: Explainer Building enterprise-grade AI voice agents in production demands managing real-time latency, telecommunication networks, regional accents, compliance frameworks, and unpredictable customer behaviour—issues that standard text-based LLM benchmarks do not capture. The recommended approach combines Microsoft Azure for hyperscale infrastructure, Twilio for global communications, and WIZ.AI for localisation, so engineering teams avoid building low-level infrastructure and focus on unique business value. Field data from WIZ.AI across Asia reveals an ideal conversational response window of 500–800 ms, with a P90 latency under 2.0 s currently acceptable, and real-time code-switching support for languages like Singlish and Hinglish. Success metrics shift from pilot capability to commercial production benchmarks such as connection rate, recognition and tagging accuracy, and measurable business outcomes like Promise-to-Pay conversion. Engineering practices to maintain code quality include cross-model code reviews and strict pull-request line-count guardrails enforced by pre-commit hooks. ### [How to handle real-time interruptions in your AI voice agent](https://yomu.fyi/post/how-to-handle-real-time-interruptions-in-your-ai-voice-agent.md) - Company: [Twilio](https://yomu.fyi/company/twilio.md) - Author: Jesse Sumrak - Published: Sep 25, 2026 - Type: Tutorial Real-world AI voice agent calls are messy, with background noise, overlapping speech, and callers interrupting mid-sentence. Twilio Conversation Relay handles interruptions through attributes like interruptible, which controls whether caller input stops the agent’s speech, and ignoreBackchannel, which filters out short backchannel phrases. Background noise that sounds like speech can cause false interruptions and garbled transcripts; Twilio’s testing found Deepgram Flux produced zero transcription failures under combined noise, while a tuned Nova-3 setup also succeeded. Turn detection uses either a traditional silence timer or Deepgram Flux’s fused model, which reduces false interruptions by roughly 30% and trims response latency. When a caller interrupts, the app receives an interrupt message with the exact text played before cutoff, allowing it to trim the LLM’s conversation history so the model only remembers what the caller heard.